CROL NLTK 02 n-Grams on Our Additional Data.ipynb

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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import nltk\n",
      "from nltk.util import ngrams\n",
      "nltk.download('punkt')\n",
      "nltk.download('stopwords')\n",
      "\n",
      "#Importing the dataset\n",
      "%cd C:\\Users\\Matt\\Dropbox\\Python Workspace\\CROW\\CROL-PDF\n",
      "data = pd.read_csv(\"procPublicationRequest_Oct-Dec_2014_clean - procPublicationRequest_Oct-Dec_2014_clean.csv\")\n",
      "\n",
      "#Snagging the \"human_readable\" column\n",
      "human_readableList = list(data['human_readable'])\n",
      "\n",
      "#Turn the values into strings\n",
      "strReadable = [str(a) for a in human_readableList]\n",
      "\n",
      "#Split into individual words\n",
      "listOfLists = [a.split() for a in strReadable]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[nltk_data] Downloading package punkt to\n",
        "[nltk_data]     C:\\Users\\Matt\\AppData\\Roaming\\nltk_data...\n",
        "[nltk_data]   Package punkt is already up-to-date!"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "[nltk_data] Downloading package stopwords to\n",
        "[nltk_data]     C:\\Users\\Matt\\AppData\\Roaming\\nltk_data...\n",
        "[nltk_data]   Package stopwords is already up-to-date!\n",
        "C:\\Users\\Matt\\Dropbox\\Python Workspace\\CROW\\CROL-PDF\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#While we're here, let's output the raw words to a text file\n",
      "myCorpus = ''\n",
      "for myEntry in strReadable:\n",
      "    myCorpus = myCorpus + \"\\n\"+ myEntry"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "f = open('rawCorpus', 'w')\n",
      "f.write(myCorpus)\n",
      "f.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Now we have a data file that'll probably a little faster to mess with (maybe?)\n",
      "file = open('rawCorpus.txt')\n",
      "t = file.read()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Let's tokenize it and turn into an NLTK Text file\n",
      "myCorpusTokenized = nltk.word_tokenize(t)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corpusText = nltk.Text(myCorpusTokenized)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Now that we've got a bigger body of text, we can look at more interesting patterns in phrasing\n",
      "corpusText.collocations()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "New York; substantially similar; similar titles; titles within; HEREBY\n",
        "GIVEN; within agency; York City; sidewalk caf; 10:00 A.M.; proposed\n",
        "contract; Annual Contracting; Contracting Plan; agency intends; 2015\n",
        "Annual; public hearing; square foot; unenclosed sidewalk; COMMUNITY\n",
        "BOARD; four years; End date\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corpusFreqDist = nltk.FreqDist(corpusText)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Most commom words!\n",
      "list(corpusFreqDist.most_common())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
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        " ('and', 2338),\n",
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        " (')', 1806),\n",
        " ('(', 1747),\n",
        " (':', 1714),\n",
        " ('in', 1520),\n",
        " ('a', 1259),\n",
        " ('at', 1207),\n",
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        " ('date', 321),\n",
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        " ('Board', 292),\n",
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        " ('10:00', 192),\n",
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        " ('has', 118),\n",
        " ('P.M.', 117),\n",
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        " ('Spector', 95),\n",
        " ('information', 95),\n",
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        " ('time', 74),\n",
        " ('style', 74),\n",
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        " ('Corporation', 71),\n",
        " ('CERTIFICATE', 71),\n",
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        " ('APPROPRIATENESS', 71),\n",
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        " ('Citywide', 69),\n",
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        " ('street', 67),\n",
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        " ('Technology', 60),\n",
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        " ('matters', 57),\n",
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        " ('provide', 56),\n",
        " ('must', 56),\n",
        " ('Staten', 56),\n",
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        " ('extension', 52),\n",
        " ('Monday', 52),\n",
        " ('Remediation', 52),\n",
        " ('construct', 52),\n",
        " ('APPLICANT', 51),\n",
        " ('issuing', 51),\n",
        " ('Landmarks', 51),\n",
        " ('Center', 51),\n",
        " ('Road', 51),\n",
        " ('Construction', 51),\n",
        " ('Main', 51),\n",
        " ('SUBJECT', 50),\n",
        " ('PREMISES', 50),\n",
        " ('Manager', 50),\n",
        " ('AFFECTED', 50),\n",
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        " ('assigned', 49),\n",
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        " ('any', 47),\n",
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        " ('a.m.', 45),\n",
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        " (\"'\", 43),\n",
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        " ('service', 43),\n",
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        " ('amendment', 41),\n",
        " ('facility', 41),\n",
        " ('hours', 41),\n",
        " ('Court', 41),\n",
        " ('monthly', 41),\n",
        " ('residential', 41),\n",
        " ('Administrative', 41),\n",
        " ('Please', 41),\n",
        " ('Final', 41),\n",
        " ('renewed/extended', 40),\n",
        " ('requirements', 40),\n",
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        " ('program', 39),\n",
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        " ('Any', 39),\n",
        " ('operation', 38),\n",
        " ('PM', 38),\n",
        " ('Amendment', 38),\n",
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        " ('Individuals', 38),\n",
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        " ('consent', 38),\n",
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        " ('plans', 29),\n",
        " ('Resources', 29),\n",
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        " ('Council', 28),\n",
        " ('Unit', 28),\n",
        " ('This', 28),\n",
        " ('March', 28),\n",
        " ('permits', 28),\n",
        " ('taxes', 28),\n",
        " ('these', 28),\n",
        " ('Amount', 28),\n",
        " ('%', 28),\n",
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        " ('Central', 28),\n",
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        " ('replace', 28),\n",
        " ('33', 28),\n",
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        " ('b', 27),\n",
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        " ('Parks', 27),\n",
        " ('approval', 27),\n",
        " ('p.m.', 27),\n",
        " ('limited', 27),\n",
        " ('Unenclosed', 27),\n",
        " ('Year', 27),\n",
        " ('comment', 27),\n",
        " ('Lease', 27),\n",
        " ('Disposition', 27),\n",
        " ('PRIOR', 27),\n",
        " ('means', 26),\n",
        " ('speak', 26),\n",
        " ('housing', 26),\n",
        " ('conditions', 26),\n",
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        " ('Negotiated', 26),\n",
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        " ('Long', 26),\n",
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        " ('units', 26),\n",
        " ('yard', 26),\n",
        " ('east', 26),\n",
        " ('Competitive', 25),\n",
        " ('open', 25),\n",
        " ('plan', 25),\n",
        " ('Two', 25),\n",
        " ('annual', 25),\n",
        " ('south', 25),\n",
        " ('2019', 25),\n",
        " ('bond', 25),\n",
        " ('design', 25),\n",
        " ('necessary', 25),\n",
        " ('Plaza', 25),\n",
        " ('third', 25),\n",
        " ('1:30', 25),\n",
        " ('facilities', 25),\n",
        " ('May', 25),\n",
        " ('Sealed', 25),\n",
        " ('17th', 25),\n",
        " ('10006', 24),\n",
        " ('Tuesdays', 24),\n",
        " ('TDD', 24),\n",
        " ('Wednesdays', 24),\n",
        " ('Ave.', 24),\n",
        " ('And', 24),\n",
        " ('retail', 24),\n",
        " ('Rothkrug', 24),\n",
        " ('Title', 24),\n",
        " ('Committee', 24),\n",
        " ('One', 24),\n",
        " ('not-for-profit', 24),\n",
        " ('twice', 24),\n",
        " ('then', 24),\n",
        " ('Monthly', 24),\n",
        " ('second', 24),\n",
        " ('make', 24),\n",
        " ('Awards', 24),\n",
        " ('work', 24),\n",
        " ('Hearings', 24),\n",
        " ('Pursuant', 24),\n",
        " ('SAPO', 24),\n",
        " ('option', 24),\n",
        " ('201', 24),\n",
        " ('FMS', 24),\n",
        " ('Trust', 24),\n",
        " ('given', 24),\n",
        " ('ii', 23),\n",
        " ('principal', 23),\n",
        " ('improvements', 23),\n",
        " ('north', 23),\n",
        " ('Flushing', 23),\n",
        " ('55', 23),\n",
        " ('2017', 23),\n",
        " ('pay', 23),\n",
        " ('systems', 23),\n",
        " ('Division', 23),\n",
        " ('Hudson', 23),\n",
        " ('none', 23),\n",
        " ('4th', 23),\n",
        " ('6:00', 23),\n",
        " ('windows', 23),\n",
        " ('community', 23),\n",
        " ('renew', 23),\n",
        " ('lot', 23),\n",
        " ('next', 23),\n",
        " ('estimated', 23),\n",
        " ('calendar', 23),\n",
        " ('Dollars', 22),\n",
        " ('250', 22),\n",
        " ('rowhouse', 22),\n",
        " ('Service', 22),\n",
        " ('If', 22),\n",
        " ('include', 22),\n",
        " ('attend', 22),\n",
        " ('west', 22),\n",
        " ('subject', 22),\n",
        " ('method', 22),\n",
        " ('2:30', 22),\n",
        " ('users', 22),\n",
        " ('email', 22),\n",
        " ('Ms.', 22),\n",
        " ('Pier55', 22),\n",
        " ('but', 22),\n",
        " ('28th', 22),\n",
        " ('local', 22),\n",
        " ('Resolution', 22),\n",
        " ('jobs', 22),\n",
        " ('more', 21),\n",
        " ('minutes', 21),\n",
        " ('designation', 21),\n",
        " ('2024', 21),\n",
        " ('and/or', 21),\n",
        " ('if', 21),\n",
        " ('projects', 21),\n",
        " ('who', 21),\n",
        " ('DOT', 21),\n",
        " ('c', 21),\n",
        " ('Institution', 21),\n",
        " ('costs', 21),\n",
        " ('AM', 21),\n",
        " ('10th', 21),\n",
        " ('14th', 21),\n",
        " ('your', 21),\n",
        " ('Work', 21),\n",
        " ('River', 21),\n",
        " ('788-7490', 21),\n",
        " ('extend', 21),\n",
        " ('physical', 21),\n",
        " ('32', 21),\n",
        " ('36', 21),\n",
        " ('issuance', 21),\n",
        " ('Area', 21),\n",
        " ('number', 21),\n",
        " ('without', 21),\n",
        " ('Concession', 21),\n",
        " ('DPR', 21),\n",
        " ('Property', 21),\n",
        " ('special', 20),\n",
        " ('obtained', 20),\n",
        " ('Tax', 20),\n",
        " ('renew/extend', 20),\n",
        " ('uses', 20),\n",
        " ('so', 20),\n",
        " ('future', 20),\n",
        " ('full', 20),\n",
        " ('CITY', 20),\n",
        " ('2013', 20),\n",
        " ('requiring', 20),\n",
        " ('Business', 20),\n",
        " ('current', 20),\n",
        " ('address', 20),\n",
        " ('42-09', 20),\n",
        " ('Probation', 20),\n",
        " ('renovation', 20),\n",
        " ('hearings', 20),\n",
        " ('amended', 20),\n",
        " ('Million', 20),\n",
        " ('terms', 20),\n",
        " ('extent', 20),\n",
        " ('April', 20),\n",
        " ('regarding', 20),\n",
        " ('rules', 20),\n",
        " ('exempt', 20),\n",
        " ('spaces', 20),\n",
        " ('11th', 20),\n",
        " ('except', 20),\n",
        " ('rentable', 20),\n",
        " ('2,000,000', 20),\n",
        " ('writing', 19),\n",
        " ('Landscape', 19),\n",
        " ('Inc', 19),\n",
        " ('facilitate', 19),\n",
        " ('26', 19),\n",
        " ('Bid', 19),\n",
        " ('it', 19),\n",
        " ('relay', 19),\n",
        " ('materials', 19),\n",
        " ('INC.', 19),\n",
        " ('alterations', 19),\n",
        " ('Licensed', 19),\n",
        " ('718', 19),\n",
        " ('gsf', 19),\n",
        " ('equivalent', 19),\n",
        " ('federal', 19),\n",
        " ('person', 19),\n",
        " ('11101', 19),\n",
        " ('An', 19),\n",
        " ('determine', 19),\n",
        " ('Affairs', 19),\n",
        " ('7th', 19),\n",
        " ('renewal/extension', 19),\n",
        " ('45', 19),\n",
        " ('interior', 19),\n",
        " ('P.M', 19),\n",
        " ('amounts', 19),\n",
        " ('Company', 19),\n",
        " ('Revival', 19),\n",
        " ('All', 19),\n",
        " ('SEVEN', 19),\n",
        " ('Washington', 19),\n",
        " ('variance', 18),\n",
        " ('iii', 18),\n",
        " ('143', 18),\n",
        " ('21st', 18),\n",
        " ('St', 18),\n",
        " ('10013', 18),\n",
        " ('Real', 18),\n",
        " ('BROOKLYN', 18),\n",
        " ('10:30', 18),\n",
        " ('shown', 18),\n",
        " ('5th', 18),\n",
        " ('Bay', 18),\n",
        " ('Budget', 18),\n",
        " ('pier', 18),\n",
        " ('holidays', 18),\n",
        " ('rooftop', 18),\n",
        " ('culture', 18),\n",
        " ('provision', 18),\n",
        " ('CALENDAR', 18),\n",
        " ('meet', 18),\n",
        " ('remediation', 18),\n",
        " ('those', 18),\n",
        " ('provides', 18),\n",
        " ('Chester', 18),\n",
        " ('Group', 18),\n",
        " ('mortgage', 18),\n",
        " ('you', 18),\n",
        " ('applicant', 18),\n",
        " ('Proposal', 18),\n",
        " ('terminated', 18),\n",
        " ('interest', 18),\n",
        " ('1/1/15', 17),\n",
        " ('dwelling', 17),\n",
        " ('11201', 17),\n",
        " ('maximum', 17),\n",
        " ('PROPERTY', 17),\n",
        " ('2020', 17),\n",
        " ('providing', 17),\n",
        " ('Greenwich', 17),\n",
        " ('Pier', 17),\n",
        " ('Capital', 17),\n",
        " ('installments', 17),\n",
        " ('A.M', 17),\n",
