Basic_NLP_Tutorial.ipynb

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        "<a href=\"https://colab.research.google.com/github/todnewman/coe_training/blob/master/Basic_NLP_Tutorial.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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        "# Basic Natural Language Processing\n",
        "**Author**: W. Tod Newman\n",
        "\n",
        "**Updates**: New release\n",
        "\n",
        "## Learning Objectives\n",
        "\n",
        "\n",
        "*   Learn the basics of the Python Natural Language Toolkit\n",
        "*   Explore concepts of language processing: parts of speech, corpora, stemming, lemmatizing, etc.\n",
        "*   Overview simple neural network classification\n"
      ]
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        "# About Python's Natural Language Toolkit (NLTK)\n",
        "\n",
        "NLTK is the most widely used NLP module for Python.  It comes with the Anaconda distribution, so it's very easy to start working once Anaconda is in place.  From the NLTK site:\n",
        "\n",
        "*NLTK is a leading platform for building Python programs to work with human language data. It provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for classification, tokenization, stemming, tagging, parsing, and semantic reasoning.*\n",
        "\n",
        "NLTK has a very large set of open data that can be used to train the NLTK learner.  This NLTK data includes a lot of corpora, grammars, models and etc. Without NLTK Data, NLTK is not extremely useful. You can find the complete nltk data list here: http://nltk.org/nltk_data/\n",
        "\n",
        "The simplest way to install NLTK Data is run the Python interpreter and type the commands:\n",
        "'>>> import nltk\n",
        "'>>> nltk_download()\n",
        "\n",
        "This should open the NLTK Downloader window and you can select which modules to download.  The Brown University corpus is one of the most cited artifacts in the field of corpus linguistics.  We'll start by exploring how we can make use of it in our own text classification tasks.\n"
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        "# use natural language toolkit\n",
        "import nltk\n",
        "\n",
        "#\n",
        "# Use the nltk downloader to download corpora, tools, and dictionaries\n",
        "#\n",
        "nltk.download('brown')\n",
        "nltk.download('punkt')\n",
        "nltk.download('averaged_perceptron_tagger')\n",
        "nltk.download('wordnet')\n",
        "nltk.download('names')\n",
        "nltk.download('tagsets')"
      ],
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          "text": [
            "[nltk_data] Downloading package brown to /root/nltk_data...\n",
            "[nltk_data]   Package brown is already up-to-date!\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
            "[nltk_data]     /root/nltk_data...\n",
            "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
            "[nltk_data]       date!\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n",
            "[nltk_data] Downloading package names to /root/nltk_data...\n",
            "[nltk_data]   Package names is already up-to-date!\n",
            "[nltk_data] Downloading package tagsets to /root/nltk_data...\n",
            "[nltk_data]   Unzipping help/tagsets.zip.\n"
          ],
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      "source": [
        "## Corpora\n",
        "\n",
        "### Brown University corpus\n",
        "\n",
        "The Brown Corpus was compiled in the 1960s by Henry Kučera and W. Nelson Francis at Brown University in Providence, Rhode Island, as a general corpus (text collection) in the field of corpus linguistics. It contains 500 samples of English-language text, totaling roughly one million words, compiled from works published in the United States in 1961.\n",
        "\n",
        "for more information: https://en.wikipedia.org/wiki/Brown_Corpus\n",
        "\n",
        "### What will we do here?\n",
        "\n",
        "We will load the corpus (which we downloaded with the nltk downloader above) and print the first 10 works along with their parts-of-speech (POS) tags.\n"
      ]
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        "# Import the Brown University Corpus and print the first ten words\n",
        "from nltk.corpus import brown\n",
        "print (\"\\nPrinting the first 10 words in the Brown University Corpora:\\n\")\n",
        "print (brown.words()[0:10])\n",
        "print (\"\\nNow printing the POS tags for the first 10 words:\\n\")\n",
        "print (brown.tagged_words()[0:10])\n",
        "print (\"\\nNote the u'WORD' is the UNICODE UTF-8 encoding\")\n",
        "#print (len(brown.words()))\n"
      ],
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          "text": [
            "[nltk_data] Downloading package brown to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/brown.zip.\n",
            "\n",
            "Printing the first 10 words in the Brown University Corpora:\n",
            "\n",
            "['The', 'Fulton', 'County', 'Grand', 'Jury', 'said', 'Friday', 'an', 'investigation', 'of']\n",
            "\n",
            "Now printing the POS tags for the first 10 words:\n",
            "\n",
            "[('The', 'AT'), ('Fulton', 'NP-TL'), ('County', 'NN-TL'), ('Grand', 'JJ-TL'), ('Jury', 'NN-TL'), ('said', 'VBD'), ('Friday', 'NR'), ('an', 'AT'), ('investigation', 'NN'), ('of', 'IN')]\n",
            "\n",
            "Note the u'WORD' is the UNICODE UTF-8 encoding\n"
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      "source": [
        "## Overview of Sentence, Word, and Part of Speech Processing\n",
        "\n",
        "### What will we do here?\n",
        "\n",
        "We will bring in a large block of text (Wikipedia entry on Signal Processing) and do work to it.\n",
        "\n",
        "*  Tokenize the text into sentences\n",
        "*  Tokenize the sentences into words\n",
        "*  Tag the words with part of speech and demonstrate use cases for POS tags\n",
        "*  Show how to print out the \"key\" for NLTK POS tags"
      ]
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      "source": [
        "from nltk import sent_tokenize, word_tokenize, pos_tag\n",
        "\n",
        "text = \"\"\"\n",
        "    Signal processing related to human hearing: The human ear interprets signals that are nearly periodic signals to be exactly periodic. This is just like the case where an autocorrelated signal exhibits slightly different maxima-values at regular intervals of time.\n",
        "    Vocal processing: Correlation can help to determine the tempo or pitch associated with musical signals. The reason is the fact that the autocorrelation can effectively be used to identify repetitive patterns in any given signal.\n",
        "    Determining synchronization pulses: The synchronization pulses in a received signal, which in turn facilitates the process of data retrieval at the receiver's end. This is because the correlation of the known synchronization pulses with the incoming signal exhibits peaks when the sync pulses are received in it. This point can then be used by the receiver as a point of reference, which makes the system understand that the part of the signal following from then on (until another peak is obtained in the correlated signal indicating the presence of sync pulse) contains data.\n",