        " ('security', 17),\n",
        " ('seeking', 17),\n",
        " ('lessee', 17),\n",
        " ('copies', 17),\n",
        " ('intersection', 17),\n",
        " ('60', 17),\n",
        " ('begin', 17),\n",
        " ('ground', 17),\n",
        " ('requests', 17),\n",
        " ('Article', 17),\n",
        " ('Franchise', 17),\n",
        " ('opportunity', 17),\n",
        " ('options', 17),\n",
        " ('authorizing', 17),\n",
        " ('follows', 17),\n",
        " ('Revenue', 17),\n",
        " ('entering', 17),\n",
        " ('Training', 17),\n",
        " ('AVE', 17),\n",
        " ('Associate', 17),\n",
        " ('530', 17),\n",
        " ('Engineers', 17),\n",
        " ('Offices', 17),\n",
        " ('42', 17),\n",
        " ('garage', 17),\n",
        " ('made', 17),\n",
        " ('PURSUANT', 17),\n",
        " ('Landmark', 17),\n",
        " ('Written', 17),\n",
        " ('award', 17),\n",
        " ('DEP', 17),\n",
        " ('Adjacent', 17),\n",
        " ('hereby', 17),\n",
        " ('5:30', 16),\n",
        " ('required', 16),\n",
        " ('participate', 16),\n",
        " ('3-04', 16),\n",
        " ('potential', 16),\n",
        " ('action', 16),\n",
        " ('NEW', 16),\n",
        " ('2022', 16),\n",
        " ('OFFICE', 16),\n",
        " ('needed', 16),\n",
        " ('Beach', 16),\n",
        " ('27', 16),\n",
        " ('sent', 16),\n",
        " ('ST', 16),\n",
        " ('areas', 16),\n",
        " ('conjunction', 16),\n",
        " ('Receipts', 16),\n",
        " ('equal', 16),\n",
        " ('part', 16),\n",
        " ('Appeals', 16),\n",
        " ('revenue', 16),\n",
        " ('7:00', 16),\n",
        " ('above', 16),\n",
        " ('LLP', 16),\n",
        " ('Requirements', 16),\n",
        " ('includes', 16),\n",
        " ('financings', 16),\n",
        " ('Adams', 16),\n",
        " ('2011', 16),\n",
        " ('Intern', 16),\n",
        " ('during', 16),\n",
        " ('PIN', 16),\n",
        " ('Beaver', 16),\n",
        " ('small', 16),\n",
        " ('aka', 16),\n",
        " ('54th', 16),\n",
        " ('Comptroller', 16),\n",
        " ('Control', 16),\n",
        " ('law', 16),\n",
        " ('Extend', 16),\n",
        " ('preceding', 16),\n",
        " ('Rights', 16),\n",
        " ('Matter', 16),\n",
        " ('recording', 16),\n",
        " ('Richmond', 16),\n",
        " ('place', 16),\n",
        " ('306-6088', 16),\n",
        " ('benefit', 16),\n",
        " ('Gross', 16),\n",
        " ('Grand', 16),\n",
        " ('level', 16),\n",
        " ('Melrose', 16),\n",
        " ('i', 16),\n",
        " ('behalf', 16),\n",
        " ('does', 16),\n",
        " ('ten', 16),\n",
        " ('containing', 16),\n",
        " ('final', 15),\n",
        " ('//www.nyc.gov/html/nycha/html/about/boardmeeting_schedule.shtml', 15),\n",
        " ('noted', 15),\n",
        " ('establish', 15),\n",
        " ('Phase', 15),\n",
        " ('having', 15),\n",
        " ('YORK', 15),\n",
        " ('southeasterly', 15),\n",
        " ('9:15', 15),\n",
        " ('forth', 15),\n",
        " ('compensation', 15),\n",
        " ('house', 15),\n",
        " ('organizations', 15),\n",
        " ('Release', 15),\n",
        " ('equipment', 15),\n",
        " ('ZR', 15),\n",
        " ('110', 15),\n",
        " ('based', 15),\n",
        " ('22nd', 15),\n",
        " ('do', 15),\n",
        " ('proceeds', 15),\n",
        " ('Youth', 15),\n",
        " ('Junction', 15),\n",
        " ('tax-exempt', 15),\n",
        " ('RFP', 15),\n",
        " ('properties', 15),\n",
        " ('1st', 15),\n",
        " ('Type', 15),\n",
        " ('equipping', 15),\n",
        " ('Forest', 15),\n",
        " ('Address', 15),\n",
        " ('their', 15),\n",
        " ('approved', 15),\n",
        " ('Standards', 15),\n",
        " ('59-17', 15),\n",
        " ('according', 15),\n",
        " ('board', 15),\n",
        " ('Name', 15),\n",
        " ('repair', 15),\n",
        " ('8:00', 15),\n",
        " ('73-36', 15),\n",
        " ('morning', 15),\n",
        " ('__________', 15),\n",
        " ('sampling', 15),\n",
        " ('Gotham', 15),\n",
        " ('home', 15),\n",
        " ('Madison', 15),\n",
        " ('Joralemon', 15),\n",
        " ('need', 15),\n",
        " ('EPIN', 15),\n",
        " ('Expense', 15),\n",
        " ('practicable', 15),\n",
        " ('here', 15),\n",
        " ('both', 14),\n",
        " ('Cost', 14),\n",
        " ('Industrial', 14),\n",
        " ('2:00', 14),\n",
        " ('accessory', 14),\n",
        " ('DYCD', 14),\n",
        " ('once', 14),\n",
        " ('Contracts', 14),\n",
        " ('Action', 14),\n",
        " ('2023', 14),\n",
        " ('Benefits', 14),\n",
        " ('last', 14),\n",
        " ('Further', 14),\n",
        " ('Consulting', 14),\n",
        " ('support', 14),\n",
        " ('ACQUISITIONS', 14),\n",
        " ('824', 14),\n",
        " ('financing', 14),\n",
        " ('set', 14),\n",
        " ('Fleming', 14),\n",
        " ('grant', 14),\n",
        " ('Gold', 14),\n",
        " ('Retirement', 14),\n",
        " ('consisting', 14),\n",
        " ('386-0315', 14),\n",
        " ('2000', 14),\n",
        " ('REAL', 14),\n",
        " ('DISPOSITIONS', 14),\n",
        " ('purposes', 14),\n",
        " ('section', 14),\n",
        " ('permitted', 14),\n",
        " ('annum', 14),\n",
        " ('8th', 14),\n",
        " ('conduct', 14),\n",
        " ('Chris', 14),\n",
        " ('Term', 14),\n",
        " ('dates', 14),\n",
        " ('VERIZON', 14),\n",
        " ('Calendar', 14),\n",
        " ('advance', 14),\n",
        " ('items', 14),\n",
        " ('335', 14),\n",
        " ('W', 14),\n",
        " ('Chapter', 14),\n",
        " ('Intergovernmental', 14),\n",
        " ('publication', 14),\n",
        " ('Heights', 14),\n",
        " ('together', 14),\n",
        " ('note', 14),\n",
        " ('212-788-3071', 14),\n",
        " ('50', 14),\n",
        " ('Economic', 14),\n",
        " ('rental', 14),\n",
        " ('agreement', 14),\n",
        " ('contrary', 14),\n",
        " ('noticed', 14),\n",
        " ('modify', 14),\n",
        " ('41', 14),\n",
        " ('St.', 14),\n",
        " ('agenda', 14),\n",
        " ('there', 14),\n",
        " ('Care', 14),\n",
        " ('Ocean', 13),\n",
        " ('You', 13),\n",
        " ('installation', 13),\n",
        " ('previously', 13),\n",
        " ('air', 13),\n",
        " ('2025', 13),\n",
        " ('2021', 13),\n",
        " ('Corp.', 13),\n",
        " ('arrange', 13),\n",
        " ('contractors', 13),\n",
        " ('acquired', 13),\n",
        " ('Approval', 13),\n",
        " ('city', 13),\n",
        " ('12/31/15', 13),\n",
        " ('Hourly', 13),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Let's clean things up a little bit.  Changing everything to lower-case is usually a good idea.  \n",
      "#\"Public Hearing\" will equal \"PUBLIC HEARING\"\n",
      "lowerTokens = [w.lower() for w in myCorpusTokenized]\n",
      "lowerText = nltk.Text(lowerTokens)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "list(nltk.FreqDist(lowerText).most_common())\n",
      "#Already saved some doubling-up!  Note the 5649 mentions of \"the\", instead of 4860 like in the last list"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "[(',', 8033),\n",
        " ('the', 5649),\n",
        " ('of', 4822),\n",
        " ('.', 2727),\n",
        " ('to', 2409),\n",
        " ('and', 2392),\n",
        " (')', 1806),\n",
        " ('(', 1747),\n",
        " (':', 1714),\n",
        " ('in', 1686),\n",
        " ('a', 1419),\n",
        " ('for', 1261),\n",
        " ('at', 1215),\n",
        " ('new', 1191),\n",
        " ('york', 1003),\n",
        " ('street', 988),\n",
        " ('on', 888),\n",
        " ('is', 704),\n",
        " ('city', 698),\n",
        " ('be', 674),\n",
        " ('agency', 647),\n",
        " ('contract', 623),\n",
        " ('proposed', 583),\n",
        " ('an', 533),\n",
        " ('public', 532),\n",
        " ('by', 522),\n",
        " ('services', 510),\n",
        " ('manhattan', 479),\n",
        " ('floor', 469),\n",
        " ('will', 461),\n",
        " ('that', 425),\n",
        " ('borough', 414),\n",
        " ('notice', 401),\n",
        " ('board', 396),\n",
        " ('hearing', 385),\n",
        " ('$', 382),\n",
        " ('from', 379),\n",
        " ('2014', 379),\n",
        " ('date', 363),\n",
        " ('within', 356),\n",
        " ('avenue', 336),\n",
        " ('ny', 329),\n",
        " ('district', 325),\n",
        " (\"'s\", 324),\n",
        " ('1', 321),\n",
        " ('application', 315),\n",
        " ('community', 307),\n",
        " ('a.m.', 291),\n",
        " ('personnel', 290),\n",
        " ('department', 285),\n",
        " ('similar', 282),\n",
        " ('or', 279),\n",
        " ('substantially', 276),\n",
        " ('titles', 274),\n",
        " ('as', 274),\n",
        " ('office', 266),\n",
        " ('pursuant', 260),\n",
        " ('with', 253),\n",
        " ('lot', 247),\n",
        " ('meets', 240),\n",
        " ('brooklyn', 238),\n",
        " ('room', 237),\n",
        " ('2015', 236),\n",
        " (';', 236),\n",
        " ('project', 235),\n",
        " ('not', 233),\n",
        " ('building', 233),\n",
        " ('block', 229),\n",
        " ('given', 220),\n",
        " ('following', 219),\n",
        " ('--', 218),\n",
        " ('hereby', 216),\n",
        " ('no', 215),\n",
        " ('located', 210),\n",
        " ('term', 209),\n",
        " ('solicitation', 205),\n",
        " ('-', 201),\n",
        " ('s', 197),\n",
        " ('schedule', 195),\n",
        " ('10:00', 192),\n",
        " ('years', 190),\n",
        " ('this', 187),\n",
        " ('plan', 185),\n",
        " ('commission', 184),\n",
        " ('section', 183),\n",
        " ('10007', 182),\n",
        " ('end', 181),\n",
        " ('intends', 181),\n",
        " ('meeting', 179),\n",
        " ('annual', 178),\n",
        " ('#', 177),\n",
        " ('nan', 176),\n",
        " ('square', 176),\n",
        " ('east', 176),\n",
        " ('method', 174),\n",
        " ('west', 167),\n",
        " ('information', 161),\n",
        " ('december', 160),\n",
        " ('&', 158),\n",
        " ('llc', 158),\n",
        " ('site', 157),\n",
        " ('development', 156),\n",
        " (\"''\", 150),\n",
        " ('maintain', 148),\n",
        " ('2', 148),\n",
        " ('may', 148),\n",
        " ('other', 147),\n",
        " ('30', 147),\n",
        " ('charter', 145),\n",
        " ('5', 145),\n",
        " ('hall', 144),\n",
        " ('days', 144),\n",
        " ('p.m.', 144),\n",
        " ('``', 144),\n",
        " ('sought', 144),\n",
        " ('matter', 143),\n",
        " ('sidewalk', 143),\n",
        " ('call', 142),\n",
        " ('22', 142),\n",
        " ('each', 142),\n",
        " ('held', 142),\n",
        " ('start', 141),\n",
        " ('are', 141),\n",
        " ('headcount', 138),\n",
        " ('between', 138),\n",
        " ('shall', 138),\n",
        " ('utilize', 137),\n",
        " ('included', 136),\n",
        " ('mayor', 136),\n",
        " ('fy', 134),\n",
        " ('contracting', 134),\n",
        " ('caf', 133),\n",
        " ('order', 133),\n",
        " ('operate', 129),\n",
        " ('month', 127),\n",
        " ('program', 127),\n",
        " ('3', 124),\n",
        " ('four', 122),\n",
        " ('october', 121),\n",
        " ('environmental', 121),\n",
        " ('lease', 121),\n",
        " ('unenclosed', 120),\n",
        " ('nyc', 120),\n",
        " ('please', 120),\n",
        " ('business', 120),\n",
        " ('inc.', 119),\n",
        " ('feet', 119),\n",
        " ('june', 118),\n",
        " ('description', 118),\n",
        " ('has', 118),\n",
        " ('none', 118),\n",
        " ('212', 117),\n",
        " ('zoning', 116),\n",
        " ('queens', 116),\n",
        " ('should', 115),\n",
        " ('property', 114),\n",
        " ('continue', 113),\n",
        " ('extension', 112),\n",
        " ('construction', 110),\n",
        " ('reade', 109),\n",
        " ('november', 107),\n",
        " ('commencing', 107),\n",
        " ('period', 107),\n",
        " ('corporation', 101),\n",
        " ('through', 99),\n",
        " ('july', 99),\n",
        " ('historic', 98),\n",
        " ('been', 98),\n",
        " ('approximately', 98),\n",
        " ('foot', 97),\n",
        " ('design', 97),\n",
        " ('park', 96),\n",
        " ('spector', 95),\n",
        " ('use', 95),\n",
        " ('housing', 95),\n",
        " ('island', 95),\n",
        " ('two', 93),\n",
        " ('amount', 93),\n",
        " ('zoned', 92),\n",
        " ('contact', 91),\n",
        " ('wednesday', 91),\n",
        " ('administration', 91),\n",
        " ('website', 91),\n",
        " ('bronx', 89),\n",
        " ('task', 89),\n",
        " ('9th', 89),\n",
        " ('existing', 89),\n",
        " ('certificate', 88),\n",
        " ('0', 88),\n",
        " ('10', 87),\n",
        " ('built', 87),\n",
        " ('written', 87),\n",
        " ('review', 86),\n",
        " ('any', 86),\n",
        " ('january', 85),\n",
        " ('amendment', 84),\n",
        " ('broadway', 84),\n",
        " ('subject', 83),\n",
        " ('have', 83),\n",
        " ('tuesday', 83),\n",
        " ('which', 82),\n",
        " ('acquisition', 82),\n",
        " ('intent', 82),\n",
        " ('oer', 82),\n",
        " ('area', 81),\n",
        " ('appropriateness', 81),\n",
        " ('40', 80),\n",
        " ('applicant', 80),\n",
        " ('than', 79),\n",
        " ('management', 78),\n",
        " ('prior', 78),\n",
        " ('n.y.', 77),\n",
        " ('time', 77),\n",
        " ('rules', 75),\n",
        " ('citywide', 75),\n",
        " ('nature', 75),\n",
        " ('received', 75),\n",
        " ('tenant', 74),\n",
        " ('style', 74),\n",
        " ('facility', 72),\n",
        " ('times', 72),\n",
        " ('additional', 72),\n",
        " ('line', 72),\n",
        " ('7', 72),\n",
        " ('north', 71),\n",
        " ('conference', 71),\n",
        " ('state', 71),\n",
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        " ('network', 13),\n",
        " ('testing', 13),\n",
        " ('j', 13),\n",
        " ('1:00', 13),\n",
        " ('2021', 13),\n",
        " ('legalize', 13),\n",
        " ('fund', 13),\n",
        " ('change', 13),\n",
        " ('sessions', 13),\n",
        " ('urban', 13),\n",
        " ('result', 13),\n",
        " ('northern', 13),\n",
        " ('arrange', 13),\n",
        " ('waiver', 13),\n",
        " ('501', 13),\n",
        " ('jamaica', 13),\n",
        " ('upper', 13),\n",
        " ('analysis', 13),\n",
        " ('identified', 13),\n",
        " ('expansion', 13),\n",
        " ('source', 13),\n",
        " ('homeless', 13),\n",
        " ('customarily', 13),\n",
        " ('contractors', 13),\n",
        " ('safety', 13),\n",
        " ('consumer', 13),\n",
        " ('taxation', 13),\n",
        " ('implementation', 13),\n",
        " ('boroughs', 13),\n",
        " ('respect', 13),\n",
        " ('mixed', 13),\n",
        " ('r6b', 12),\n",
        " ('80th', 12),\n",
        " ('2203', 12),\n",
        " ('10021', 12),\n",
        " ('were', 12),\n",
        " ('mondays', 12),\n",
        " ('180', 12),\n",
        " ('www.nyc.gov/landmarks', 12),\n",
        " ('said', 12),\n",
        " ('indicated', 12),\n",
        " ('thereby', 12),\n",
        " ('additonal', 12),\n",
        " ('councilman', 12),\n",
        " ('station', 12),\n",
        " ('exceed', 12),\n",
        " ('resiliency', 12),\n",
        " ('alter', 12),\n",
        " ('parole', 12),\n",
        " ('roof', 12),\n",
        " ('among', 12),\n",
        " ('603', 12),\n",
        " ('57', 12),\n",
        " ('bulletin', 12),\n",
        " ('individual', 12),\n",
        " ('therefore', 12),\n",
        " ('weekly', 12),\n",
        " ('pavilion', 12),\n",
        " ('revision', 12),\n",
        " ('thereafter', 12),\n",
        " ('access', 12),\n",
        " ('desk', 12),\n",
        " ('ordered', 12),\n",
        " ('herein', 12),\n",
        " ('bi-weekly', 12),\n",
        " ('continuation', 12),\n",
        " ('agendas', 12),\n",
        " ('columbus', 12),\n",
        " ('//www.nyc.gov/html/ccrb/html/meeting.html', 12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Let's see some bigrams!\n",
      "corpusBigrams = list(ngrams(lowerTokens,2))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corpusBigramFreqs = nltk.FreqDist(corpusBigrams)\n",
      "corpusBigramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "[(('of', 'the'), 1267),\n",
        " (('new', 'york'), 999),\n",
        " (('in', 'the'), 666),\n",
        " (('street', ','), 633),\n",
        " (('.', 'the'), 491),\n",
        " ((',', 'new'), 460),\n",
        " (('the', 'proposed'), 454),\n",
        " (('agency', ':'), 409),\n",
        " ((',', 'and'), 392),\n",
        " (('borough', 'of'), 378),\n",
        " (('york', ','), 372),\n",
        " ((',', '2014'), 363),\n",
        " (('contract', ':'), 343),\n",
        " (('for', 'the'), 335),\n",
        " (('to', 'the'), 334),\n",
        " (('york', 'city'), 321),\n",
        " (('date', 'of'), 317),\n",
        " (('on', 'the'), 316),\n",
        " ((',', 'ny'), 314),\n",
        " (('will', 'be'), 308),\n",
        " (('public', 'hearing'), 280),\n",
        " (('substantially', 'similar'), 276),\n",
        " (('in', 'substantially'), 272),\n",
        " (('personnel', 'in'), 272),\n",
        " (('similar', 'titles'), 272),\n",
        " (('titles', 'within'), 269),\n",
        " (('department', 'of'), 266),\n",
        " (('floor', ','), 264),\n",
        " (('within', 'agency'), 264),\n",
        " (('pursuant', 'to'), 259),\n",
        " (('at', 'the'), 252),\n",
        " (('for', 'a'), 241),\n",
        " (('proposed', 'contract'), 228),\n",
        " (('of', 'manhattan'), 226),\n",
        " (('the', 'new'), 221),\n",
        " (('notice', 'is'), 217),\n",
        " (('the', 'following'), 214),\n",
        " (('of', 'a'), 213),\n",
        " (('is', 'hereby'), 213),\n",
        " (('hereby', 'given'), 212),\n",
        " (('--', '--'), 210),\n",
        " (('manhattan', ','), 208),\n",
        " ((',', 'manhattan'), 207),\n",
        " ((',', 'at'), 204),\n",
        " (('the', 'borough'), 202),\n",
        " (('the', 'agency'), 201),\n",
        " (('(', 's'), 196),\n",
        " (('s', ')'), 196),\n",
        " (('office', 'of'), 189),\n",
        " (('of', 'services'), 188),\n",
        " (('the', 'city'), 187),\n",
        " (('10:00', 'a.m.'), 186),\n",
        " (('given', 'that'), 186),\n",
        " (('1', ','), 185),\n",
        " ((',', 'lot'), 182),\n",
        " (('intends', 'to'), 181),\n",
        " (('by', 'the'), 178),\n",
        " ((',', 'on'), 175),\n",
        " (('avenue', ','), 170),\n",
        " (('of', 'new'), 169),\n",
        " (('agency', 'intends'), 169),\n",
        " (('term', 'of'), 163),\n",
        " (('that', 'the'), 154),\n",
        " (('method', 'of'), 153),\n",
        " (('end', 'date'), 151),\n",
        " ((',', 'borough'), 145),\n",
        " (('located', 'at'), 139),\n",
        " (('start', 'date'), 139),\n",
        " (('to', 'utilize'), 137),\n",
        " (('utilize', ':'), 137),\n",
        " (('a', 'term'), 136),\n",
        " (('included', 'in'), 136),\n",
        " (('of', 'personnel'), 136),\n",
        " (('headcount', 'of'), 136),\n",
        " ((',', 'the'), 134),\n",
        " (('sidewalk', 'caf'), 132),\n",
        " (('meets', 'in'), 132),\n",
        " (('community', 'board'), 131),\n",
        " (('(', 'to'), 128),\n",
        " (('not', 'included'), 128),\n",
        " (('plan', 'and'), 128),\n",
        " (('and', 'operate'), 127),\n",
        " (('and', 'schedule'), 127),\n",
        " ((')', 'not'), 126),\n",
        " (('annual', 'contracting'), 126),\n",
        " (('contracting', 'plan'), 126),\n",
        " (('years', '.'), 126),\n",
        " (('.', ')'), 125),\n",
        " (('a.m.', ','), 125),\n",
        " (('hall', ','), 125),\n",
        " (('operate', 'an'), 125),\n",
        " ((')', '('), 125),\n",
        " (('the', 'mayor'), 125),\n",
        " (('fy', '2015'), 124),\n",
        " (('at', '10:00'), 124),\n",
        " (('maintain', ','), 124),\n",
        " (('caf', 'for'), 124),\n",
        " (('2015', 'annual'), 124),\n",
        " (('the', 'matter'), 122),\n",
        " (('unenclosed', 'sidewalk'), 120),\n",
        " (('city', 'charter'), 120),\n",
        " ((')', ','), 120),\n",
        " ((',', 'brooklyn'), 118),\n",
        " ((':', 'none'), 118),\n",
        " ((',', 'in'), 117),\n",
        " ((',', 'for'), 116),\n",
        " (('notice', 'of'), 116),\n",
        " (('(', '212'), 115),\n",
        " (('212', ')'), 115),\n",
        " (('30', ','), 114),\n",
        " (('continue', 'to'), 112),\n",
        " (('an', 'unenclosed'), 112),\n",
        " (('matter', 'of'), 111),\n",
        " (('to', 'maintain'), 110),\n",
        " (('city', 'of'), 110),\n",
        " (('reade', 'street'), 109),\n",
        " (('22', 'reade'), 109),\n",
        " (('to', 'continue'), 108),\n",
        " ((',', '22'), 108),\n",
        " (('sought', ':'), 108),\n",
        " (('the', 'contract'), 107),\n",
        " (('and', 'the'), 107),\n",
        " (('10007', ','), 106),\n",
        " (('of', 'solicitation'), 106),\n",
        " (('services', 'sought'), 105),\n",
        " (('of', 'four'), 105),\n",
        " (('no', '.'), 104),\n",
        " (('solicitation', 'the'), 103),\n",
        " (('community', 'district'), 103),\n",
        " (('four', 'years'), 103),\n",
        " (('the', 'public'), 102),\n",
        " ((',', '2015'), 102),\n",
        " (('manhattan', '('), 101),\n",
        " (('each', 'month'), 101),\n",
        " (('a', 'public'), 101),\n",
        " ((':', 'department'), 101),\n",
        " (('description', 'of'), 100),\n",
        " (('2014', 'at'), 100),\n",
        " ((\"''\", ')'), 99),\n",
        " (('services', ','), 97),\n",
        " (('square', 'foot'), 97),\n",
        " (('the', 'department'), 96),\n",
        " (('be', 'held'), 94),\n",
        " (('solicitation', '('), 94),\n",
        " (('none', 'headcount'), 92),\n",
        " ((',', 'zoned'), 91),\n",
        " (('2014', ','), 91),\n",
        " (('historic', 'district'), 91),\n",
        " (('application', 'is'), 90),\n",
        " (('of', 'each'), 90),\n",
        " (('is', 'to'), 90),\n",
        " (('to', 'section'), 90),\n",
        " (('a', ')'), 90),\n",
        " ((')', 'of'), 89),\n",
        " (('certificate', 'of'), 88),\n",
        " (('ny', '10007'), 88),\n",
        " ((':', '0'), 88),\n",
        " ((')', '.'), 88),\n",
        " (('.', 'application'), 88),\n",
        " ((',', 'inc.'), 88),\n",
        " (('(', 'a'), 88),\n",
        " (('june', '30'), 88),\n",
        " (('of', 'an'), 87),\n",
        " (('call', 'of'), 87),\n",
        " ((',', 'commencing'), 86),\n",
        " (('to', 'be'), 85),\n",
        " (('meets', 'at'), 84),\n",
        " (('spector', 'hall'), 84),\n",
        " (('9th', 'floor'), 84),\n",
        " (('of', 'environmental'), 83),\n",
        " (('brooklyn', ','), 83),\n",
        " (('task', 'order'), 83),\n",
        " (('and', 'other'), 82),\n",
        " (('to', 'june'), 82),\n",
        " (('intent', 'to'), 82),\n",
        " (('of', 'appropriateness'), 81),\n",
        " (('in', 'spector'), 81),\n",
        " (('shall', 'be'), 80),\n",
        " (('built', 'in'), 79),\n",
        " (('of', 'brooklyn'), 79),\n",
        " ((',', 'n.y.'), 77),\n",
        " (('between', 'the'), 77),\n",
        " ((')', ':'), 77),\n",
        " (('board', 'of'), 77),\n",
        " (('nature', 'of'), 75),\n",
        " (('the', 'call'), 75),\n",
        " ((',', '9th'), 74),\n",
        " (('the', 'hearing'), 73),\n",
        " ((',', 'please'), 71),\n",
        " (('the', 'period'), 71),\n",
        " (('july', '1'), 71),\n",
        " (('held', 'on'), 70),\n",
        " ((',', 'llc'), 70),\n",
        " (('nan', 'nan'), 70),\n",
        " (('from', 'the'), 69),\n",
        " ((',', 'a'), 69),\n",
        " (('that', 'is'), 69),\n",
        " (('-', '$'), 68),\n",
        " (('for', 'public'), 68),\n",
        " (('.', '('), 67),\n",
        " (('5', ')'), 67),\n",
        " (('the', '``'), 67),\n",
        " ((',', 'block'), 67),\n",
        " (('broadway', ','), 67),\n",
        " (('p.m.', ','), 66),\n",
        " (('appropriateness', 'a'), 66),\n",
        " (('of', 'intent'), 65),\n",
        " (('of', '$'), 65),\n",
        " (('business', 'days'), 65),\n",
        " (('the', 'fy'), 64),\n",
        " ((':', 'agency'), 64),\n",
        " (('.', 'for'), 64),\n",
        " (('to', 'new'), 64),\n",
        " (('may', 'be'), 64),\n",
        " (('to', 'this'), 64),\n",
        " (('mayor', 'will'), 63),\n",
        " (('the', 'chairman'), 63),\n",
        " (('schedule', 'that'), 63),\n",
        " (('centre', 'street'), 63),\n",
        " (('rector', 'street'), 63),\n",
        " (('charter', '312'), 63),\n",
        " (('published', 'pursuant'), 63),\n",
        " (('schedule', 'notice'), 63),\n",
        " (('is', 'published'), 63),\n",
        " (('312', '('), 63),\n",
        " (('in', 'fy'), 63),\n",
        " (('40', 'rector'), 62),\n",
        " (('designed', 'by'), 62),\n",
        " (('chairman', '.'), 62),\n",
        " (('hearing', '.'), 61),\n",
        " (('district', '.'), 61),\n",
        " (('no', 'later'), 61),\n",
        " (('period', 'july'), 61),\n",
        " ((',', 'times'), 61),\n",
        " (('the', 'lease'), 60),\n",
        " (('times', 'and'), 60),\n",
        " (('the', 'board'), 60),\n",
        " (('commission', 'meets'), 60),\n",
        " (('have', 'been'), 60),\n",
        " (('children', \"'s\"), 59),\n",
        " (('square', 'feet'), 59),\n",
        " (('staten', 'island'), 59),\n",
        " (('later', 'than'), 59),\n",
        " (('scheduled', 'for'), 59),\n",
        " ((',', 'as'), 59),\n",
        " (('and', 'built'), 59),\n",
        " ((',', 'october'), 59),\n",
        " ((',', '('), 59),\n",
        " ((',', '2nd'), 58),\n",
        " ((';', 'and'), 57),\n",
        " (('(', 'cc'), 57),\n",
        " ((',', 'pursuant'), 57),\n",
        " (('building', ','), 57),\n",
        " ((',', 'cb'), 57),\n",
        " (('that', 'a'), 57),\n",
        " (('following', 'matters'), 57),\n",
        " (('to', 'issue'), 56),\n",
        " (('program', '('), 56),\n",
        " (('information', 'technology'), 56),\n",
        " (('zoning', 'district'), 56),\n",
        " (('conference', 'room'), 55),\n",
        " (('a', 'proposed'), 55),\n",
        " (('project', '.'), 55),\n",
        " ((',', 'november'), 55),\n",
        " (('.', 'in'), 54),\n",
        " (('days', ','), 54),\n",
        " (('(', 'the'), 54),\n",
        " (('wednesday', ','), 53),\n",
        " (('(', '5'), 53),\n",
        " (('2nd', 'floor'), 53),\n",
        " (('hearing', 'will'), 53),\n",
        " ((',', 'owner'), 52),\n",
        " (('feet', 'of'), 52),\n",
        " (('received', 'an'), 52),\n",
        " ((\"'s\", 'services'), 52),\n",
        " (('for', 'children'), 52),\n",
        " ((',', 'december'), 52),\n",
        " (('with', 'the'), 52),\n",
        " (('31', ','), 52),\n",
        " (('has', 'received'), 52),\n",
        " ((':', 'task'), 52),\n",
        " (('manhattan', '.'), 52),\n",
        " ((')', 'has'), 52),\n",
        " (('(', '$'), 52),\n",
        " (('this', 'project'), 51),\n",
        " (('in', 'room'), 51),\n",
        " (('a', 'site'), 51),\n",
        " (('street', 'and'), 51),\n",
        " (('ave', 'in'), 51),\n",
        " (('and', 'location'), 51),\n",
        " (('2', ','), 51),\n",
        " (('commencing', 'at'), 51),\n",
        " (('prior', 'to'), 51),\n",
        " (('municipal', 'building'), 51),\n",
        " (('premises', 'affected'), 50),\n",
        " (('oer', ')'), 50),\n",
        " (('subject', 'application'), 50),\n",
        " (('9:30', 'a.m.'), 50),\n",
        " (('(', 'oer'), 50),\n",
        " (('city', 'office'), 50),\n",
        " (('site', 'located'), 50),\n",
        " (('.', 'subject'), 50),\n",
        " (('main', 'floor'), 50),\n",
        " (('on', 'a'), 50),\n",
        " (('remediation', '('), 50),\n",
        " ((\"'s\", 'office'), 50),\n",
        " (('at', '('), 50),\n",
        " (('administration', 'for'), 50),\n",
        " (('the', 'tenant'), 50),\n",
        " ((',', 'main'), 50),\n",
        " (('.', 'premises'), 50),\n",
        " (('environmental', 'remediation'), 50),\n",
        " (('thursday', ','), 49),\n",
        " (('before', 'the'), 49),\n",
        " (('(', 'vcp'), 49),\n",
        " (('be', 'issuing'), 49),\n",
        " (('cleanup', 'program'), 49),\n",
        " (('site', 'no'), 49),\n",
        " (('board', '#'), 49),\n",
        " (('order', 'personnel'), 49),\n",
        " ((')', 'application'), 49),\n",
        " (('assigned', 'to'), 49),\n",