        "    Radar engineering: Correlation can help determine the presence of a target and its range from the radar unit. When a target is present, the signal sent by the radar is scattered by it and bounced back to the transmitter antenna after being highly attenuated and corrupted by noise. If there is no target, then the signal received will be just noise. Now, if we correlate the arriving signal with the signal sent, and if we obtain a peak at a certain point, then we can conclude that a target is present. Moreover, by knowing the time-delay (indicated by the time-instant at which the correlated signal exhibits a peak) between the sent and received signals, we can even determine the distance between the target and the radar.\n",
        "    Interpreting digital communications through noise: As demonstrated above, correlation can aid in digital communications by retrieving the bits when a received signal is corrupted heavily by noise. Here, the receiver correlates the received signal with two standard signals which indicate the level of '0' and '1', respectively. Now, if the signal highly correlates with the standard signal which indicates the level of '1' more than with the one which represents '0', then it means that the received bit is '1' (or vice versa).\n",
        "    Impulse response identification: As demonstrated above, cross-correlation of a system's output with its input results in its impulse response, provided the input is zero mean unit variance white Gaussian noise.\n",
        "    Image processing: Correlation can help eliminate the effects of varying lighting which results in brightness variation of an image. Usually this is achieved by cross-correlating the image with a definite template wherein the considered image is searched for the matching portions when compared to a template (template matching). This is further found to aid the processes like facial recognition, medical imaging, navigation of mobile robots, etc.\n",
        "    Linear prediction algorithms: In prediction algorithms, correlation can help guess the next sample arriving in order to facilitate the compression of signals.\n",
        "    Machine learning: Correlation is used in branches of machine learning, such as in pattern recognition based on correlation clustering algorithms. Here, data points are grouped into clusters based on their similarity, which can be obtained by their correlation.\n",
        "    SONAR: Correlation can be used in applications such as water traffic monitoring. This is based on the fact that the correlation of the signals received by various shells will have different time-delays and thus their distance from the point of reference can be found more easily.\n",
        "\"\"\"\n",
        "sents = sent_tokenize(text) # This will break the text into sentences.\n",
        "\n",
        "sents\n",
        "\n",
        "print (\"The # of Sentences in the last example is %s\" % len(sents))\n",
        "\n",
        "tokens = word_tokenize(text)\n",
        "\n",
        "print (\"\\nPrinting the tokens (words) out of the sentences\\n\")\n",
        "print (tokens)  # Breaks into tokens.  \n",
        "\n",
        "tagged_tokens = pos_tag(tokens)\n",
        "\n",
        "print (\"\\nPrinting the POS TAGGED tokens (words) out of the sentences\\n\")\n",
        "\n",
        "print (tagged_tokens) # Breaks into (Token, POS Tag) tuples\n",
        "\n",
        "# Lets walk through the tuple and do some grouping\n",
        "\n",
        "print (\"\\nNOW we'll be printing only the tokens (words) that are Nouns\\n\")\n",
        "\n",
        "\n",
        "for token, pos_tag in tagged_tokens:\n",
        "    if pos_tag == 'NN':\n",
        "        print (token)\n",
        "print()\n",
        "print('Here\\'s how we can figure out what these Part of Speech Tags mean!')\n",
        "print('__________________________________________________________________')\n",
        "\n",
        "for token, pos_tag in tagged_tokens:\n",
        "    nltk.help.upenn_tagset(pos_tag)\n",
        "\n"
      ],
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          "text": [
            "The # of Sentences in the last example is 24\n",
            "\n",
            "Printing the tokens (words) out of the sentences\n",
            "\n",
            "['Signal', 'processing', 'related', 'to', 'human', 'hearing', ':', 'The', 'human', 'ear', 'interprets', 'signals', 'that', 'are', 'nearly', 'periodic', 'signals', 'to', 'be', 'exactly', 'periodic', '.', 'This', 'is', 'just', 'like', 'the', 'case', 'where', 'an', 'autocorrelated', 'signal', 'exhibits', 'slightly', 'different', 'maxima-values', 'at', 'regular', 'intervals', 'of', 'time', '.', 'Vocal', 'processing', ':', 'Correlation', 'can', 'help', 'to', 'determine', 'the', 'tempo', 'or', 'pitch', 'associated', 'with', 'musical', 'signals', '.', 'The', 'reason', 'is', 'the', 'fact', 'that', 'the', 'autocorrelation', 'can', 'effectively', 'be', 'used', 'to', 'identify', 'repetitive', 'patterns', 'in', 'any', 'given', 'signal', '.', 'Determining', 'synchronization', 'pulses', ':', 'The', 'synchronization', 'pulses', 'in', 'a', 'received', 'signal', ',', 'which', 'in', 'turn', 'facilitates', 'the', 'process', 'of', 'data', 'retrieval', 'at', 'the', 'receiver', \"'s\", 'end', 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'antenna', 'after', 'being', 'highly', 'attenuated', 'and', 'corrupted', 'by', 'noise', '.', 'If', 'there', 'is', 'no', 'target', ',', 'then', 'the', 'signal', 'received', 'will', 'be', 'just', 'noise', '.', 'Now', ',', 'if', 'we', 'correlate', 'the', 'arriving', 'signal', 'with', 'the', 'signal', 'sent', ',', 'and', 'if', 'we', 'obtain', 'a', 'peak', 'at', 'a', 'certain', 'point', ',', 'then', 'we', 'can', 'conclude', 'that', 'a', 'target', 'is', 'present', '.', 'Moreover', ',', 'by', 'knowing', 'the', 'time-delay', '(', 'indicated', 'by', 'the', 'time-instant', 'at', 'which', 'the', 'correlated', 'signal', 'exhibits', 'a', 'peak', ')', 'between', 'the', 'sent', 'and', 'received', 'signals', ',', 'we', 'can', 'even', 'determine', 'the', 'distance', 'between', 'the', 'target', 'and', 'the', 'radar', '.', 'Interpreting', 'digital', 'communications', 'through', 'noise', ':', 'As', 'demonstrated', 'above', ',', 'correlation', 'can', 'aid', 'in', 'digital', 'communications', 'by', 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'noise', '.', 'Image', 'processing', ':', 'Correlation', 'can', 'help', 'eliminate', 'the', 'effects', 'of', 'varying', 'lighting', 'which', 'results', 'in', 'brightness', 'variation', 'of', 'an', 'image', '.', 'Usually', 'this', 'is', 'achieved', 'by', 'cross-correlating', 'the', 'image', 'with', 'a', 'definite', 'template', 'wherein', 'the', 'considered', 'image', 'is', 'searched', 'for', 'the', 'matching', 'portions', 'when', 'compared', 'to', 'a', 'template', '(', 'template', 'matching', ')', '.', 'This', 'is', 'further', 'found', 'to', 'aid', 'the', 'processes', 'like', 'facial', 'recognition', ',', 'medical', 'imaging', ',', 'navigation', 'of', 'mobile', 'robots', ',', 'etc', '.', 'Linear', 'prediction', 'algorithms', ':', 'In', 'prediction', 'algorithms', ',', 'correlation', 'can', 'help', 'guess', 'the', 'next', 'sample', 'arriving', 'in', 'order', 'to', 'facilitate', 'the', 'compression', 'of', 'signals', '.', 'Machine', 'learning', ':', 'Correlation', 'is', 'used', 'in', 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            "\n",