        " (('an', 'nyc'), 49),\n",
        " (('nyc', 'voluntary'), 49),\n",
        " (('application', 'from'), 49),\n",
        " (('voluntary', 'cleanup'), 49),\n",
        " (('is', 'assigned'), 49),\n",
        " (('.', 'site'), 49),\n",
        " (('vcp', ')'), 49),\n",
        " (('other', 'days'), 48),\n",
        " (('as', 'warranted'), 48),\n",
        " (('of', 'two'), 48),\n",
        " (('york', '.'), 48),\n",
        " (('within', 'the'), 48),\n",
        " (('location', 'as'), 48),\n",
        " ((',', 'municipal'), 48),\n",
        " ((\"'s\", 'website'), 48),\n",
        " (('five', '('), 48),\n",
        " (('warranted', '.'), 48),\n",
        " (('month', 'at'), 48),\n",
        " (('should', 'contact'), 47),\n",
        " (('.', 'community'), 47),\n",
        " (('room', ','), 47),\n",
        " (('new', 'solicitation'), 47),\n",
        " (('at', '9:30'), 47),\n",
        " (('manhattan', 'certificate'), 47),\n",
        " ((',', 'or'), 47),\n",
        " (('issue', 'new'), 47),\n",
        " (('following', 'solicitation'), 47),\n",
        " (('issuing', 'the'), 47),\n",
        " (('of', 'queens'), 47),\n",
        " (('york', '10007'), 47),\n",
        " (('0', 'agency'), 47),\n",
        " (('under', 'the'), 47),\n",
        " (('.', 'nan'), 46),\n",
        " (('contact', 'the'), 46),\n",
        " (('a.m.', 'on'), 46),\n",
        " (('n.y.', '10007'), 46),\n",
        " (('days', 'prior'), 45),\n",
        " ((')', 'the'), 45),\n",
        " (('real', 'property'), 45),\n",
        " (('on', 'thursday'), 45),\n",
        " (('an', 'application'), 45),\n",
        " (('project', 'manager'), 44),\n",
        " (('unless', 'otherwise'), 44),\n",
        " (('nan', 'notice'), 44),\n",
        " ((',', 'including'), 44),\n",
        " (('3', ')'), 44),\n",
        " (('floor', 'of'), 44),\n",
        " (('meeting', '.'), 43),\n",
        " (('.', 'notice'), 43),\n",
        " ((',', 'bronx'), 43),\n",
        " (('please', 'visit'), 43),\n",
        " (('(', 'preliminary'), 43),\n",
        " ((',', 'between'), 43),\n",
        " ((',', 'room'), 43),\n",
        " (('and', 'a'), 43),\n",
        " (('.', 'please'), 42),\n",
        " (('held', 'at'), 42),\n",
        " (('2', ')'), 42),\n",
        " (('of', 'information'), 42),\n",
        " (('information', ','), 42),\n",
        " ((')', 'years'), 42),\n",
        " (('mayor', \"'s\"), 42),\n",
        " (('the', 'meeting'), 41),\n",
        " (('the', 'office'), 41),\n",
        " (('15', ','), 41),\n",
        " (('at', '40'), 41),\n",
        " (('special', 'permit'), 41),\n",
        " (('application', 'submitted'), 41),\n",
        " (('city', 'department'), 41),\n",
        " ((':', '$'), 41),\n",
        " (('submitted', 'by'), 41),\n",
        " (('hearing', 'on'), 41),\n",
        " ((',', 'queens'), 41),\n",
        " (('proposed', 'renewed/extended'), 40),\n",
        " (('the', 'date'), 40),\n",
        " (('hearing', 'by'), 40),\n",
        " (('public', 'notice'), 40),\n",
        " (('renewed/extended', 'contract'), 40),\n",
        " (('installation', 'of'), 40),\n",
        " (('office', ','), 40),\n",
        " (('brooklyn', '.'), 40),\n",
        " (('hearing', ','), 40),\n",
        " (('fort', 'hamilton'), 40),\n",
        " (('boulevard', ','), 40),\n",
        " (('(', 'block'), 39),\n",
        " (('(', '``'), 39),\n",
        " (('city', 'planning'), 39),\n",
        " ((',', 'no'), 39),\n",
        " (('the', 'project'), 39),\n",
        " (('negotiated', 'acquisition'), 39),\n",
        " (('final', ')'), 39),\n",
        " (('construction', 'of'), 39),\n",
        " (('been', 'scheduled'), 39),\n",
        " (('will', 'hold'), 38),\n",
        " (('the', 'commission'), 38),\n",
        " (('of', 'citywide'), 38),\n",
        " (('sign', 'language'), 38),\n",
        " (('6', ','), 38),\n",
        " (('manager', ','), 38),\n",
        " (('.', 'any'), 37),\n",
        " (('8', ','), 37),\n",
        " (('has', 'been'), 37),\n",
        " (('center', ','), 37),\n",
        " (('.', 'board'), 37),\n",
        " ((':', 'borough'), 37),\n",
        " (('rules', '.'), 37),\n",
        " ((')', 'to'), 37),\n",
        " (('the', 'first'), 37),\n",
        " (('city', 'hall'), 37),\n",
        " (('on', 'wednesday'), 37),\n",
        " (('a', 'line'), 37),\n",
        " (('12th', 'floor'), 37),\n",
        " ((')', 'business'), 36),\n",
        " (('month', ','), 36),\n",
        " (('william', 'street'), 36),\n",
        " (('preservation', 'commission'), 36),\n",
        " (('located', 'on'), 36),\n",
        " (('planning', 'commission'), 36),\n",
        " (('proposed', 'lease'), 36),\n",
        " (('the', 'third'), 36),\n",
        " (('of', 'public'), 36),\n",
        " (('nycha', \"'s\"), 36),\n",
        " (('available', 'for'), 36),\n",
        " (('wednesday', 'of'), 36),\n",
        " (('by', 'community'), 36),\n",
        " (('bronx', ','), 36),\n",
        " (('matters', 'have'), 36),\n",
        " (('monthly', 'on'), 36),\n",
        " (('board', 'meets'), 36),\n",
        " (('2014', '.'), 36),\n",
        " (('commencing', '10:00'), 36),\n",
        " ((',', 'office'), 35),\n",
        " ((',', 'with'), 35),\n",
        " (('http', ':'), 35),\n",
        " (('services', 'for'), 35),\n",
        " (('environmental', 'protection'), 35),\n",
        " (('requesting', 'sign'), 35),\n",
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        " (('description', ':'), 17),\n",
        " (('to', 'install'), 17),\n",
        " (('month', '.'), 17),\n",
        " (('years', 'from'), 17),\n",
        " (('bonds', '.'), 17),\n",
        " (('concession', 'review'), 17),\n",
        " (('gross', 'receipts'), 17),\n",
        " ((',', 'january'), 17),\n",
        " (('brooklyn', 'community'), 16),\n",
        " (('days', 'from'), 16),\n",
        " (('as', 'tenant'), 16),\n",
        " (('for', 'each'), 16),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Let's see tri-grams!\n",
      "corpusTrigrams = list(ngrams(lowerTokens,3))\n",
      "corpusTrigramFreqs = nltk.FreqDist(corpusTrigrams)\n",
      "corpusTrigramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "[((',', 'new', 'york'), 457),\n",
        " (('new', 'york', ','), 372),\n",
        " (('new', 'york', 'city'), 321),\n",
        " (('of', 'the', 'proposed'), 307),\n",
        " (('date', 'of', 'the'), 274),\n",
        " (('in', 'substantially', 'similar'), 272),\n",
        " (('personnel', 'in', 'substantially'), 272),\n",
        " (('substantially', 'similar', 'titles'), 272),\n",
        " (('similar', 'titles', 'within'), 269),\n",
        " (('within', 'agency', ':'), 264),\n",
        " (('titles', 'within', 'agency'), 264),\n",
        " (('borough', 'of', 'manhattan'), 223),\n",
        " (('notice', 'is', 'hereby'), 213),\n",
        " (('is', 'hereby', 'given'), 212),\n",
        " (('the', 'new', 'york'), 206),\n",
        " (('--', '--', '--'), 204),\n",
        " (('the', 'proposed', 'contract'), 201),\n",
        " (('(', 's', ')'), 196),\n",
        " (('proposed', 'contract', ':'), 189),\n",
        " (('in', 'the', 'borough'), 187),\n",
        " (('the', 'borough', 'of'), 187),\n",
        " (('hereby', 'given', 'that'), 185),\n",
        " (('york', ',', 'ny'), 173),\n",
        " (('agency', 'intends', 'to'), 169),\n",
        " (('the', 'agency', 'intends'), 166),\n",
        " (('of', 'new', 'york'), 165),\n",
        " (('end', 'date', 'of'), 145),\n",
        " ((',', 'borough', 'of'), 144),\n",
        " (('to', 'utilize', ':'), 137),\n",
        " (('intends', 'to', 'utilize'), 137),\n",
        " (('a', 'term', 'of'), 136),\n",
        " (('headcount', 'of', 'personnel'), 136),\n",
        " (('of', 'personnel', 'in'), 136),\n",
        " (('for', 'a', 'term'), 136),\n",
        " (('start', 'date', 'of'), 133),\n",
        " (('not', 'included', 'in'), 128),\n",
        " (('annual', 'contracting', 'plan'), 126),\n",
        " (('contracting', 'plan', 'and'), 126),\n",
        " (('s', ')', 'not'), 126),\n",
        " (('plan', 'and', 'schedule'), 126),\n",
        " ((')', 'not', 'included'), 126),\n",
        " (('and', 'operate', 'an'), 125),\n",
        " ((',', 'and', 'operate'), 124),\n",
        " (('caf', 'for', 'a'), 124),\n",
        " (('fy', '2015', 'annual'), 124),\n",
        " (('2015', 'annual', 'contracting'), 124),\n",
        " (('maintain', ',', 'and'), 124),\n",
        " (('sidewalk', 'caf', 'for'), 124),\n",
        " (('years', '.', ')'), 123),\n",
        " (('unenclosed', 'sidewalk', 'caf'), 120),\n",
        " (('at', '10:00', 'a.m.'), 120),\n",
        " ((',', 'manhattan', ','), 120),\n",
        " (('given', 'that', 'the'), 116),\n",
        " (('york', 'city', 'charter'), 116),\n",
        " (('(', '212', ')'), 115),\n",
        " (('in', 'the', 'matter'), 114),\n",
        " (('operate', 'an', 'unenclosed'), 112),\n",
        " (('an', 'unenclosed', 'sidewalk'), 112),\n",
        " (('the', 'matter', 'of'), 110),\n",
        " (('22', 'reade', 'street'), 109),\n",
        " (('reade', 'street', ','), 109),\n",
        " (('city', 'of', 'new'), 109),\n",
        " (('to', 'continue', 'to'), 107),\n",
        " (('method', 'of', 'solicitation'), 106),\n",
        " (('the', 'city', 'of'), 106),\n",
        " (('services', 'sought', ':'), 105),\n",
        " (('of', 'services', 'sought'), 104),\n",
        " (('of', 'solicitation', 'the'), 103),\n",
        " (('solicitation', 'the', 'agency'), 103),\n",
        " (('(', 'to', 'continue'), 103),\n",
        " (('term', 'of', 'four'), 102),\n",
        " (('of', 'four', 'years'), 102),\n",
        " (('four', 'years', '.'), 101),\n",
        " ((':', 'department', 'of'), 101),\n",
        " (('agency', ':', 'department'), 101),\n",
        " ((',', '22', 'reade'), 100),\n",
        " ((',', '2014', 'at'), 100),\n",
        " (('of', 'manhattan', '('), 100),\n",
        " (('manhattan', '(', 'to'), 99),\n",
        " (('to', 'maintain', ','), 98),\n",
        " (('floor', ',', 'new'), 97),\n",
        " (('solicitation', '(', 's'), 94),\n",
        " (('continue', 'to', 'maintain'), 94),\n",
        " (('agency', ':', 'none'), 94),\n",
        " (('description', 'of', 'services'), 94),\n",
        " (('none', 'headcount', 'of'), 92),\n",
        " ((':', 'none', 'headcount'), 92),\n",
        " (('pursuant', 'to', 'section'), 90),\n",
        " (('the', 'department', 'of'), 89),\n",
        " ((',', '2014', ','), 88),\n",
        " (('june', '30', ','), 88),\n",
        " (('(', 'a', ')'), 88),\n",
        " ((',', 'ny', '10007'), 88),\n",
        " (('call', 'of', 'the'), 87),\n",
        " (('will', 'be', 'held'), 87),\n",
        " (('.', 'application', 'is'), 87),\n",
        " (('application', 'is', 'to'), 86),\n",
        " (('10:00', 'a.m.', ','), 86),\n",
        " (('agency', ':', '0'), 85),\n",
        " (('a', 'public', 'hearing'), 85),\n",
        " (('of', 'the', 'new'), 85),\n",
        " (('spector', 'hall', ','), 84),\n",
        " (('hall', ',', '22'), 82),\n",
        " (('to', 'june', '30'), 81),\n",
        " (('certificate', 'of', 'appropriateness'), 81),\n",
        " (('in', 'spector', 'hall'), 81),\n",
        " (('of', 'the', 'city'), 81),\n",
        " (('of', 'each', 'month'), 77),\n",
        " (('street', ',', 'new'), 76),\n",
        " (('.', 'the', 'proposed'), 75),\n",
        " (('at', 'the', 'call'), 75),\n",
        " (('the', 'call', 'of'), 75),\n",
        " (('nature', 'of', 'services'), 73),\n",
        " (('of', 'manhattan', ','), 73),\n",
        " (('borough', 'of', 'brooklyn'), 73),\n",
        " ((',', '9th', 'floor'), 72),\n",
        " (('july', '1', ','), 71),\n",
        " (('for', 'the', 'period'), 68),\n",
        " (('of', 'appropriateness', 'a'), 66),\n",
        " (('that', 'the', 'mayor'), 65),\n",
        " (('on', 'the', 'following'), 65),\n",
        " (('of', 'intent', 'to'), 65),\n",
        " (('notice', 'of', 'intent'), 65),\n",
        " (('included', 'in', 'the'), 65),\n",
        " (('to', 'new', 'york'), 64),\n",
        " ((',', 'brooklyn', ','), 64),\n",
        " (('the', 'contract', ':'), 64),\n",
        " (('312', '(', 'a'), 63),\n",
        " (('pursuant', 'to', 'new'), 63),\n",
        " (('published', 'pursuant', 'to'), 63),\n",
        " ((')', ':', 'agency'), 63),\n",
        " (('of', 'the', 'chairman'), 63),\n",
        " (('the', 'mayor', 'will'), 63),\n",
        " (('that', 'is', 'published'), 63),\n",
        " ((':', 'agency', ':'), 63),\n",
        " (('schedule', 'notice', 'is'), 63),\n",
        " (('mayor', 'will', 'be'), 63),\n",
        " (('schedule', 'that', 'is'), 63),\n",
        " (('charter', '312', '('), 63),\n",
        " (('york', ',', 'n.y.'), 63),\n",
        " (('and', 'schedule', 'that'), 63),\n",
        " (('in', 'the', 'fy'), 63),\n",
        " (('is', 'published', 'pursuant'), 63),\n",
        " (('city', 'charter', '312'), 63),\n",
        " (('and', 'schedule', 'notice'), 63),\n",
        " (('included', 'in', 'fy'), 63),\n",
        " (('a', ')', ':'), 63),\n",
        " (('the', 'fy', '2015'), 62),\n",
        " (('40', 'rector', 'street'), 62),\n",
        " (('in', 'fy', '2015'), 62),\n",
        " (('the', 'chairman', '.'), 62),\n",
        " (('the', 'period', 'july'), 61),\n",
        " ((')', 'of', 'the'), 61),\n",
        " (('period', 'july', '1'), 61),\n",
        " ((',', 'times', 'and'), 60),\n",
        " (('meets', 'in', 'spector'), 60),\n",
        " (('no', 'later', 'than'), 59),\n",
        " (('street', ',', 'manhattan'), 58),\n",
        " (('and', 'built', 'in'), 57),\n",
        " (('the', 'following', 'matters'), 57),\n",
        " ((')', '(', 'cc'), 57),\n",
        " ((',', 'pursuant', 'to'), 56),\n",
        " ((',', 'and', 'other'), 56),\n",
        " (('street', ',', '9th'), 56),\n",
        " ((',', 'on', 'the'), 55),\n",
        " ((',', '2nd', 'floor'), 53),\n",
        " (('york', ',', 'new'), 53),\n",
        " (('(', '5', ')'), 53),\n",
        " ((',', 'in', 'the'), 52),\n",
        " (('children', \"'s\", 'services'), 52),\n",
        " (('has', 'received', 'an'), 52),\n",
        " (('rector', 'street', ','), 51),\n",
        " (('ave', 'in', 'the'), 51),\n",
        " (('(', 'the', '``'), 51),\n",
        " (('municipal', 'building', ','), 51),\n",
        " (('hearing', 'will', 'be'), 51),\n",
        " (('for', 'children', \"'s\"), 51),\n",
        " (('.', 'the', 'new'), 50),\n",
        " (('.', 'subject', 'application'), 50),\n",