            "Printing the POS TAGGED tokens (words) out of the sentences\n",
            "\n",
            "[('Signal', 'NNP'), ('processing', 'NN'), ('related', 'VBN'), ('to', 'TO'), ('human', 'JJ'), ('hearing', 'NN'), (':', ':'), ('The', 'DT'), ('human', 'JJ'), ('ear', 'JJ'), ('interprets', 'NNS'), ('signals', 'NNS'), ('that', 'WDT'), ('are', 'VBP'), ('nearly', 'RB'), ('periodic', 'JJ'), ('signals', 'NNS'), ('to', 'TO'), ('be', 'VB'), ('exactly', 'RB'), ('periodic', 'JJ'), ('.', '.'), ('This', 'DT'), ('is', 'VBZ'), ('just', 'RB'), ('like', 'IN'), ('the', 'DT'), ('case', 'NN'), ('where', 'WRB'), ('an', 'DT'), ('autocorrelated', 'JJ'), ('signal', 'NN'), ('exhibits', 'NNS'), ('slightly', 'RB'), ('different', 'JJ'), ('maxima-values', 'NNS'), ('at', 'IN'), ('regular', 'JJ'), ('intervals', 'NNS'), ('of', 'IN'), ('time', 'NN'), ('.', '.'), ('Vocal', 'JJ'), ('processing', 'NN'), (':', ':'), ('Correlation', 'NN'), ('can', 'MD'), ('help', 'VB'), ('to', 'TO'), ('determine', 'VB'), ('the', 'DT'), ('tempo', 'NN'), ('or', 'CC'), ('pitch', 'NN'), ('associated', 'VBN'), ('with', 'IN'), ('musical', 'JJ'), ('signals', 'NNS'), ('.', '.'), ('The', 'DT'), ('reason', 'NN'), ('is', 'VBZ'), ('the', 'DT'), ('fact', 'NN'), ('that', 'IN'), ('the', 'DT'), ('autocorrelation', 'NN'), ('can', 'MD'), ('effectively', 'RB'), ('be', 'VB'), ('used', 'VBN'), ('to', 'TO'), ('identify', 'VB'), ('repetitive', 'JJ'), ('patterns', 'NNS'), ('in', 'IN'), ('any', 'DT'), ('given', 'VBN'), ('signal', 'NN'), ('.', '.'), ('Determining', 'VBG'), ('synchronization', 'NN'), ('pulses', 'NNS'), (':', ':'), ('The', 'DT'), ('synchronization', 'NN'), ('pulses', 'VBZ'), ('in', 'IN'), ('a', 'DT'), ('received', 'JJ'), ('signal', 'NN'), (',', ','), ('which', 'WDT'), ('in', 'IN'), ('turn', 'NN'), ('facilitates', 'VBZ'), ('the', 'DT'), ('process', 'NN'), ('of', 'IN'), ('data', 'NNS'), ('retrieval', 'NN'), ('at', 'IN'), ('the', 'DT'), ('receiver', 'NN'), (\"'s\", 'POS'), ('end', 'NN'), ('.', '.'), ('This', 'DT'), ('is', 'VBZ'), ('because', 'IN'), ('the', 'DT'), ('correlation', 'NN'), ('of', 'IN'), ('the', 'DT'), ('known', 'VBN'), ('synchronization', 'NN'), ('pulses', 'NNS'), ('with', 'IN'), ('the', 'DT'), ('incoming', 'VBG'), ('signal', 'JJ'), ('exhibits', 'NNS'), ('peaks', 'NNS'), ('when', 'WRB'), ('the', 'DT'), ('sync', 'NN'), ('pulses', 'NNS'), ('are', 'VBP'), ('received', 'VBN'), ('in', 'IN'), ('it', 'PRP'), ('.', '.'), ('This', 'DT'), ('point', 'NN'), ('can', 'MD'), ('then', 'RB'), ('be', 'VB'), ('used', 'VBN'), ('by', 'IN'), ('the', 'DT'), ('receiver', 'NN'), ('as', 'IN'), ('a', 'DT'), ('point', 'NN'), ('of', 'IN'), ('reference', 'NN'), (',', ','), ('which', 'WDT'), ('makes', 'VBZ'), ('the', 'DT'), ('system', 'NN'), ('understand', 'VBP'), ('that', 'IN'), ('the', 'DT'), ('part', 'NN'), ('of', 'IN'), ('the', 'DT'), ('signal', 'NN'), ('following', 'VBG'), ('from', 'IN'), ('then', 'RB'), ('on', 'IN'), ('(', '('), ('until', 'IN'), ('another', 'DT'), ('peak', 'NN'), ('is', 'VBZ'), ('obtained', 'VBN'), ('in', 'IN'), ('the', 'DT'), ('correlated', 'JJ'), ('signal', 'NN'), ('indicating', 'VBG'), ('the', 'DT'), ('presence', 'NN'), ('of', 'IN'), ('sync', 'JJ'), ('pulse', 'NN'), (')', ')'), ('contains', 'VBZ'), ('data', 'NNS'), ('.', '.'), ('Radar', 'NNP'), ('engineering', 'NN'), (':', ':'), ('Correlation', 'NN'), ('can', 'MD'), ('help', 'VB'), ('determine', 'VB'), ('the', 'DT'), ('presence', 'NN'), ('of', 'IN'), ('a', 'DT'), ('target', 'NN'), ('and', 'CC'), ('its', 'PRP$'), ('range', 'NN'), ('from', 'IN'), ('the', 'DT'), ('radar', 'NN'), ('unit', 'NN'), ('.', '.'), ('When', 'WRB'), ('a', 'DT'), ('target', 'NN'), ('is', 'VBZ'), ('present', 'JJ'), (',', ','), ('the', 'DT'), ('signal', 'JJ'), ('sent', 'NN'), ('by', 'IN'), ('the', 'DT'), ('radar', 'NN'), ('is', 'VBZ'), ('scattered', 'VBN'), ('by', 'IN'), ('it', 'PRP'), ('and', 'CC'), ('bounced', 'VBD'), ('back', 'RB'), ('to', 'TO'), ('the', 'DT'), ('transmitter', 'NN'), ('antenna', 'NN'), ('after', 'IN'), ('being', 'VBG'), ('highly', 'RB'), ('attenuated', 'VBN'), ('and', 'CC'), ('corrupted', 'VBN'), ('by', 'IN'), ('noise', 'NN'), ('.', '.'), ('If', 'IN'), ('there', 'EX'), ('is', 'VBZ'), ('no', 'DT'), ('target', 'NN'), (',', ','), ('then', 'RB'), ('the', 'DT'), ('signal', 'NN'), ('received', 'VBD'), ('will', 'MD'), ('be', 'VB'), ('just', 'RB'), ('noise', 'RB'), ('.', '.'), ('Now', 'RB'), (',', ','), ('if', 'IN'), ('we', 'PRP'), ('correlate', 'VBP'), ('the', 'DT'), ('arriving', 'VBG'), ('signal', 'NN'), ('with', 'IN'), ('the', 'DT'), ('signal', 'NN'), ('sent', 'NN'), (',', ','), ('and', 'CC'), ('if', 'IN'), ('we', 'PRP'), ('obtain', 'VB'), ('a', 'DT'), ('peak', 'NN'), ('at', 'IN'), ('a', 'DT'), ('certain', 'JJ'), ('point', 'NN'), (',', ','), ('then', 'RB'), ('we', 'PRP'), ('can', 'MD'), ('conclude', 'VB'), ('that', 'IN'), ('a', 'DT'), ('target', 'NN'), ('is', 'VBZ'), ('present', 'JJ'), ('.', '.'), ('Moreover', 'RB'), (',', ','), ('by', 'IN'), ('knowing', 'VBG'), ('the', 'DT'), ('time-delay', 'NN'), ('(', '('), ('indicated', 'VBN'), ('by', 'IN'), ('the', 'DT'), ('time-instant', 'NN'), ('at', 'IN'), ('which', 'WDT'), ('the', 'DT'), ('correlated', 'JJ'), ('signal', 'NN'), ('exhibits', 'VBZ'), ('a', 'DT'), ('peak', 'NN'), (')', ')'), ('between', 'IN'), ('the', 'DT'), ('sent', 'NN'), ('and', 'CC'), ('received', 'VBN'), ('signals', 'NNS'), (',', ','), ('we', 'PRP'), ('can', 'MD'), ('even', 'RB'), ('determine', 'VB'), ('the', 'DT'), ('distance', 'NN'), ('between', 'IN'), ('the', 'DT'), ('target', 'NN'), ('and', 'CC'), ('the', 'DT'), ('radar', 'NN'), ('.', '.'), ('Interpreting', 'NNP'), ('digital', 'JJ'), ('communications', 'NNS'), ('through', 'IN'), ('noise', 'NN'), (':', ':'), ('As', 'IN'), ('demonstrated', 'VBN'), ('above', 'IN'), (',', ','), ('correlation', 'NN'), ('can', 'MD'), ('aid', 'VB'), ('in', 'IN'), ('digital', 'JJ'), ('communications', 'NNS'), ('by', 'IN'), ('retrieving', 'VBG'), ('the', 'DT'), ('bits', 'NNS'), ('when', 'WRB'), ('a', 'DT'), ('received', 'JJ'), ('signal', 'NN'), ('is', 'VBZ'), ('corrupted', 'VBN'), ('heavily', 'RB'), ('by', 'IN'), ('noise', 'NN'), ('.', '.'), ('Here', 'RB'), (',', ','), ('the', 'DT'), ('receiver', 'NN'), ('correlates', 'VBZ'), ('the', 'DT'), ('received', 'JJ'), ('signal', 'NN'), ('with', 'IN'), ('two', 'CD'), ('standard', 'NN'), ('signals', 'NNS'), ('which', 'WDT'), ('indicate', 'VBP'), ('the', 'DT'), ('level', 'NN'), ('of', 'IN'), (\"'0\", 'NNP'), (\"'\", 'POS'), ('and', 'CC'), (\"'1\", 'NNP'), (\"'\", \"''\"), (',', ','), ('respectively', 'RB'), ('.', '.'), ('Now', 'RB'), (',', ','), ('if', 'IN'), ('the', 'DT'), ('signal', 'NN'), ('highly', 'RB'), ('correlates', 'VBZ'), ('with', 'IN'), ('the', 'DT'), ('standard', 'JJ'), ('signal', 'NN'), ('which', 'WDT'), ('indicates', 'VBZ'), ('the', 'DT'), ('level', 'NN'), ('of', 'IN'), (\"'1\", 'NNP'), (\"'\", 'POS'), ('more', 'JJR'), ('than', 'IN'), ('with', 'IN'), ('the', 'DT'), ('one', 'CD'), ('which', 'WDT'), ('represents', 'VBZ'), (\"'0\", 'POS'), (\"'\", \"''\"), (',', ','), ('then', 'RB'), ('it', 'PRP'), ('means', 'VBZ'), ('that', 'IN'), ('the', 'DT'), ('received', 'JJ'), ('bit', 'NN'), ('is', 'VBZ'), (\"'1\", 'VBN'), (\"'\", \"''\"), ('(', '('), ('or', 'CC'), ('vice', 'NN'), ('versa', 'NN'), (')', ')'), ('.', '.'), ('Impulse', 'JJ'), ('response', 'NN'), ('identification', 'NN'), (':', ':'), ('As', 'IN'), ('demonstrated', 'VBN'), ('above', 'IN'), (',', ','), ('cross-correlation', 'NN'), ('of', 'IN'), ('a', 'DT'), ('system', 'NN'), (\"'s\", 'POS'), ('output', 'NN'), ('with', 'IN'), ('its', 'PRP$'), ('input', 'NN'), ('results', 'NNS'), ('in', 'IN'), ('its', 'PRP$'), ('impulse', 'JJ'), ('response', 'NN'), (',', ','), ('provided', 'VBD'), ('the', 'DT'), ('input', 'NN'), ('is', 'VBZ'), ('zero', 'CD'), ('mean', 'JJ'), ('unit', 'NN'), ('variance', 'NN'), ('white', 'JJ'), ('Gaussian', 'JJ'), ('noise', 'NN'), ('.', '.'), ('Image', 'NN'), ('processing', 'NN'), (':', ':'), ('Correlation', 'NN'), ('can', 'MD'), ('help', 'VB'), ('eliminate', 'VB'), ('the', 'DT'), ('effects', 'NNS'), ('of', 'IN'), ('varying', 'VBG'), ('lighting', 'VBG'), ('which', 'WDT'), ('results', 'NNS'), ('in', 'IN'), ('brightness', 'JJ'), ('variation', 'NN'), ('of', 'IN'), ('an', 'DT'), ('image', 'NN'), ('.', '.'), ('Usually', 'RB'), ('this', 'DT'), ('is', 'VBZ'), ('achieved', 'VBN'), ('by', 'IN'), ('cross-correlating', 'VBG'), ('the', 'DT'), ('image', 'NN'), ('with', 'IN'), ('a', 'DT'), ('definite', 'JJ'), ('template', 'NN'), ('wherein', 'VBD'), ('the', 'DT'), ('considered', 'VBN'), ('image', 'NN'), ('is', 'VBZ'), ('searched', 'VBN'), ('for', 'IN'), ('the', 'DT'), ('matching', 'NN'), ('portions', 'NNS'), ('when', 'WRB'), ('compared', 'VBN'), ('to', 'TO'), ('a', 'DT'), ('template', 'NN'), ('(', '('), ('template', 'JJ'), ('matching', 'NN'), (')', ')'), ('.', '.'), ('This', 'DT'), ('is', 'VBZ'), ('further', 'JJ'), ('found', 'VBN'), ('to', 'TO'), ('aid', 'VB'), ('the', 'DT'), ('processes', 'NNS'), ('like', 'IN'), ('facial', 'JJ'), ('recognition', 'NN'), (',', ','), ('medical', 'JJ'), ('imaging', 'NN'), (',', ','), ('navigation', 'NN'), ('of', 'IN'), ('mobile', 'JJ'), ('robots', 'NNS'), (',', ','), ('etc', 'FW'), ('.', '.'), ('Linear', 'JJ'), ('prediction', 'NN'), ('algorithms', 'NN'), (':', ':'), ('In', 'IN'), ('prediction', 'NN'), ('algorithms', 'NN'), (',', ','), ('correlation', 'NN'), ('can', 'MD'), ('help', 'VB'), ('guess', 'VB'), ('the', 'DT'), ('next', 'JJ'), ('sample', 'NN'), ('arriving', 'VBG'), ('in', 'IN'), ('order', 'NN'), ('to', 'TO'), ('facilitate', 'VB'), ('the', 'DT'), ('compression', 'NN'), ('of', 'IN'), ('signals', 'NNS'), ('.', '.'), ('Machine', 'NN'), ('learning', 'NN'), (':', ':'), ('Correlation', 'NN'), ('is', 'VBZ'), ('used', 'VBN'), ('in', 'IN'), ('branches', 'NNS'), ('of', 'IN'), ('machine', 'NN'), ('learning', 'NN'), (',', ','), ('such', 'JJ'), ('as', 'IN'), ('in', 'IN'), ('pattern', 'NN'), ('recognition', 'NN'), ('based', 'VBN'), ('on', 'IN'), ('correlation', 'NN'), ('clustering', 'VBG'), ('algorithms', 'NN'), ('.', '.'), ('Here', 'RB'), (',', ','), ('data', 'NNS'), ('points', 'NNS'), ('are', 'VBP'), ('grouped', 'VBN'), ('into', 'IN'), ('clusters', 'NNS'), ('based', 'VBN'), ('on', 'IN'), ('their', 'PRP$'), ('similarity', 'NN'), (',', ','), ('which', 'WDT'), ('can', 'MD'), ('be', 'VB'), ('obtained', 'VBN'), ('by', 'IN'), ('their', 'PRP$'), ('correlation', 'NN'), ('.', '.'), ('SONAR', 'NN'), (':', ':'), ('Correlation', 'NN'), ('can', 'MD'), ('be', 'VB'), ('used', 'VBN'), ('in', 'IN'), ('applications', 'NNS'), ('such', 'JJ'), ('as', 'IN'), ('water', 'NN'), ('traffic', 'NN'), ('monitoring', 'NN'), ('.', '.'), ('This', 'DT'), ('is', 'VBZ'), ('based', 'VBN'), ('on', 'IN'), ('the', 'DT'), ('fact', 'NN'), ('that', 'IN'), ('the', 'DT'), ('correlation', 'NN'), ('of', 'IN'), ('the', 'DT'), ('signals', 'NNS'), ('received', 'VBN'), ('by', 'IN'), ('various', 'JJ'), ('shells', 'NNS'), ('will', 'MD'), ('have', 'VB'), ('different', 'JJ'), ('time-delays', 'NNS'), ('and', 'CC'), ('thus', 'RB'), ('their', 'PRP$'), ('distance', 'NN'), ('from', 'IN'), ('the', 'DT'), ('point', 'NN'), ('of', 'IN'), ('reference', 'NN'), ('can', 'MD'), ('be', 'VB'), ('found', 'VBN'), ('more', 'JJR'), ('easily', 'RB'), ('.', '.')]\n",
            "\n",
            "NOW we'll be printing only the tokens (words) that are Nouns\n",
            "\n",
            "processing\n",
            "hearing\n",
            "case\n",
            "signal\n",
            "time\n",
            "processing\n",
            "Correlation\n",
            "tempo\n",
            "pitch\n",
            "reason\n",
            "fact\n",
            "autocorrelation\n",
            "signal\n",
            "synchronization\n",
            "synchronization\n",
            "signal\n",
            "turn\n",
            "process\n",
            "retrieval\n",
            "receiver\n",
            "end\n",
            "correlation\n",
            "synchronization\n",
            "sync\n",
            "point\n",
            "receiver\n",
            "point\n",
            "reference\n",
            "system\n",
            "part\n",
            "signal\n",
            "peak\n",
            "signal\n",
            "presence\n",
            "pulse\n",
            "engineering\n",
            "Correlation\n",
            "presence\n",
            "target\n",
            "range\n",
            "radar\n",
            "unit\n",
            "target\n",
            "sent\n",
            "radar\n",
            "transmitter\n",
            "antenna\n",
            "noise\n",
            "target\n",
            "signal\n",
            "signal\n",
            "signal\n",
            "sent\n",
            "peak\n",
            "point\n",
            "target\n",
            "time-delay\n",
            "time-instant\n",
            "signal\n",
            "peak\n",
            "sent\n",
            "distance\n",
            "target\n",
            "radar\n",
            "noise\n",
            "correlation\n",
            "signal\n",
            "noise\n",
            "receiver\n",
            "signal\n",
            "standard\n",
            "level\n",
            "signal\n",
            "signal\n",
            "level\n",
            "bit\n",
            "vice\n",
            "versa\n",
            "response\n",
            "identification\n",
            "cross-correlation\n",
            "system\n",
            "output\n",
            "input\n",
            "response\n",
            "input\n",
            "unit\n",
            "variance\n",
            "noise\n",
            "Image\n",
            "processing\n",
            "Correlation\n",
            "variation\n",
            "image\n",
            "image\n",
            "template\n",
            "image\n",
            "matching\n",
            "template\n",
            "matching\n",
            "recognition\n",
            "imaging\n",
            "navigation\n",
            "prediction\n",
            "algorithms\n",
            "prediction\n",
            "algorithms\n",
            "correlation\n",
            "sample\n",
            "order\n",
            "compression\n",
            "Machine\n",
            "learning\n",
            "Correlation\n",
            "machine\n",
            "learning\n",
            "pattern\n",
            "recognition\n",
            "correlation\n",
            "algorithms\n",
            "similarity\n",
            "correlation\n",
            "SONAR\n",
            "Correlation\n",
            "water\n",
            "traffic\n",
            "monitoring\n",
            "fact\n",
            "correlation\n",
            "distance\n",
            "point\n",
            "reference\n",
            "\n",
            "Here's how we can figure out what these Part of Speech Tags mean!\n",
            "__________________________________________________________________\n",
            "NNP: noun, proper, singular\n",
            "    Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos\n",
            "    Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA\n",
            "    Shannon A.K.C. Meltex Liverpool ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