        " (('office', 'of', 'environmental'), 50),\n",
        " (('.', 'premises', 'affected'), 50),\n",
        " (('of', 'environmental', 'remediation'), 50),\n",
        " (('york', 'city', 'office'), 50),\n",
        " (('(', 'oer', ')'), 50),\n",
        " (('city', 'office', 'of'), 50),\n",
        " (('administration', 'for', 'children'), 50),\n",
        " (('manhattan', ',', 'new'), 50),\n",
        " (('street', ',', 'main'), 50),\n",
        " (('remediation', '(', 'oer'), 50),\n",
        " (('environmental', 'remediation', '('), 50),\n",
        " (('main', 'floor', ','), 50),\n",
        " ((',', 'main', 'floor'), 50),\n",
        " (('will', 'be', 'issuing'), 49),\n",
        " (('utilize', ':', 'task'), 49),\n",
        " ((':', 'task', 'order'), 49),\n",
        " (('.', 'site', 'no'), 49),\n",
        " (('task', 'order', 'personnel'), 49),\n",
        " (('program', '(', 'vcp'), 49),\n",
        " (('vcp', ')', 'application'), 49),\n",
        " (('for', 'a', 'site'), 49),\n",
        " (('at', '(', '212'), 49),\n",
        " (('oer', ')', 'has'), 49),\n",
        " (('this', 'project', '.'), 49),\n",
        " (('a', 'site', 'located'), 49),\n",
        " (('community', 'board', '#'), 49),\n",
        " ((')', 'has', 'received'), 49),\n",
        " (('matter', 'of', 'a'), 49),\n",
        " (('cleanup', 'program', '('), 49),\n",
        " (('site', 'no', '.'), 49),\n",
        " (('nyc', 'voluntary', 'cleanup'), 49),\n",
        " (('(', 'vcp', ')'), 49),\n",
        " (('voluntary', 'cleanup', 'program'), 49),\n",
        " (('received', 'an', 'nyc'), 49),\n",
        " (('given', 'that', 'a'), 49),\n",
        " (('order', 'personnel', 'in'), 49),\n",
        " (('is', 'assigned', 'to'), 49),\n",
        " (('to', 'this', 'project'), 49),\n",
        " (('an', 'nyc', 'voluntary'), 49),\n",
        " (('assigned', 'to', 'this'), 49),\n",
        " ((',', 'municipal', 'building'), 48),\n",
        " (('location', 'as', 'warranted'), 48),\n",
        " (('and', 'other', 'days'), 48),\n",
        " (('times', 'and', 'location'), 48),\n",
        " (('as', 'warranted', '.'), 48),\n",
        " (('new', 'york', '.'), 48),\n",
        " (('site', 'located', 'at'), 48),\n",
        " (('district', '.', 'premises'), 48),\n",
        " (('days', ',', 'times'), 48),\n",
        " (('public', 'hearing', 'will'), 48),\n",
        " (('zoning', 'district', '.'), 48),\n",
        " (('and', 'location', 'as'), 48),\n",
        " ((')', 'application', 'from'), 48),\n",
        " (('the', 'public', 'hearing'), 48),\n",
        " (('other', 'days', ','), 48),\n",
        " (('square', 'feet', 'of'), 47),\n",
        " ((':', '0', 'agency'), 47),\n",
        " ((',', 'manhattan', 'certificate'), 47),\n",
        " (('to', 'issue', 'new'), 47),\n",
        " (('following', 'solicitation', '('), 47),\n",
        " (('issue', 'new', 'solicitation'), 47),\n",
        " (('prior', 'to', 'the'), 47),\n",
        " (('centre', 'street', ','), 47),\n",
        " (('be', 'issuing', 'the'), 47),\n",
        " (('intent', 'to', 'issue'), 47),\n",
        " (('0', 'agency', ':'), 47),\n",
        " (('new', 'solicitation', '('), 47),\n",
        " (('issuing', 'the', 'following'), 47),\n",
        " (('five', '(', '5'), 47),\n",
        " (('the', 'following', 'solicitation'), 47),\n",
        " (('new', 'york', '10007'), 47),\n",
        " (('manhattan', 'certificate', 'of'), 47),\n",
        " ((',', 'n.y.', '10007'), 46),\n",
        " (('.', 'community', 'board'), 46),\n",
        " (('project', '.', 'the'), 46),\n",
        " (('at', '9:30', 'a.m.'), 45),\n",
        " (('to', 'the', 'public'), 45),\n",
        " (('on', 'thursday', ','), 45),\n",
        " (('should', 'contact', 'the'), 44),\n",
        " (('.', '(', 'preliminary'), 43),\n",
        " ((',', 'please', 'visit'), 43),\n",
        " (('street', ',', 'brooklyn'), 42),\n",
        " (('be', 'held', 'at'), 42),\n",
        " (('of', 'information', 'technology'), 42),\n",
        " ((',', 'for', 'the'), 42),\n",
        " (('city', 'department', 'of'), 41),\n",
        " (('york', 'city', 'department'), 41),\n",
        " (('the', 'office', 'of'), 41),\n",
        " (('a.m.', 'on', 'the'), 41),\n",
        " (('department', 'of', 'information'), 41),\n",
        " (('application', 'submitted', 'by'), 40),\n",
        " (('renewed/extended', 'contract', ':'), 40),\n",
        " (('proposed', 'renewed/extended', 'contract'), 40),\n",
        " (('borough', 'of', 'queens'), 40),\n",
        " (('manhattan', ',', 'ny'), 40),\n",
        " (('the', 'proposed', 'renewed/extended'), 40),\n",
        " (('matter', 'of', 'an'), 39),\n",
        " (('ny', '10007', ','), 39),\n",
        " (('been', 'scheduled', 'for'), 39),\n",
        " (('public', 'notice', 'is'), 39),\n",
        " (('that', 'the', 'following'), 39),\n",
        " (('public', 'hearing', 'by'), 39),\n",
        " (('have', 'been', 'scheduled'), 39),\n",
        " (('days', 'prior', 'to'), 39),\n",
        " (('of', 'an', 'application'), 38),\n",
        " (('mayor', \"'s\", 'office'), 38),\n",
        " (('street', ',', '2nd'), 38),\n",
        " (('the', 'mayor', \"'s\"), 38),\n",
        " (('at', '40', 'rector'), 38),\n",
        " (('york', '10007', ','), 38),\n",
        " (('public', 'hearing', '.'), 38),\n",
        " (('final', ')', '('), 38),\n",
        " (('of', 'a', 'proposed'), 37),\n",
        " (('.', 'board', 'of'), 37),\n",
        " (('brooklyn', ',', 'ny'), 37),\n",
        " ((':', 'borough', 'of'), 37),\n",
        " (('wednesday', 'of', 'each'), 36),\n",
        " (('each', 'month', 'at'), 36),\n",
        " (('hearing', 'by', 'community'), 36),\n",
        " ((')', 'business', 'days'), 36),\n",
        " (('a.m.', ',', 'and'), 36),\n",
        " (('following', 'matters', 'have'), 36),\n",
        " (('nan', 'nan', 'nan'), 36),\n",
        " (('commencing', '10:00', 'a.m.'), 36),\n",
        " (('floor', ',', 'manhattan'), 36),\n",
        " ((',', 'no', 'later'), 36),\n",
        " (('william', 'street', ','), 36),\n",
        " (('building', ',', 'manhattan'), 36),\n",
        " (('city', 'planning', 'commission'), 36),\n",
        " (('scheduled', 'for', 'public'), 36),\n",
        " (('each', 'month', ','), 36),\n",
        " (('10007', ',', 'at'), 36),\n",
        " (('10:00', 'a.m.', 'on'), 36),\n",
        " (('nycha', \"'s\", 'website'), 36),\n",
        " (('commission', 'meets', 'in'), 36),\n",
        " (('meets', 'in', 'room'), 36),\n",
        " (('chairman', '.', 'board'), 36),\n",
        " (('matters', 'have', 'been'), 36),\n",
        " ((',', 'commencing', '10:00'), 36),\n",
        " (('the', 'date', 'of'), 36),\n",
        " (('for', 'public', 'hearing'), 36),\n",
        " (('meets', 'in', 'the'), 36),\n",
        " (('sign', 'language', 'interpreters'), 35),\n",
        " (('by', 'community', 'board'), 35),\n",
        " (('language', 'interpreters', 'should'), 35),\n",
        " (('community', 'board', ':'), 35),\n",
        " (('individuals', 'requesting', 'sign'), 35),\n",
        " (('in', 'accordance', 'with'), 35),\n",
        " (('office', 'of', 'the'), 35),\n",
        " ((',', 'commencing', 'at'), 35),\n",
        " (('fort', 'hamilton', 'parkway'), 35),\n",
        " (('requesting', 'sign', 'language'), 35),\n",
        " (('city', 'hall', ','), 35),\n",
        " (('an', 'application', 'submitted'), 35),\n",
        " (('board', ':', 'borough'), 35),\n",
        " (('on', 'wednesday', ','), 35),\n",
        " ((\"'s\", 'office', 'of'), 35),\n",
        " (('public', 'hearing', ','), 34),\n",
        " ((',', 'office', 'of'), 34),\n",
        " (('project', 'manager', ','), 34),\n",
        " (('landmarks', 'preservation', 'commission'), 34),\n",
        " (('that', 'a', 'public'), 34),\n",
        " (('department', 'of', 'environmental'), 33),\n",
        " ((',', 'owner', '.'), 33),\n",
        " ((',', '2014', '.'), 33),\n",
        " (('of', 'environmental', 'protection'), 33),\n",
        " (('1', 'centre', 'street'), 33),\n",
        " (('building', 'designed', 'by'), 33),\n",
        " (('owner', '.', 'subject'), 33),\n",
        " ((\"''\", ')', ','), 33),\n",
        " (('be', 'held', 'on'), 33),\n",
        " (('procurement', 'policy', 'board'), 33),\n",
        " (('s', ')', 'the'), 32),\n",
        " (('new', 'end', 'date'), 32),\n",
        " (('the', 'proposed', 'lease'), 32),\n",
        " ((')', 'the', 'agency'), 32),\n",
        " (('reason', '(', 's'), 32),\n",
        " (('services', 'performed', 'under'), 32),\n",
        " (('of', 'the', 'procurement'), 32),\n",
        " (('performed', 'under', 'the'), 32),\n",
        " (('modifications', 'sought', 'to'), 32),\n",
        " (('floor', ',', 'borough'), 32),\n",
        " (('new', 'start', 'date'), 32),\n",
        " (('contract', '(', 's'), 32),\n",
        " (('2nd', 'floor', ','), 32),\n",
        " (('public', 'hearing', 'on'), 32),\n",
        " (('under', 'the', 'contract'), 32),\n",
        " (('(', '2', ')'), 32),\n",
        " (('of', 'services', 'performed'), 32),\n",
        " (('the', 'procurement', 'policy'), 32),\n",
        " (('9:30', 'a.m.', ','), 32),\n",
        " (('contract', 'between', 'the'), 31),\n",
        " (('sought', 'to', 'the'), 31),\n",
        " (('the', 'hours', 'of'), 31),\n",
        " (('the', 'administration', 'for'), 31),\n",
        " (('to', 'the', 'nature'), 31),\n",
        " (('the', 'following', ':'), 31),\n",
        " (('interpreters', 'should', 'contact'), 31),\n",
        " (('brooklyn', ',', 'new'), 31),\n",
        " (('of', 'services', ':'), 31),\n",
        " (('the', 'nature', 'of'), 31),\n",
        " (('in', 'relation', 'to'), 31),\n",
        " (('state', 'of', 'new'), 30),\n",
        " (('copy', 'of', 'the'), 30),\n",
        " (('between', 'the', 'hours'), 30),\n",
        " (('notice', 'of', 'public'), 30),\n",
        " ((',', 'at', 'the'), 30),\n",
        " (('york', '.', 'site'), 30),\n",
        " (('policy', 'board', 'rules'), 30),\n",
        " (('room', 'on', 'the'), 30),\n",
        " (('in', 'order', 'to'), 30),\n",
        " (('1', ',', '2014'), 30),\n",
        " (('proposed', 'contract', 'between'), 30),\n",
        " (('of', 'public', 'hearing'), 30),\n",
        " (('9th', 'floor', ','), 29),\n",
        " (('parcel', 'of', 'land'), 29),\n",
        " (('business', 'days', 'prior'), 29),\n",
        " (('of', 'manhattan', '.'), 29),\n",
        " ((')', '.', 'the'), 29),\n",
        " ((',', '2014', 'to'), 29),\n",
        " ((',', 'unless', 'otherwise'), 29),\n",
        " ((':', 'in', 'the'), 29),\n",
        " ((':', 'installation', 'of'), 29),\n",
        " (('st', 'in', 'the'), 29),\n",
        " (('information', 'technology', '&'), 29),\n",
        " (('1', ',', '2015'), 28),\n",
        " (('on', 'the', 'third'), 28),\n",
        " (('technology', '&', 'telecommunications'), 28),\n",
        " (('city', 'and', 'state'), 28),\n",
        " ((\"'s\", 'services', ','), 28),\n",
        " (('(', '3', ')'), 28),\n",
        " (('later', 'than', 'five'), 28),\n",
        " (('n.y.', '10007', ','), 28),\n",
        " (('new', 'york', '('), 27),\n",
        " ((',', '253', 'broadway'), 27),\n",
        " ((',', 'between', 'the'), 27),\n",
        " ((',', 'on', 'thursday'), 27),\n",
        " ((',', 'staten', 'island'), 27),\n",
        " (('information', ',', 'please'), 27),\n",
        " ((',', 'will', 'be'), 27),\n",
        " (('253', 'broadway', ','), 27),\n",
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        " (('(', 'unless', 'otherwise'), 15),\n",
        " ((',', 'and', 'the'), 15),\n",
        " (('meeting', '.', 'for'), 15),\n",
        " (('floor', 'of', '250'), 15),\n",
        " ((',', 'llc', 'for'), 15),\n",
        " (('.', 'project', 'description'), 15),\n",
        " (('before', 'the', 'meeting'), 15),\n",
        " (('noted', ')', '.'), 15),\n",
        " (('the', 'board', 'room'), 15),\n",
        " (('to', 'use', 'as'), 15),\n",
        " (('operation', 'of', 'a'), 15),\n",
        " (('department', 'of', 'design'), 15),\n",
        " (('practicable', 'at', 'a'), 15),\n",
        " (('.', 'for', 'additional'), 15),\n",
        " (('3', ',', '2014'), 15),\n",
        " (('hold', 'a', 'public'), 15),\n",
        " (('website', 'or', 'contact'), 15),\n",
        " (('on', 'the', 'proposed'), 15),\n",
        " (('of', 'standards', 'and'), 15),\n",
        " (('hearing', ',', 'tuesday'), 15),\n",
        " ((':',\n",
        "   '//www.nyc.gov/html/nycha/html/about/boardmeeting_schedule.shtml',\n",
        "   'to'),\n",
        "  15),\n",
        " (('33', 'beaver', 'street'), 15),\n",
        " (('143', ',', 'new'), 15),\n",
        " ((',', '33', 'beaver'), 15),\n",
        " (('at', 'the', 'office'), 15),\n",
        " (('at', 'one', 'centre'), 15),\n",
        " (('hearing', 'in', 'the'), 15),\n",
        " (('verizon', 'relay', 'services'), 15),\n",
        " (('not', 'limited', 'to'), 15),\n",
        " (('and', 'at', 'the'), 15),\n",
        " (('the', 'meeting', '.'), 15),\n",
        " (('date', 'of', 'approval'), 15),\n",
        " (('.', 'notice', 'is'), 15),\n",
        " (('changes', 'to', 'the'), 15),\n",
        " (('a', 'special', 'permit'), 15),\n",
        " (('reasonable', 'time', 'before'), 15),\n",
        " (('adams', 'street', ','), 15),\n",
        " (('north', ',', 'new'), 15),\n",
        " (('12th', 'floor', 'of'), 15),\n",
        " (('nyc', 'department', 'of'), 15),\n",
        " (('any', 'changes', 'to'), 15),\n",
        " (('be', 'submitted', 'to'), 15),\n",
        " (('board', 'of', 'standards'), 15),\n",
        " (('the', 'schedule', 'will'), 15),\n",
        " (('avenue', 'in', 'the'), 15),\n",
        " (('here', 'and', 'on'), 15),\n",
        " (('submitted', 'by', 'the'), 15),\n",
        " (('http',\n",
        "   ':',\n",
        "   '//www.nyc.gov/html/nycha/html/about/boardmeeting_schedule.shtml'),\n",
        "  15),\n",
        " (('.', '(', 'final'), 15),\n",
        " (('construction', 'of', 'a'), 15),\n",
        " (('room', ',', 'borough'), 15),\n",
        " (('conjunction', 'with', 'the'), 15),\n",
        " (('project', 'description', ':'), 15),\n",
        " (('on', 'the', '12th'), 15),\n",
        " (('3-04', '(', 'b'), 15),\n",
        " (('of', '250', 'broadway'), 15),\n",
        " (('unless', 'otherwise', 'noted'), 15),\n",
        " (('#', '143', ','), 15),\n",
        " (('2nd', 'floor', 'conference'), 15),\n",
        " (('ny', '10007', '.'), 15),\n",
        " (('york', 'city', 'administration'), 15),\n",
        " (('to', 'the', 'schedule'), 15),\n",
        " (('conference', 'room', 'on'), 15),\n",
        " (('board', 'room', 'on'), 15),\n",
        " (('broadway', ',', 'new'), 15),\n",
        " (('(', 'final', ')'), 15),\n",
        " (('the', 'extent', 'practicable'), 15),\n",
        " (('bronx', ',', 'new'), 15),\n",
        " (('charter', ',', 'will'), 15),\n",
        " (('facility', 'located', 'on'), 15),\n",
        " (('posted', 'here', 'and'), 15),\n",
        " ((',', 'tuesday', 'morning'), 15),\n",
        " (('visit', 'nycha', \"'s\"), 15),\n",
        " (('relay', 'services', '.'), 15),\n",
        " (('may', 'be', 'obtained'), 15),\n",
        " (('floor', ',', 'training'), 15),\n",
        " (('terms', 'and', 'conditions'), 15),\n",
        " (('or', 'at', 'the'), 15),\n",
        " (('the', 'general', 'municipal'), 15),\n",
        " (('to', 'extend', 'the'), 15),\n",
        " (('foot', 'facility', 'located'), 15),\n",
        " (('tenant', ',', 'of'), 15),\n",
        " (('please', 'visit', 'nycha'), 15),\n",
        " (('otherwise', 'noted', ')'), 15),\n",
        " (('to', 'section', '3-04'), 15),\n",
        " (('section', '3-04', '('), 15),\n",
        " (('tuesday', 'morning', ','), 15),\n",
        " (('public', 'hearing', 'in'), 15),\n",
        " (('given', 'of', 'a'), 15),\n",
        " (('contract', 'is', 'available'), 15),\n",
        " (('the', '12th', 'floor'), 15),\n",
        " (('that', 'a', 'real'), 14),\n",
        " (('the', 'commission', \"'s\"), 14),\n",
        " ((',', '2015', ','), 14),\n",
        " (('may', 'determine', '.'), 14),\n",
        " ((')', ',', 'and'), 14),\n",
        " ((',', 'a', 'line'), 14),\n",
        " (('in', 'the', 'commission'), 14),\n",
        " (('the', 'contract', 'term'), 14),\n",
        " (('manager', ',', 'associate'), 14),\n",
        " (('information', ',', 'including'), 14),\n",
        " (('2000', 'north', ','), 14),\n",
        " (('december', '15', ','), 14),\n",
        " (('york', 'having', 'an'), 14),\n",
        " (('to', 'schedule', 'an'), 14),\n",
        " ((':', 'ddc', 'description'), 14),\n",
        " (('gold', 'street', ','), 14),\n",
        " ((')', '386-0315', '.'), 14),\n",
        " (('hearing', ',', 'in'), 14),\n",
        " (('junction', 'boulevard', ','), 14),\n",
        " (('and', 'dispositions', 'public'), 14),\n",
        " (('of', 'approval', 'by'), 14),\n",
        " (('obtained', 'at', 'one'), 14),\n",
        " (('property', 'acquisitions', 'and'), 14),\n",
        " (('of', 'the', 'board'), 14),\n",
        " (('of', 'staten', 'island'), 14),\n",
        " (('including', 'public', 'inspection'), 14),\n",
        " (('.', 'in', 'addition'), 14),\n",
        " ((',', 'queens', ','), 14),\n",
        " (('an', 'approximate', 'original'), 14),\n",
        " (('for', 'a', 'period'), 14),\n",
        " ((',', 'brooklyn', '.'), 14),\n",
        " (('recording', 'taxes', '.'), 14),\n",
        " (('the', 'proceeds', 'of'), 14),\n",
        " ((')', 'to', 'allow'), 14),\n",
        " (('a', 'period', 'of'), 14),\n",
        " (('approximate', 'original', 'principal'), 14),\n",
        " ((',', 'please', 'contact'), 14),\n",
        " (('new', 'york', 'state'), 14),\n",
        " (('economic', 'development', 'corporation'), 14),\n",
        " (('brooklyn', '(', 'to'), 14),\n",
        " (('having', 'an', 'approximate'), 14),\n",
        " (('at', '9:15', 'a.m.'), 14),\n",
        " (('with', 'section', '824'), 14),\n",
        " (('the', 'human', 'resources'), 14),\n",
        " (('30', ',', '2016'), 14),\n",
        " (('dispositions', 'public', 'hearing'), 14),\n",
        " (('floor', ',', 'and'), 14),\n",
        " (('floor', 'north', ','), 14),\n",
        " (('gotham', 'center', ','), 14),\n",
        " (('new', 'york', 'having'), 14),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#We can keep going!\n",
      "corpus4grams = list(ngrams(lowerTokens,4))\n",
      "corpus4gramFreqs = nltk.FreqDist(corpus4grams)\n",
      "corpus4gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "[(('personnel', 'in', 'substantially', 'similar'), 272),\n",
        " (('in', 'substantially', 'similar', 'titles'), 272),\n",
        " (('substantially', 'similar', 'titles', 'within'), 269),\n",
        " ((',', 'new', 'york', ','), 269),\n",
        " (('titles', 'within', 'agency', ':'), 264),\n",
        " (('similar', 'titles', 'within', 'agency'), 264),\n",
        " (('date', 'of', 'the', 'proposed'), 264),\n",
        " (('notice', 'is', 'hereby', 'given'), 212),\n",
        " (('the', 'new', 'york', 'city'), 199),\n",
        " (('of', 'the', 'proposed', 'contract'), 199),\n",
        " (('--', '--', '--', '--'), 198),\n",
        " (('the', 'proposed', 'contract', ':'), 186),\n",
        " (('is', 'hereby', 'given', 'that'), 185),\n",
        " (('in', 'the', 'borough', 'of'), 183),\n",
        " (('new', 'york', ',', 'ny'), 173),\n",
        " (('the', 'agency', 'intends', 'to'), 166),\n",
        " (('agency', 'intends', 'to', 'utilize'), 137),\n",
        " (('intends', 'to', 'utilize', ':'), 137),\n",
        " (('for', 'a', 'term', 'of'), 136),\n",
        " (('headcount', 'of', 'personnel', 'in'), 136),\n",
        " (('of', 'personnel', 'in', 'substantially'), 136),\n",
        " (('start', 'date', 'of', 'the'), 131),\n",
        " (('end', 'date', 'of', 'the'), 131),\n",
        " (('s', ')', 'not', 'included'), 126),\n",
        " (('(', 's', ')', 'not'), 126),\n",
        " (('annual', 'contracting', 'plan', 'and'), 126),\n",
        " ((')', 'not', 'included', 'in'), 126),\n",
        " (('contracting', 'plan', 'and', 'schedule'), 126),\n",
        " (('sidewalk', 'caf', 'for', 'a'), 124),\n",
        " ((',', 'and', 'operate', 'an'), 124),\n",
        " (('fy', '2015', 'annual', 'contracting'), 124),\n",
        " (('caf', 'for', 'a', 'term'), 124),\n",
        " (('maintain', ',', 'and', 'operate'), 124),\n",
        " (('2015', 'annual', 'contracting', 'plan'), 124),\n",
        " (('the', 'borough', 'of', 'manhattan'), 123),\n",
        " (('unenclosed', 'sidewalk', 'caf', 'for'), 120),\n",
        " (('new', 'york', 'city', 'charter'), 116),\n",
        " (('hereby', 'given', 'that', 'the'), 116),\n",
        " (('operate', 'an', 'unenclosed', 'sidewalk'), 112),\n",
        " (('an', 'unenclosed', 'sidewalk', 'caf'), 112),\n",
        " (('and', 'operate', 'an', 'unenclosed'), 112),\n",
        " (('22', 'reade', 'street', ','), 109),\n",
        " (('city', 'of', 'new', 'york'), 108),\n",
        " (('in', 'the', 'matter', 'of'), 106),\n",
        " (('the', 'city', 'of', 'new'), 105),\n",
        " (('of', 'services', 'sought', ':'), 104),\n",
        " (('solicitation', 'the', 'agency', 'intends'), 103),\n",
        " (('method', 'of', 'solicitation', 'the'), 103),\n",
        " (('of', 'solicitation', 'the', 'agency'), 103),\n",
        " (('a', 'term', 'of', 'four'), 102),\n",
        " (('term', 'of', 'four', 'years'), 102),\n",
        " (('(', 'to', 'continue', 'to'), 102),\n",
        " (('of', 'four', 'years', '.'), 101),\n",
        " (('four', 'years', '.', ')'), 101),\n",
        " (('agency', ':', 'department', 'of'), 101),\n",
        " (('borough', 'of', 'manhattan', '('), 100),\n",
        " ((',', '22', 'reade', 'street'), 100),\n",
        " (('of', 'manhattan', '(', 'to'), 99),\n",
        " (('to', 'maintain', ',', 'and'), 98),\n",
        " (('floor', ',', 'new', 'york'), 97),\n",
        " (('solicitation', '(', 's', ')'), 94),\n",
        " (('within', 'agency', ':', 'none'), 93),\n",
        " (('agency', ':', 'none', 'headcount'), 92),\n",
        " ((',', 'borough', 'of', 'manhattan'), 92),\n",
        " ((':', 'none', 'headcount', 'of'), 92),\n",
        " (('none', 'headcount', 'of', 'personnel'), 92),\n",
        " (('to', 'continue', 'to', 'maintain'), 91),\n",
        " (('continue', 'to', 'maintain', ','), 89),\n",
        " (('manhattan', '(', 'to', 'continue'), 87),\n",
        " (('.', 'application', 'is', 'to'), 86),\n",
        " (('of', 'the', 'new', 'york'), 84),\n",
        " (('within', 'agency', ':', '0'), 83),\n",
        " (('hall', ',', '22', 'reade'), 82),\n",
        " (('spector', 'hall', ',', '22'), 82),\n",
        " (('to', 'june', '30', ','), 81),\n",
        " (('in', 'spector', 'hall', ','), 81),\n",
        " (('description', 'of', 'services', 'sought'), 80),\n",
        " (('street', ',', 'new', 'york'), 76),\n",
        " (('the', 'call', 'of', 'the'), 75),\n",
        " (('at', 'the', 'call', 'of'), 75),\n",
        " (('borough', 'of', 'manhattan', ','), 71),\n",
        " (('york', ',', 'ny', '10007'), 68),\n",
        " (('certificate', 'of', 'appropriateness', 'a'), 66),\n",
        " (('given', 'that', 'the', 'mayor'), 65),\n",
        " (('of', 'the', 'city', 'of'), 65),\n",
        " (('notice', 'of', 'intent', 'to'), 65),\n",
        " (('to', 'new', 'york', 'city'), 64),\n",
        " (('not', 'included', 'in', 'the'), 64),\n",
        " (('of', 'new', 'york', ','), 64),\n",
        " (('the', 'mayor', 'will', 'be'), 63),\n",
        " (('(', 'a', ')', ':'), 63),\n",
        " (('schedule', 'notice', 'is', 'hereby'), 63),\n",
        " (('312', '(', 'a', ')'), 63),\n",
        " (('call', 'of', 'the', 'chairman'), 63),\n",
        " (('that', 'the', 'mayor', 'will'), 63),\n",
        " (('york', 'city', 'charter', '312'), 63),\n",
        " (('pursuant', 'to', 'new', 'york'), 63),\n",
        " (('charter', '312', '(', 'a'), 63),\n",
        " (('published', 'pursuant', 'to', 'new'), 63),\n",
        " (('a', ')', ':', 'agency'), 63),\n",
        " ((')', ':', 'agency', ':'), 63),\n",
        " (('that', 'is', 'published', 'pursuant'), 63),\n",
        " (('and', 'schedule', 'that', 'is'), 63),\n",
        " (('city', 'charter', '312', '('), 63),\n",
        " (('plan', 'and', 'schedule', 'notice'), 63),\n",
        " (('plan', 'and', 'schedule', 'that'), 63),\n",
        " (('is', 'published', 'pursuant', 'to'), 63),\n",
        " (('and', 'schedule', 'notice', 'is'), 63),\n",
        " (('new', 'york', ',', 'n.y.'), 63),\n",
        " (('not', 'included', 'in', 'fy'), 63),\n",
        " (('schedule', 'that', 'is', 'published'), 63),\n",
        " (('included', 'in', 'the', 'fy'), 63),\n",
        " (('the', 'fy', '2015', 'annual'), 62),\n",
        " (('included', 'in', 'fy', '2015'), 62),\n",
        " (('of', 'the', 'chairman', '.'), 62),\n",
        " (('in', 'fy', '2015', 'annual'), 62),\n",
        " (('in', 'the', 'fy', '2015'), 62),\n",
        " (('for', 'the', 'period', 'july'), 61),\n",
        " (('period', 'july', '1', ','), 61),\n",
        " (('the', 'period', 'july', '1'), 61),\n",
        " (('meets', 'in', 'spector', 'hall'), 60),\n",
        " (('street', ',', '9th', 'floor'), 54),\n",
        " (('new', 'york', ',', 'new'), 53),\n",
        " (('york', ',', 'new', 'york'), 53),\n",
        " (('ave', 'in', 'the', 'borough'), 51),\n",
        " (('for', 'children', \"'s\", 'services'), 50),\n",
        " (('new', 'york', 'city', 'office'), 50),\n",
        " (('hearing', 'will', 'be', 'held'), 50),\n",
        " ((',', 'main', 'floor', ','), 50),\n",
        " (('40', 'rector', 'street', ','), 50),\n",
        " (('manhattan', ',', 'new', 'york'), 50),\n",
        " (('reade', 'street', ',', 'main'), 50),\n",
        " (('street', ',', 'main', 'floor'), 50),\n",
        " (('of', 'environmental', 'remediation', '('), 50),\n",
        " (('remediation', '(', 'oer', ')'), 50),\n",
        " (('office', 'of', 'environmental', 'remediation'), 50),\n",
        " (('environmental', 'remediation', '(', 'oer'), 50),\n",
        " (('york', 'city', 'office', 'of'), 50),\n",
        " (('city', 'office', 'of', 'environmental'), 49),\n",
        " (('is', 'assigned', 'to', 'this'), 49),\n",
        " (('utilize', ':', 'task', 'order'), 49),\n",
        " (('oer', ')', 'has', 'received'), 49),\n",
        " (('has', 'received', 'an', 'nyc'), 49),\n",
        " (('program', '(', 'vcp', ')'), 49),\n",
        " (('cleanup', 'program', '(', 'vcp'), 49),\n",
        " (('(', 'vcp', ')', 'application'), 49),\n",
        " (('for', 'a', 'site', 'located'), 49),\n",
        " (('assigned', 'to', 'this', 'project'), 49),\n",
        " (('to', 'this', 'project', '.'), 49),\n",
        " (('.', 'site', 'no', '.'), 49),\n",
        " (('administration', 'for', 'children', \"'s\"), 49),\n",
        " ((':', 'task', 'order', 'personnel'), 49),\n",
        " (('received', 'an', 'nyc', 'voluntary'), 49),\n",
        " (('to', 'utilize', ':', 'task'), 49),\n",
        " (('order', 'personnel', 'in', 'substantially'), 49),\n",
        " (('task', 'order', 'personnel', 'in'), 49),\n",
        " (('(', 'oer', ')', 'has'), 49),\n",
        " (('the', 'matter', 'of', 'a'), 49),\n",
        " ((')', 'has', 'received', 'an'), 49),\n",
        " (('nyc', 'voluntary', 'cleanup', 'program'), 49),\n",
        " (('at', '(', '212', ')'), 49),\n",
        " (('voluntary', 'cleanup', 'program', '('), 49),\n",
        " (('an', 'nyc', 'voluntary', 'cleanup'), 49),\n",
        " (('location', 'as', 'warranted', '.'), 48),\n",
        " ((',', 'times', 'and', 'location'), 48),\n",
        " (('hereby', 'given', 'that', 'a'), 48),\n",
        " (('a', 'site', 'located', 'at'), 48),\n",
        " (('district', '.', 'premises', 'affected'), 48),\n",
        " (('zoning', 'district', '.', 'premises'), 48),\n",
        " (('and', 'location', 'as', 'warranted'), 48),\n",
        " ((',', 'and', 'other', 'days'), 48),\n",
        " (('days', ',', 'times', 'and'), 48),\n",
        " (('other', 'days', ',', 'times'), 48),\n",
        " (('vcp', ')', 'application', 'from'), 48),\n",
        " (('and', 'other', 'days', ','), 48),\n",
        " ((',', 'municipal', 'building', ','), 48),\n",
        " (('times', 'and', 'location', 'as'), 48),\n",
        " (('of', 'intent', 'to', 'issue'), 47),\n",
        " (('new', 'solicitation', '(', 's'), 47),\n",
        " ((',', 'new', 'york', '10007'), 47),\n",
        " (('five', '(', '5', ')'), 47),\n",
        " (('will', 'be', 'issuing', 'the'), 47),\n",
        " (('issuing', 'the', 'following', 'solicitation'), 47),\n",
        " (('public', 'hearing', 'will', 'be'), 47),\n",
        " (('to', 'issue', 'new', 'solicitation'), 47),\n",
        " (('the', 'following', 'solicitation', '('), 47),\n",
        " (('following', 'solicitation', '(', 's'), 47),\n",
        " (('intent', 'to', 'issue', 'new'), 47),\n",