            "    to\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "VBP: verb, present tense, not 3rd person singular\n",
            "    predominate wrap resort sue twist spill cure lengthen brush terminate\n",
            "    appear tend stray glisten obtain comprise detest tease attract\n",
            "    emphasize mold postpone sever return wag ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
            "    to\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "WRB: Wh-adverb\n",
            "    how however whence whenever where whereby whereever wherein whereof why\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
            "    to\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
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            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
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            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
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            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
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            "NNS: noun, common, plural\n",
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            "    divestitures storehouses designs clubs fragrances averages\n",
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            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBN: verb, past participle\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    . ! ?\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "NN: noun, common, singular or mass\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
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            ":: colon or ellipsis\n",
            "    : ; ...\n",
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            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
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            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
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            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
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            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
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            "NN: noun, common, singular or mass\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
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            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    . ! ?\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
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            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "WRB: Wh-adverb\n",
            "    how however whence whenever where whereby whereever wherein whereof why\n",
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            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
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            "    predominate wrap resort sue twist spill cure lengthen brush terminate\n",
            "    appear tend stray glisten obtain comprise detest tease attract\n",
            "    emphasize mold postpone sever return wag ...\n",
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            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "PRP: pronoun, personal\n",
            "    hers herself him himself hisself it itself me myself one oneself ours\n",
            "    ourselves ownself self she thee theirs them themselves they thou thy us\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBP: verb, present tense, not 3rd person singular\n",
            "    predominate wrap resort sue twist spill cure lengthen brush terminate\n",
            "    appear tend stray glisten obtain comprise detest tease attract\n",
            "    emphasize mold postpone sever return wag ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "(: opening parenthesis\n",
            "    ( [ {\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "): closing parenthesis\n",
            "    ) ] }\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "NNP: noun, proper, singular\n",
            "    Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos\n",
            "    Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA\n",
            "    Shannon A.K.C. Meltex Liverpool ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "PRP$: pronoun, possessive\n",
            "    her his mine my our ours their thy your\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "WRB: Wh-adverb\n",
            "    how however whence whenever where whereby whereever wherein whereof why\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            ",: comma\n",
            "    ,\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "PRP: pronoun, personal\n",
            "    hers herself him himself hisself it itself me myself one oneself ours\n",
            "    ourselves ownself self she thee theirs them themselves they thou thy us\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "VBD: verb, past tense\n",
            "    dipped pleaded swiped regummed soaked tidied convened halted registered\n",
            "    cushioned exacted snubbed strode aimed adopted belied figgered\n",
            "    speculated wore appreciated contemplated ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
            "    to\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "EX: existential there\n",
            "    there\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBD: verb, past tense\n",
            "    dipped pleaded swiped regummed soaked tidied convened halted registered\n",
            "    cushioned exacted snubbed strode aimed adopted belied figgered\n",
            "    speculated wore appreciated contemplated ...\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            ",: comma\n",
            "    ,\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "PRP: pronoun, personal\n",
            "    hers herself him himself hisself it itself me myself one oneself ours\n",
            "    ourselves ownself self she thee theirs them themselves they thou thy us\n",
            "VBP: verb, present tense, not 3rd person singular\n",
            "    predominate wrap resort sue twist spill cure lengthen brush terminate\n",
            "    appear tend stray glisten obtain comprise detest tease attract\n",
            "    emphasize mold postpone sever return wag ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "PRP: pronoun, personal\n",
            "    hers herself him himself hisself it itself me myself one oneself ours\n",
            "    ourselves ownself self she thee theirs them themselves they thou thy us\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "PRP: pronoun, personal\n",
            "    hers herself him himself hisself it itself me myself one oneself ours\n",
            "    ourselves ownself self she thee theirs them themselves they thou thy us\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            ",: comma\n",
            "    ,\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "(: opening parenthesis\n",
            "    ( [ {\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "): closing parenthesis\n",
            "    ) ] }\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            ",: comma\n",
            "    ,\n",
            "PRP: pronoun, personal\n",