        " ((',', 'manhattan', 'certificate', 'of'), 47),\n",
        " (('mayor', 'will', 'be', 'issuing'), 47),\n",
        " (('be', 'issuing', 'the', 'following'), 47),\n",
        " ((':', '0', 'agency', ':'), 47),\n",
        " (('issue', 'new', 'solicitation', '('), 47),\n",
        " (('york', ',', 'n.y.', '10007'), 46),\n",
        " (('agency', ':', '0', 'agency'), 46),\n",
        " (('manhattan', 'certificate', 'of', 'appropriateness'), 46),\n",
        " (('.', 'community', 'board', '#'), 46),\n",
        " (('this', 'project', '.', 'the'), 45),\n",
        " (('.', 'the', 'new', 'york'), 45),\n",
        " (('project', '.', 'the', 'new'), 45),\n",
        " ((':', 'agency', ':', 'department'), 44),\n",
        " ((',', 'manhattan', ',', 'new'), 44),\n",
        " (('will', 'be', 'held', 'at'), 42),\n",
        " ((':', 'department', 'of', 'information'), 41),\n",
        " (('new', 'york', 'city', 'department'), 41),\n",
        " (('york', 'city', 'department', 'of'), 41),\n",
        " (('department', 'of', 'information', 'technology'), 41),\n",
        " (('of', 'the', 'proposed', 'renewed/extended'), 40),\n",
        " (('the', 'proposed', 'renewed/extended', 'contract'), 40),\n",
        " ((',', 'manhattan', ',', 'ny'), 40),\n",
        " (('proposed', 'renewed/extended', 'contract', ':'), 40),\n",
        " (('at', '10:00', 'a.m.', ','), 39),\n",
        " (('days', 'prior', 'to', 'the'), 39),\n",
        " (('public', 'notice', 'is', 'hereby'), 39),\n",
        " (('have', 'been', 'scheduled', 'for'), 39),\n",
        " ((',', 'ny', '10007', ','), 39),\n",
        " (('the', 'matter', 'of', 'an'), 38),\n",
        " (('final', ')', '(', 'cc'), 38),\n",
        " (('new', 'york', '10007', ','), 38),\n",
        " (('at', '40', 'rector', 'street'), 38),\n",
        " (('matter', 'of', 'an', 'application'), 38),\n",
        " ((',', 'in', 'the', 'borough'), 38),\n",
        " (('the', 'public', 'hearing', '.'), 38),\n",
        " (('a', 'public', 'hearing', 'will'), 37),\n",
        " ((',', 'pursuant', 'to', 'section'), 37),\n",
        " ((',', 'no', 'later', 'than'), 36),\n",
        " (('chairman', '.', 'board', 'of'), 36),\n",
        " (('floor', ',', 'manhattan', ','), 36),\n",
        " (('a.m.', ',', 'and', 'other'), 36),\n",
        " (('the', 'following', 'matters', 'have'), 36),\n",
        " (('public', 'hearing', 'by', 'community'), 36),\n",
        " (('been', 'scheduled', 'for', 'public'), 36),\n",
        " (('that', 'the', 'following', 'matters'), 36),\n",
        " (('10:00', 'a.m.', ',', 'and'), 36),\n",
        " ((',', 'commencing', '10:00', 'a.m.'), 36),\n",
        " (('scheduled', 'for', 'public', 'hearing'), 36),\n",
        " (('wednesday', 'of', 'each', 'month'), 36),\n",
        " (('following', 'matters', 'have', 'been'), 36),\n",
        " (('matters', 'have', 'been', 'scheduled'), 36),\n",
        " (('building', ',', 'manhattan', ','), 36),\n",
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        " (('meeting', 'schedule', ',', 'please'), 12),\n",
        " (('twice', 'a', 'month', 'in'), 12),\n",
        " (('among', 'other', 'terms', 'and'), 12),\n",
        " ((',', 'weekly', ',', 'on'), 12),\n",
        " (('a.m.', 'and', 'are', 'customarily'), 12),\n",
        " (('health', 'meets', 'at', 'gotham'), 12),\n",
        " (('.', 'for', 'meeting', 'schedule'), 12),\n",
        " (('at', 'the', 'board', \"'s\"), 12),\n",
        " (('the', 'president', '.', 'manhattan'), 12),\n",
        " (('at', '6:00', 'p.m', '.'), 12),\n",
        " (('hearing', 'room', ',', 'municipal'), 12),\n",
        " (('10006', '.', 'visit', 'http'), 12),\n",
        " (('copy', 'of', 'the', 'draft'), 12),\n",
        " (('first', 'tuesday', 'of', 'july'), 12),\n",
        " (('ordered', 'by', 'the', 'commission'), 12),\n",
        " (('the', 'third', 'thursday', 'of'), 12),\n",
        " (('offices', ',', 'at', '40'), 12),\n",
        " (('www.nyc.gov/landmarks', '.', 'employees', \"'\"), 12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corpus5grams = list(ngrams(lowerTokens,5))\n",
      "corpus5gramFreqs = nltk.FreqDist(corpus5grams)\n",
      "corpus5gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 29,
       "text": [
        "[(('personnel', 'in', 'substantially', 'similar', 'titles'), 272),\n",
        " (('in', 'substantially', 'similar', 'titles', 'within'), 269),\n",
        " (('similar', 'titles', 'within', 'agency', ':'), 264),\n",
        " (('substantially', 'similar', 'titles', 'within', 'agency'), 264),\n",
        " (('--', '--', '--', '--', '--'), 192),\n",
        " (('of', 'the', 'proposed', 'contract', ':'), 186),\n",
        " (('date', 'of', 'the', 'proposed', 'contract'), 186),\n",
        " (('notice', 'is', 'hereby', 'given', 'that'), 185),\n",
        " ((',', 'new', 'york', ',', 'ny'), 152),\n",
        " (('agency', 'intends', 'to', 'utilize', ':'), 137),\n",
        " (('headcount', 'of', 'personnel', 'in', 'substantially'), 136),\n",
        " (('of', 'personnel', 'in', 'substantially', 'similar'), 136),\n",
        " (('the', 'agency', 'intends', 'to', 'utilize'), 134),\n",
        " (('start', 'date', 'of', 'the', 'proposed'), 131),\n",
        " (('end', 'date', 'of', 'the', 'proposed'), 131),\n",
        " (('(', 's', ')', 'not', 'included'), 126),\n",
        " (('annual', 'contracting', 'plan', 'and', 'schedule'), 126),\n",
        " (('s', ')', 'not', 'included', 'in'), 126),\n",
        " (('maintain', ',', 'and', 'operate', 'an'), 124),\n",
        " (('caf', 'for', 'a', 'term', 'of'), 124),\n",
        " (('2015', 'annual', 'contracting', 'plan', 'and'), 124),\n",
        " (('fy', '2015', 'annual', 'contracting', 'plan'), 124),\n",
        " (('sidewalk', 'caf', 'for', 'a', 'term'), 124),\n",
        " (('in', 'the', 'borough', 'of', 'manhattan'), 121),\n",
        " (('unenclosed', 'sidewalk', 'caf', 'for', 'a'), 120),\n",
        " (('is', 'hereby', 'given', 'that', 'the'), 116),\n",
        " (('an', 'unenclosed', 'sidewalk', 'caf', 'for'), 112),\n",
        " (('operate', 'an', 'unenclosed', 'sidewalk', 'caf'), 112),\n",
        " ((',', 'and', 'operate', 'an', 'unenclosed'), 112),\n",
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        " (('method', 'of', 'solicitation', 'the', 'agency'), 103),\n",
        " (('of', 'solicitation', 'the', 'agency', 'intends'), 103),\n",
        " (('solicitation', 'the', 'agency', 'intends', 'to'), 103),\n",
        " (('a', 'term', 'of', 'four', 'years'), 102),\n",
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        " (('of', 'four', 'years', '.', ')'), 101),\n",
        " (('term', 'of', 'four', 'years', '.'), 101),\n",
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        " (('to', 'maintain', ',', 'and', 'operate'), 98),\n",
        " (('floor', ',', 'new', 'york', ','), 96),\n",
        " (('solicitation', '(', 's', ')', 'not'), 94),\n",
        " (('titles', 'within', 'agency', ':', 'none'), 93),\n",
        " (('none', 'headcount', 'of', 'personnel', 'in'), 92),\n",
        " (('agency', ':', 'none', 'headcount', 'of'), 92),\n",
        " ((':', 'none', 'headcount', 'of', 'personnel'), 92),\n",
        " (('within', 'agency', ':', 'none', 'headcount'), 91),\n",
        " (('continue', 'to', 'maintain', ',', 'and'), 89),\n",
        " (('of', 'manhattan', '(', 'to', 'continue'), 87),\n",
        " (('to', 'continue', 'to', 'maintain', ','), 86),\n",
        " (('manhattan', '(', 'to', 'continue', 'to'), 86),\n",
        " (('(', 'to', 'continue', 'to', 'maintain'), 86),\n",
        " (('of', 'the', 'new', 'york', 'city'), 83),\n",
        " (('titles', 'within', 'agency', ':', '0'), 83),\n",
        " (('spector', 'hall', ',', '22', 'reade'), 82),\n",
        " (('hall', ',', '22', 'reade', 'street'), 82),\n",
        " (('in', 'spector', 'hall', ',', '22'), 81),\n",
        " (('description', 'of', 'services', 'sought', ':'), 80),\n",
        " (('at', 'the', 'call', 'of', 'the'), 75),\n",
        " (('street', ',', 'new', 'york', ','), 75),\n",
        " (('new', 'york', ',', 'ny', '10007'), 68),\n",
        " (('hereby', 'given', 'that', 'the', 'mayor'), 65),\n",
        " (('of', 'the', 'city', 'of', 'new'), 64),\n",
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        " (('charter', '312', '(', 'a', ')'), 63),\n",
        " (('contracting', 'plan', 'and', 'schedule', 'notice'), 63),\n",
        " (('not', 'included', 'in', 'the', 'fy'), 63),\n",
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        " (('is', 'published', 'pursuant', 'to', 'new'), 63),\n",
        " (('schedule', 'notice', 'is', 'hereby', 'given'), 63),\n",
        " (('york', 'city', 'charter', '312', '('), 63),\n",
        " (('and', 'schedule', 'that', 'is', 'published'), 63),\n",
        " (('plan', 'and', 'schedule', 'notice', 'is'), 63),\n",
        " (('312', '(', 'a', ')', ':'), 63),\n",
        " (('city', 'charter', '312', '(', 'a'), 63),\n",
        " (('(', 'a', ')', ':', 'agency'), 63),\n",
        " (('published', 'pursuant', 'to', 'new', 'york'), 63),\n",
        " (('plan', 'and', 'schedule', 'that', 'is'), 63),\n",
        " (('a', ')', ':', 'agency', ':'), 63),\n",
        " ((',', 'new', 'york', ',', 'n.y.'), 63),\n",
        " (('new', 'york', 'city', 'charter', '312'), 63),\n",
        " (('that', 'the', 'mayor', 'will', 'be'), 63),\n",
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        " (('contracting', 'plan', 'and', 'schedule', 'that'), 63),\n",
        " (('given', 'that', 'the', 'mayor', 'will'), 63),\n",
        " (('schedule', 'that', 'is', 'published', 'pursuant'), 63),\n",
        " ((')', 'not', 'included', 'in', 'fy'), 63),\n",
        " (('not', 'included', 'in', 'fy', '2015'), 62),\n",
        " (('the', 'fy', '2015', 'annual', 'contracting'), 62),\n",
        " (('included', 'in', 'the', 'fy', '2015'), 62),\n",
        " ((',', 'borough', 'of', 'manhattan', ','), 62),\n",
        " (('in', 'fy', '2015', 'annual', 'contracting'), 62),\n",
        " (('in', 'the', 'fy', '2015', 'annual'), 62),\n",
        " (('call', 'of', 'the', 'chairman', '.'), 62),\n",
        " (('included', 'in', 'fy', '2015', 'annual'), 62),\n",
        " (('for', 'the', 'period', 'july', '1'), 61),\n",
        " (('the', 'period', 'july', '1', ','), 61),\n",
        " (('meets', 'in', 'spector', 'hall', ','), 60),\n",
        " (('new', 'york', ',', 'new', 'york'), 53),\n",
        " (('the', 'new', 'york', 'city', 'charter'), 53),\n",
        " (('the', 'call', 'of', 'the', 'chairman'), 51),\n",
        " (('ave', 'in', 'the', 'borough', 'of'), 51),\n",
        " (('reade', 'street', ',', 'main', 'floor'), 50),\n",
        " (('street', ',', 'main', 'floor', ','), 50),\n",
        " (('22', 'reade', 'street', ',', 'main'), 50),\n",
        " (('of', 'environmental', 'remediation', '(', 'oer'), 50),\n",
        " (('environmental', 'remediation', '(', 'oer', ')'), 50),\n",
        " (('new', 'york', 'city', 'office', 'of'), 50),\n",
        " (('office', 'of', 'environmental', 'remediation', '('), 50),\n",
        " (('in', 'the', 'matter', 'of', 'a'), 49),\n",
        " ((':', 'task', 'order', 'personnel', 'in'), 49),\n",
        " (('remediation', '(', 'oer', ')', 'has'), 49),\n",
        " (('(', 'oer', ')', 'has', 'received'), 49),\n",
        " (('order', 'personnel', 'in', 'substantially', 'similar'), 49),\n",
        " (('the', 'new', 'york', 'city', 'office'), 49),\n",
        " (('oer', ')', 'has', 'received', 'an'), 49),\n",
        " (('assigned', 'to', 'this', 'project', '.'), 49),\n",
        " (('received', 'an', 'nyc', 'voluntary', 'cleanup'), 49),\n",
        " (('utilize', ':', 'task', 'order', 'personnel'), 49),\n",
        " (('nyc', 'voluntary', 'cleanup', 'program', '('), 49),\n",
        " (('is', 'assigned', 'to', 'this', 'project'), 49),\n",
        " (('program', '(', 'vcp', ')', 'application'), 49),\n",
        " (('task', 'order', 'personnel', 'in', 'substantially'), 49),\n",
        " (('city', 'office', 'of', 'environmental', 'remediation'), 49),\n",
        " (('york', 'city', 'office', 'of', 'environmental'), 49),\n",
        " (('has', 'received', 'an', 'nyc', 'voluntary'), 49),\n",
        " (('cleanup', 'program', '(', 'vcp', ')'), 49),\n",
        " ((')', 'has', 'received', 'an', 'nyc'), 49),\n",
        " (('intends', 'to', 'utilize', ':', 'task'), 49),\n",
        " (('voluntary', 'cleanup', 'program', '(', 'vcp'), 49),\n",
        " (('an', 'nyc', 'voluntary', 'cleanup', 'program'), 49),\n",
        " (('to', 'utilize', ':', 'task', 'order'), 49),\n",
        " ((',', 'times', 'and', 'location', 'as'), 48),\n",
        " (('times', 'and', 'location', 'as', 'warranted'), 48),\n",
        " (('administration', 'for', 'children', \"'s\", 'services'), 48),\n",
        " (('days', ',', 'times', 'and', 'location'), 48),\n",
        " (('and', 'location', 'as', 'warranted', '.'), 48),\n",
        " (('other', 'days', ',', 'times', 'and'), 48),\n",
        " (('for', 'a', 'site', 'located', 'at'), 48),\n",
        " (('(', 'vcp', ')', 'application', 'from'), 48),\n",
        " (('is', 'hereby', 'given', 'that', 'a'), 48),\n",
        " (('zoning', 'district', '.', 'premises', 'affected'), 48),\n",
        " ((',', 'and', 'other', 'days', ','), 48),\n",
        " (('and', 'other', 'days', ',', 'times'), 48),\n",
        " (('the', 'following', 'solicitation', '(', 's'), 47),\n",
        " (('mayor', 'will', 'be', 'issuing', 'the'), 47),\n",
        " (('of', 'intent', 'to', 'issue', 'new'), 47),\n",
        " (('to', 'issue', 'new', 'solicitation', '('), 47),\n",
        " (('new', 'solicitation', '(', 's', ')'), 47),\n",
        " (('following', 'solicitation', '(', 's', ')'), 47),\n",
        " (('issuing', 'the', 'following', 'solicitation', '('), 47),\n",
        " (('will', 'be', 'issuing', 'the', 'following'), 47),\n",
        " (('notice', 'of', 'intent', 'to', 'issue'), 47),\n",
        " (('public', 'hearing', 'will', 'be', 'held'), 47),\n",
        " (('the', 'mayor', 'will', 'be', 'issuing'), 47),\n",
        " (('intent', 'to', 'issue', 'new', 'solicitation'), 47),\n",
        " (('be', 'issuing', 'the', 'following', 'solicitation'), 47),\n",
        " (('issue', 'new', 'solicitation', '(', 's'), 47),\n",
        " (('agency', ':', '0', 'agency', ':'), 46),\n",
        " (('new', 'york', ',', 'n.y.', '10007'), 46),\n",
        " ((',', 'manhattan', 'certificate', 'of', 'appropriateness'), 46),\n",
        " (('.', 'the', 'new', 'york', 'city'), 45),\n",
        " (('project', '.', 'the', 'new', 'york'), 45),\n",