            "    hers herself him himself hisself it itself me myself one oneself ours\n",
            "    ourselves ownself self she thee theirs them themselves they thou thy us\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "NNP: noun, proper, singular\n",
            "    Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos\n",
            "    Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA\n",
            "    Shannon A.K.C. Meltex Liverpool ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            ",: comma\n",
            "    ,\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "WRB: Wh-adverb\n",
            "    how however whence whenever where whereby whereever wherein whereof why\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            ",: comma\n",
            "    ,\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "CD: numeral, cardinal\n",
            "    mid-1890 nine-thirty forty-two one-tenth ten million 0.5 one forty-\n",
            "    seven 1987 twenty '79 zero two 78-degrees eighty-four IX '60s .025\n",
            "    fifteen 271,124 dozen quintillion DM2,000 ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "VBP: verb, present tense, not 3rd person singular\n",
            "    predominate wrap resort sue twist spill cure lengthen brush terminate\n",
            "    appear tend stray glisten obtain comprise detest tease attract\n",
            "    emphasize mold postpone sever return wag ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NNP: noun, proper, singular\n",
            "    Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos\n",
            "    Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA\n",
            "    Shannon A.K.C. Meltex Liverpool ...\n",
            "POS: genitive marker\n",
            "    ' 's\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "NNP: noun, proper, singular\n",
            "    Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos\n",
            "    Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA\n",
            "    Shannon A.K.C. Meltex Liverpool ...\n",
            "'': closing quotation mark\n",
            "    ' ''\n",
            ",: comma\n",
            "    ,\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            ",: comma\n",
            "    ,\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NNP: noun, proper, singular\n",
            "    Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos\n",
            "    Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA\n",
            "    Shannon A.K.C. Meltex Liverpool ...\n",
            "POS: genitive marker\n",
            "    ' 's\n",
            "JJR: adjective, comparative\n",
            "    bleaker braver breezier briefer brighter brisker broader bumper busier\n",
            "    calmer cheaper choosier cleaner clearer closer colder commoner costlier\n",
            "    cozier creamier crunchier cuter ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "CD: numeral, cardinal\n",
            "    mid-1890 nine-thirty forty-two one-tenth ten million 0.5 one forty-\n",
            "    seven 1987 twenty '79 zero two 78-degrees eighty-four IX '60s .025\n",
            "    fifteen 271,124 dozen quintillion DM2,000 ...\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "POS: genitive marker\n",
            "    ' 's\n",
            "'': closing quotation mark\n",
            "    ' ''\n",
            ",: comma\n",
            "    ,\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "PRP: pronoun, personal\n",
            "    hers herself him himself hisself it itself me myself one oneself ours\n",
            "    ourselves ownself self she thee theirs them themselves they thou thy us\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "'': closing quotation mark\n",
            "    ' ''\n",
            "(: opening parenthesis\n",
            "    ( [ {\n",
            "CC: conjunction, coordinating\n",
            "    & 'n and both but either et for less minus neither nor or plus so\n",
            "    therefore times v. versus vs. whether yet\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "): closing parenthesis\n",
            "    ) ] }\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            ",: comma\n",
            "    ,\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "POS: genitive marker\n",
            "    ' 's\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "PRP$: pronoun, possessive\n",
            "    her his mine my our ours their thy your\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "PRP$: pronoun, possessive\n",
            "    her his mine my our ours their thy your\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "VBD: verb, past tense\n",
            "    dipped pleaded swiped regummed soaked tidied convened halted registered\n",
            "    cushioned exacted snubbed strode aimed adopted belied figgered\n",
            "    speculated wore appreciated contemplated ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "CD: numeral, cardinal\n",
            "    mid-1890 nine-thirty forty-two one-tenth ten million 0.5 one forty-\n",
            "    seven 1987 twenty '79 zero two 78-degrees eighty-four IX '60s .025\n",
            "    fifteen 271,124 dozen quintillion DM2,000 ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "WDT: WH-determiner\n",
            "    that what whatever which whichever\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBD: verb, past tense\n",
            "    dipped pleaded swiped regummed soaked tidied convened halted registered\n",
            "    cushioned exacted snubbed strode aimed adopted belied figgered\n",
            "    speculated wore appreciated contemplated ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "WRB: Wh-adverb\n",
            "    how however whence whenever where whereby whereever wherein whereof why\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
            "    to\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "(: opening parenthesis\n",
            "    ( [ {\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "): closing parenthesis\n",
            "    ) ] }\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
            "    to\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            ",: comma\n",
            "    ,\n",
            "FW: foreign word\n",
            "    gemeinschaft hund ich jeux habeas Haementeria Herr K'ang-si vous\n",
            "    lutihaw alai je jour objets salutaris fille quibusdam pas trop Monte\n",
            "    terram fiche oui corporis ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "MD: modal auxiliary\n",
            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBG: verb, present participle or gerund\n",
            "    telegraphing stirring focusing angering judging stalling lactating\n",
            "    hankerin' alleging veering capping approaching traveling besieging\n",
            "    encrypting interrupting erasing wincing ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "TO: \"to\" as preposition or infinitive marker\n",
            "    to\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ":: colon or ellipsis\n",
            "    : ; ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "VBZ: verb, present tense, 3rd person singular\n",
            "    bases reconstructs marks mixes displeases seals carps weaves snatches\n",
            "    slumps stretches authorizes smolders pictures emerges stockpiles\n",
            "    seduces fizzes uses bolsters slaps speaks pleads ...\n",
            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            ",: comma\n",
            "    ,\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
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            "    unsettled primed dubbed desired ...\n",
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            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
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            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
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            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
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            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
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            "VBN: verb, past participle\n",
            "    multihulled dilapidated aerosolized chaired languished panelized used\n",
            "    experimented flourished imitated reunifed factored condensed sheared\n",
            "    unsettled primed dubbed desired ...\n",
            "IN: preposition or conjunction, subordinating\n",
            "    astride among uppon whether out inside pro despite on by throughout\n",
            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
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            "    multilingual multi-disciplinary ...\n",
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            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
            "MD: modal auxiliary\n",
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            "    shouldn't will would\n",
            "VB: verb, base form\n",
            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "JJ: adjective or numeral, ordinal\n",
            "    third ill-mannered pre-war regrettable oiled calamitous first separable\n",
            "    ectoplasmic battery-powered participatory fourth still-to-be-named\n",
            "    multilingual multi-disciplinary ...\n",
            "NNS: noun, common, plural\n",
            "    undergraduates scotches bric-a-brac products bodyguards facets coasts\n",
            "    divestitures storehouses designs clubs fragrances averages\n",
            "    subjectivists apprehensions muses factory-jobs ...\n",
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            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            "PRP$: pronoun, possessive\n",
            "    her his mine my our ours their thy your\n",
            "NN: noun, common, singular or mass\n",
            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
            "    investment slide humour falloff slick wind hyena override subhumanity\n",
            "    machinist ...\n",
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            "    below within for towards near behind atop around if like until below\n",
            "    next into if beside ...\n",
            "DT: determiner\n",
            "    all an another any both del each either every half la many much nary\n",
            "    neither no some such that the them these this those\n",
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            "    common-carrier cabbage knuckle-duster Casino afghan shed thermostat\n",
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            "    investment slide humour falloff slick wind hyena override subhumanity\n",
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            "    can cannot could couldn't dare may might must need ought shall should\n",
            "    shouldn't will would\n",
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            "    ask assemble assess assign assume atone attention avoid bake balkanize\n",
            "    bank begin behold believe bend benefit bevel beware bless boil bomb\n",
            "    boost brace break bring broil brush build ...\n",
            "VBN: verb, past participle\n",
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            "    cozier creamier crunchier cuter ...\n",
            "RB: adverb\n",
            "    occasionally unabatingly maddeningly adventurously professedly\n",
            "    stirringly prominently technologically magisterially predominately\n",
            "    swiftly fiscally pitilessly ...\n",
            ".: sentence terminator\n",
            "    . ! ?\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hfpitEE9RVQX",
        "colab_type": "text"
      },
      "source": [
        "# Stemming and Lemmatization (what???)\n",
        "\n",
        "Stemming and Lemmatization are the basic text processing methods for English text. The goal of both stemming and lemmatization is to reduce inflectional forms and sometimes derivationally related forms of a word to a common base form. Here is the definition from wikipedia for stemming and lemmatization:\n",
        "\n",
        "In linguistic morphology (i.e., the structure of words) and information retrieval, stemming is the process for reducing inflected (or sometimes derived) words to their stem, base or root form\n",
        "\n",
        "Lemmatisation (or lemmatization) in linguistics, is the process of grouping together the different inflected forms of a word so they can be analysed as a single item.\n",
        "\n",
        "For English, which has a fairly simple morphology, this task s generally simple.  For other languages (Turkish is a good example) it is absolutely necessary.\n",
        "\n",
        "### What will we do here?\n",
        "We'll instantiate a Lancaster Stemmer and demonstrate what a stemmer does.  Then we will instantiate a Lemmatizer and demonstrate what a lemmatizer does."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zpuf7kbORVQY",
        "colab_type": "code",
        "outputId": "7967f1f0-3e23-44f0-ef42-d80e0f91763d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "from nltk.stem.lancaster import LancasterStemmer\n",
        "# word stemmer\n",
        "stemmer = LancasterStemmer()\n",
        "print (stemmer.stem('quickly'))\n",
        "print (stemmer.stem('challenging'))\n",
        "print (stemmer.stem('challenges'))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "quick\n",
            "challeng\n",
            "challeng\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TRJD9id1RVQd",
        "colab_type": "code",
        "outputId": "a51f5c65-a0d7-40b8-865c-4bb6c650eb2e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "from nltk.stem import WordNetLemmatizer\n",
        "wordnet_lemmatizer = WordNetLemmatizer()\n",
        "print (wordnet_lemmatizer.lemmatize('dogs'))\n",
        "print (wordnet_lemmatizer.lemmatize('wolves'))\n",
        "# Note that the default POS for lemmatize is Noun.  Lets see how it handles verbs.\n",
        "print (wordnet_lemmatizer.lemmatize('does', pos='v'))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "dog\n",
            "wolf\n",
            "do\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hN5QNiFzRVQl",
        "colab_type": "text"
      },
      "source": [
        "# What can we do with this??"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hDtTPEhiRVQm",
        "colab_type": "text"
      },
      "source": [
        "## Toy Example: Gender-based name classifier\n",
        "\n",
        "Use the NLTK Name corpus to train a Gender Identification classifier.  This approach determines the likelihood that a name is associated with the 'male name' section of the corpus or the 'female name' section.  In this case, this is a lightweight form of supervised machine learning.\n",
        "\n",
        "This approach is the basis for more complex classifiers that I have developed.\n",
        "\n",
        "### What will we do here?\n",
        "\n",
        "we're going to take the male and female names from the NLTK names function, shuffle these names, and then"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SAATLVpMRVQo",
        "colab_type": "code",
        "outputId": "69c19c54-b072-4389-ac9e-668cd5d1e374",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 340
        }
      },
      "source": [
        "# Grab names out of the nltk name corpus.\n",
        "\n",
        "from nltk.corpus import names\n",
        "import random\n",
        "\n",
        "# Look for the likelihood that a name is contained in the male or the female name corpus.\n",
        "classified_names = ([(name, 'male') for name in names.words('male.txt')] \n",
        "         + [(name, 'female') for name in names.words('female.txt')])\n",
        "\n",
        "random.shuffle(classified_names)\n",
        "\n",
        "print (\"\\nLets output our simple Bayesian name-gender classifications:\")\n",
        "classified_names[0:17]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Lets output our simple Bayesian name-gender classifications:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('Dianna', 'female'),\n",
              " ('Sylvia', 'female'),\n",
              " ('Rorie', 'female'),\n",
              " ('Claudio', 'male'),\n",
              " ('Laraine', 'female'),\n",
              " ('Wilber', 'male'),\n",
              " ('Melantha', 'female'),\n",
              " ('Tristan', 'male'),\n",
              " ('Glad', 'female'),\n",
              " ('Idette', 'female'),\n",
              " ('Avis', 'female'),\n",
              " ('Veronike', 'female'),\n",
              " ('Wilfred', 'male'),\n",
              " ('Chrystal', 'female'),\n",
              " ('Jenda', 'female'),\n",
              " ('Shaw', 'male'),\n",
              " ('Bart', 'male')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MBa5drRiRVQw",
        "colab_type": "text"
      },
      "source": [
        "## Improve the Name Classifier and Return Scores\n",
        "\n",
        "Using some built-in utilities from NLTK, we will train a classifier (using Scikit-learn, another great Python module) to classify names that were held out from the training set."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XWgk_N80RVQx",
        "colab_type": "code",
        "outputId": "a548f37c-cc6d-4faa-fabb-641b20eef62e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 989
        }
      },
      "source": [
        "from nltk.classify.scikitlearn import SklearnClassifier\n",
        "import numpy as np\n",
        "from nltk.classify.util import names_demo, binary_names_demo_features\n",
        "try:\n",
        "    from sklearn.linear_model.sparse import LogisticRegression\n",
        "except ImportError:     # separate sparse LR to be removed in 0.12\n",
        "    from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.naive_bayes import BernoulliNB\n",
        "from sklearn.svm import LinearSVC\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "\n",
        "# Classify names using nltk built in names demo\n",
        "\n",
        "print(\"\\nClassify names using scikit-learn Naive Bayes:\\n\")\n",
        "names_demo(SklearnClassifier(BernoulliNB(binarize=False), dtype=bool).train,\n",
        "               features=binary_names_demo_features)\n",
        "\n",
        "print(\"\\nClassify names using scikit-learn logistic regression:\\n\")\n",
        "names_demo(SklearnClassifier(LogisticRegression(), dtype=np.float64).train,\n",
        "               features=binary_names_demo_features)\n",
        "\n",
        "print(\"\\nClassify names using scikit-learn Random Forest Classifier:\\n\")\n",
        "names_demo(SklearnClassifier(RandomForestClassifier(), dtype=np.float64).train,\n",
        "               features=binary_names_demo_features)\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Classify names using scikit-learn Naive Bayes:\n",
            "\n",
            "Training classifier...\n",
            "Testing classifier...\n",
            "Accuracy: 0.7840\n",
            "Avg. log likelihood: -0.7900\n",
            "\n",
            "Unseen Names      P(Male)  P(Female)\n",
            "----------------------------------------\n",
            "  Kelli            0.0061  *0.9939\n",
            "  Er              *0.9578   0.0422\n",
            "  Ally             0.0403  *0.9597\n",
            "  Stephan         *0.9092   0.0908\n",
            "  Chriss           0.9389  *0.0611\n",
            "\n",
            "Classify names using scikit-learn logistic regression:\n",
            "\n",
            "Training classifier...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
            "  FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Testing classifier...\n",
            "Accuracy: 0.8020\n",
            "Avg. log likelihood: -0.5964\n",
            "\n",
            "Unseen Names      P(Male)  P(Female)\n",
            "----------------------------------------\n",
            "  Kelli            0.0397  *0.9603\n",
            "  Er              *0.8069   0.1931\n",
            "  Ally             0.2650  *0.7350\n",
            "  Stephan         *0.7996   0.2004\n",
            "  Chriss           0.5604  *0.4396\n",
            "\n",
            "Classify names using scikit-learn Random Forest Classifier:\n",
            "\n",
            "Training classifier...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/ensemble/forest.py:246: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
            "  \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Testing classifier...\n",
            "Accuracy: 0.7920\n",
            "Avg. log likelihood: -20000000000000003838251908499931647720456555653226733344429960421600659889350400133116159677367157678064678556950834919411457571319033081115243179092432341764775083585521439417826930514883025443724397504007672630600114472688297578978521880251628015186145688930135042504346886115963764281869217038336.0000\n",
            "\n",
            "Unseen Names      P(Male)  P(Female)\n",
            "----------------------------------------\n",
            "  Kelli            0.0500  *0.9500\n",
            "  Er              *0.8000   0.2000\n",
            "  Ally             0.5000  *0.5000\n",
            "  Stephan         *0.8333   0.1667\n",
            "  Chriss           0.5667  *0.4333\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<SklearnClassifier(RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
              "            max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
              "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
              "            min_samples_leaf=1, min_samples_split=2,\n",
              "            min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=None,\n",
              "            oob_score=False, random_state=None, verbose=0,\n",
              "            warm_start=False))>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HOL1-FThRVR7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}