        " (('this', 'project', '.', 'the', 'new'), 45),\n",
        " (('within', 'agency', ':', '0', 'agency'), 45),\n",
        " (('to', 'this', 'project', '.', 'the'), 45),\n",
        " ((')', ':', 'agency', ':', 'department'), 44),\n",
        " ((':', 'agency', ':', 'department', 'of'), 44),\n",
        " ((',', 'manhattan', ',', 'new', 'york'), 44),\n",
        " (('city', 'of', 'new', 'york', ','), 43),\n",
        " ((':', 'department', 'of', 'information', 'technology'), 41),\n",
        " (('new', 'york', 'city', 'department', 'of'), 41),\n",
        " (('agency', ':', 'department', 'of', 'information'), 41),\n",
        " (('of', 'the', 'proposed', 'renewed/extended', 'contract'), 40),\n",
        " (('date', 'of', 'the', 'proposed', 'renewed/extended'), 40),\n",
        " (('the', 'proposed', 'renewed/extended', 'contract', ':'), 40),\n",
        " (('public', 'notice', 'is', 'hereby', 'given'), 39),\n",
        " (('manhattan', 'certificate', 'of', 'appropriateness', 'a'), 38),\n",
        " (('at', '40', 'rector', 'street', ','), 38),\n",
        " ((',', 'new', 'york', '10007', ','), 38),\n",
        " (('the', 'matter', 'of', 'an', 'application'), 37),\n",
        " (('a', 'public', 'hearing', 'will', 'be'), 37),\n",
        " ((',', 'new', 'york', ',', 'new'), 37),\n",
        " (('main', 'floor', ',', 'manhattan', ','), 36),\n",
        " (('a.m.', ',', 'and', 'other', 'days'), 36),\n",
        " (('scheduled', 'for', 'public', 'hearing', 'by'), 36),\n",
        " (('of', 'the', 'chairman', '.', 'board'), 36),\n",
        " (('commencing', '10:00', 'a.m.', ',', 'and'), 36),\n",
        " (('for', 'public', 'hearing', 'by', 'community'), 36),\n",
        " (('the', 'following', 'matters', 'have', 'been'), 36),\n",
        " (('10:00', 'a.m.', ',', 'and', 'other'), 36),\n",
        " ((',', 'main', 'floor', ',', 'manhattan'), 36),\n",
        " (('the', 'chairman', '.', 'board', 'of'), 36),\n",
        " (('given', 'that', 'the', 'following', 'matters'), 36),\n",
        " (('been', 'scheduled', 'for', 'public', 'hearing'), 36),\n",
        " (('matters', 'have', 'been', 'scheduled', 'for'), 36),\n",
        " ((',', 'commencing', '10:00', 'a.m.', ','), 36),\n",
        " (('hereby', 'given', 'that', 'the', 'following'), 36),\n",
        " (('that', 'the', 'following', 'matters', 'have'), 36),\n",
        " (('have', 'been', 'scheduled', 'for', 'public'), 36),\n",
        " ((',', 'municipal', 'building', ',', 'manhattan'), 36),\n",
        " (('municipal', 'building', ',', 'manhattan', ','), 36),\n",
        " (('following', 'matters', 'have', 'been', 'scheduled'), 36),\n",
        " (('in', 'the', 'borough', 'of', 'brooklyn'), 35),\n",
        " (('22', 'reade', 'street', ',', 'new'), 35),\n",
        " (('in', 'the', 'matter', 'of', 'an'), 35),\n",
        " (('reade', 'street', ',', 'new', 'york'), 35),\n",
        " (('days', 'prior', 'to', 'the', 'public'), 35),\n",
        " (('public', 'hearing', 'by', 'community', 'board'), 35),\n",
        " (('by', 'community', 'board', ':', 'borough'), 35),\n",
        " (('hearing', 'by', 'community', 'board', ':'), 35),\n",
        " (('individuals', 'requesting', 'sign', 'language', 'interpreters'), 35),\n",
        " ((',', 'in', 'the', 'borough', 'of'), 35),\n",
        " (('community', 'board', ':', 'borough', 'of'), 35),\n",
        " (('requesting', 'sign', 'language', 'interpreters', 'should'), 35),\n",
        " (('matter', 'of', 'an', 'application', 'submitted'), 34),\n",
        " ((',', 'owner', '.', 'subject', 'application'), 33),\n",
        " (('the', 'matter', 'of', 'a', 'proposed'), 33),\n",
        " (('hearing', 'will', 'be', 'held', 'at'), 33),\n",
        " (('of', 'an', 'application', 'submitted', 'by'), 33),\n",
        " (('at', '10:00', 'a.m.', 'on', 'the'), 32),\n",
        " ((':', '0', 'agency', ':', 'department'), 32),\n",
        " (('to', 'the', 'public', 'hearing', '.'), 32),\n",
        " (('prior', 'to', 'the', 'public', 'hearing'), 32),\n",
        " (('nature', 'of', 'services', 'performed', 'under'), 32),\n",
        " (('s', ')', 'the', 'agency', 'intends'), 32),\n",
        " (('new', 'start', 'date', 'of', 'the'), 32),\n",
        " (('0', 'agency', ':', 'department', 'of'), 32),\n",
        " (('of', 'the', 'procurement', 'policy', 'board'), 32),\n",
        " (('new', 'end', 'date', 'of', 'the'), 32),\n",
        " (('performed', 'under', 'the', 'contract', ':'), 32),\n",
        " (('of', 'services', 'performed', 'under', 'the'), 32),\n",
        " (('services', 'performed', 'under', 'the', 'contract'), 32),\n",
        " (('the', 'new', 'york', 'city', 'department'), 32),\n",
        " (('contract', '(', 's', ')', 'not'), 32),\n",
        " (('floor', ',', 'borough', 'of', 'manhattan'), 32),\n",
        " (('(', 's', ')', 'the', 'agency'), 32),\n",
        " (('reason', '(', 's', ')', 'the'), 32),\n",
        " ((')', 'the', 'agency', 'intends', 'to'), 32),\n",
        " (('the', 'nature', 'of', 'services', 'performed'), 31),\n",
        " (('sign', 'language', 'interpreters', 'should', 'contact'), 31),\n",
        " (('to', 'the', 'nature', 'of', 'services'), 31),\n",
        " (('the', 'mayor', \"'s\", 'office', 'of'), 31),\n",
        " (('sought', 'to', 'the', 'nature', 'of'), 31),\n",
        " (('modifications', 'sought', 'to', 'the', 'nature'), 31),\n",
        " (('the', 'administration', 'for', 'children', \"'s\"), 31),\n",
        " (('language', 'interpreters', 'should', 'contact', 'the'), 30),\n",
        " (('york', '.', 'site', 'no', '.'), 30),\n",
        " (('new', 'york', '.', 'site', 'no'), 30),\n",
        " ((',', 'new', 'york', '.', 'site'), 30),\n",
        " ((',', 'brooklyn', ',', 'new', 'york'), 30),\n",
        " (('manhattan', ',', 'new', 'york', '10007'), 29),\n",
        " (('st', 'in', 'the', 'borough', 'of'), 29),\n",
        " (('department', 'of', 'information', 'technology', '&'), 29),\n",
        " (('business', 'days', 'prior', 'to', 'the'), 29),\n",
        " (('the', 'procurement', 'policy', 'board', 'rules'), 29),\n",
        " (('for', 'children', \"'s\", 'services', ','), 28),\n",
        " ((',', '2nd', 'floor', ',', 'new'), 28),\n",
        " ((':', 'in', 'the', 'matter', 'of'), 28),\n",
        " (('of', 'information', 'technology', '&', 'telecommunications'), 28),\n",
        " (('2nd', 'floor', ',', 'new', 'york'), 28),\n",
        " (('that', 'a', 'public', 'hearing', 'will'), 28),\n",
        " (('york', ',', 'n.y.', '10007', ','), 28),\n",
        " (('contact', 'the', 'mayor', \"'s\", 'office'), 27),\n",
        " (('should', 'contact', 'the', 'mayor', \"'s\"), 27),\n",
        " (('interpreters', 'should', 'contact', 'the', 'mayor'), 27),\n",
        " (('square', 'foot', 'parcel', 'of', 'land'), 27),\n",
        " (('william', 'street', ',', '9th', 'floor'), 26),\n",
        " (('given', 'that', 'a', 'public', 'hearing'), 26),\n",
        " ((',', 'at', 'the', 'call', 'of'), 26),\n",
        " (('borough', 'of', 'manhattan', ',', 'on'), 26),\n",
        " (('five', '(', '5', ')', 'years'), 26),\n",
        " (('150', 'william', 'street', ',', '9th'), 26),\n",
        " ((')', 'business', 'days', 'prior', 'to'), 26),\n",
        " (('extension', 'new', 'start', 'date', 'of'), 26),\n",
        " (('llc', 'for', 'a', 'site', 'located'), 25),\n",
        " (('hereby', 'given', 'that', 'a', 'public'), 25),\n",
        " ((',', 'between', 'the', 'hours', 'of'), 25),\n",
        " (('.', '(', 'preliminary', 'and', 'final'), 24),\n",
        " (('telecommunications', 'description', 'of', 'services', 'sought'), 24),\n",
        " (('(', 'preliminary', 'and', 'final', ')'), 24),\n",
        " ((',', 'at', '10:00', 'a.m.', ','), 24),\n",
        " (('of', 'each', 'month', ',', 'at'), 24),\n",
        " (('procurement', 'policy', 'board', 'rules', '.'), 24),\n",
        " (('on', 'the', 'following', ':', 'in'), 24),\n",
        " (('month', 'at', 'the', 'call', 'of'), 24),\n",
        " (('10007', ',', '(', '212', ')'), 24),\n",
        " (('nature', 'of', 'services', 'sought', ':'), 24),\n",
        " (('the', 'following', ':', 'in', 'the'), 24),\n",
        " (('street', ',', '9th', 'floor', ','), 24),\n",
        " ((',', 'brooklyn', 'certificate', 'of', 'appropriateness'), 24),\n",
        " (('following', ':', 'in', 'the', 'matter'), 24),\n",
        " (('new', 'york', ',', 'ny', '10004'), 24),\n",
        " (('department', 'of', 'parks', 'and', 'recreation'), 24),\n",
        " ((',', 'maintain', ',', 'and', 'operate'), 24),\n",
        " (('new', 'york', ',', 'ny', '10006'), 24),\n",
        " (('new', 'york', 'city', 'charter', 'for'), 23),\n",
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        " (('month', 'in', 'councilman', \"'s\", 'chamber'), 12),\n",
        " (('a.m.', 'once', 'a', 'month', 'at'), 12),\n",
        " (('10004', '.', 'commission', 'on', 'human'), 12),\n",
        " (('the', 'last', 'wednesday', 'of', 'each'), 12),\n",
        " (('administrative', 'services', 'division', 'of', 'citywide'), 12),\n",
        " (('except', 'august', ')', 'at', '10:00'), 12),\n",
        " (('street', ',', 'in', 'the', 'borough'), 12),\n",
        " (('and', '4', 'pm', '.', 'please'), 12),\n",
        " (('the', '9th', 'floor', 'of', '40'), 12),\n",
        " (('of', 'a', 'proposed', 'revocable', 'consent'), 12),\n",
        " (('in', 'the', 'hall', 'of', 'the'), 12),\n",
        " ((',', 'october', ',', 'november', 'and'), 12),\n",
        " ((',', 'at', '1:30', 'p.m.', 'contract'), 12),\n",
        " (('schedule', ',', 'or', 'additonal', 'information'), 12),\n",
        " (('education', 'meets', 'at', '535', 'east'), 12),\n",
        " (('.', 'citywide', 'administrative', 'services', 'division'), 12),\n",
        " ((',', 'twice', 'monthly', 'on', 'wednesday'), 12),\n",
        " (('fourth', 'monday', 'in', 'january', ','), 12),\n",
        " (('environmental', 'control', 'board', 'meets', 'at'), 12),\n",
        " (('of', 'citywide', 'administrative', 'services', 'may'), 12),\n",
        " (('of', 'each', 'month', 'at', '40'), 12),\n",
        " (('10:00', 'a.m.', ',', 'quarterly', 'or'), 12),\n",
        " (('location', 'as', 'warranted', '.', 'franchise'), 12),\n",
        " (('at', '10:30', 'a.m.', 'board', 'of'), 12),\n",
        " (('awards', 'public', 'hearing', 'meets', 'in'), 12),\n",
        " (('preservation', 'commission', 'meets', 'in', 'the'), 12),\n",
        " (('scheduled', 'for', 'the', 'last', 'wednesday'), 12),\n",
        " (('current', 'meeting', 'dates', ',', 'times'), 12),\n",
        " ((',', 'at', '5:30', 'p.m.', ','), 12),\n",
        " ((',', 'times', 'and', 'agendas', ','), 12),\n",
        " (('september', ',', 'october', ',', 'november'), 12),\n",
        " (('of', '40', 'rector', 'street', '.'), 12),\n",
        " (('new', 'york', ',', 'ny', '10041'), 12),\n",
        " (('for', 'current', 'meeting', 'dates', ','), 12),\n",
        " (('ny', '10006', '.', 'visit', 'http'), 12),\n",
        " ((',', 'on', 'wednesdays', ',', 'commencing'), 12),\n",
        " (('twice', 'a', 'month', 'in', 'councilman'), 12),\n",
        " (('and', 'disposition', 'meets', 'in', 'spector'), 12),\n",
        " (('on', 'tuesdays', ',', 'commencing', '10:00'), 12),\n",
        " (('as', 'warranted', '.', 'franchise', 'and'), 12),\n",
        " (('by', 'the', 'commission', '.', 'for'), 12),\n",
        " (('revision', 'of', 'awards', 'meets', 'in'), 12),\n",
        " ((\"''\", 'on', 'tuesdays', 'at', '10:00'), 12),\n",
        " (('on', 'thursday', ',', 'commencing', '10:00'), 12),\n",
        " (('board', 'meets', 'in', 'spector', 'hall'), 12),\n",
        " (('the', 'commission', \"'s\", 'central', 'office'), 12),\n",
        " (('month', 'at', '6:00', 'p.m', '.'), 12),\n",
        " (('extension', 'the', 'agency', 'intends', 'to'), 12),\n",
        " (('health', 'insurance', 'board', 'meets', 'in'), 12),\n",
        " (('.', 'board', 'of', 'higher', 'education'), 12),\n",
        " (('compensation', 'payable', 'to', 'the', 'city'), 12),\n",
        " (('at', 'an', 'annual', 'rent', 'of'), 12),\n",
        " (('on', 'tuesday', ',', 'at', '1:30'), 12),\n",
        " ((',', 'please', 'visit', 'nyc.gov/designcommission', 'or'), 12),\n",
        " (('design', 'commission', 'meets', 'at', 'city'), 12),\n",
        " (('terms', 'and', 'conditions', 'for', 'compensation'), 12),\n",
        " (('city', ',', 'n.y.', '11101', ','), 12),\n",
        " (('otherwise', 'noted', ')', '.', 'any'), 12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#We can keep going!\n",
      "corpus6grams = list(ngrams(lowerTokens,6))\n",
      "corpus6gramFreqs = nltk.FreqDist(corpus6grams)\n",
      "corpus6gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 30,
       "text": [
        "[(('personnel', 'in', 'substantially', 'similar', 'titles', 'within'), 269),\n",
        " (('substantially', 'similar', 'titles', 'within', 'agency', ':'), 264),\n",
        " (('in', 'substantially', 'similar', 'titles', 'within', 'agency'), 264),\n",
        " (('--', '--', '--', '--', '--', '--'), 186),\n",
        " (('date', 'of', 'the', 'proposed', 'contract', ':'), 186),\n",
        " (('headcount', 'of', 'personnel', 'in', 'substantially', 'similar'), 136),\n",
        " (('of', 'personnel', 'in', 'substantially', 'similar', 'titles'), 136),\n",
        " (('the', 'agency', 'intends', 'to', 'utilize', ':'), 134),\n",
        " (('(', 's', ')', 'not', 'included', 'in'), 126),\n",
        " (('2015', 'annual', 'contracting', 'plan', 'and', 'schedule'), 124),\n",
        " (('sidewalk', 'caf', 'for', 'a', 'term', 'of'), 124),\n",
        " (('fy', '2015', 'annual', 'contracting', 'plan', 'and'), 124),\n",
        " (('unenclosed', 'sidewalk', 'caf', 'for', 'a', 'term'), 120),\n",
        " (('notice', 'is', 'hereby', 'given', 'that', 'the'), 116),\n",
        " (('an', 'unenclosed', 'sidewalk', 'caf', 'for', 'a'), 112),\n",
        " (('operate', 'an', 'unenclosed', 'sidewalk', 'caf', 'for'), 112),\n",
        " (('and', 'operate', 'an', 'unenclosed', 'sidewalk', 'caf'), 112),\n",
        " (('maintain', ',', 'and', 'operate', 'an', 'unenclosed'), 112),\n",
        " ((',', 'and', 'operate', 'an', 'unenclosed', 'sidewalk'), 112),\n",
        " (('method', 'of', 'solicitation', 'the', 'agency', 'intends'), 103),\n",
        " (('of', 'solicitation', 'the', 'agency', 'intends', 'to'), 103),\n",
        " (('solicitation', 'the', 'agency', 'intends', 'to', 'utilize'), 103),\n",
        " (('caf', 'for', 'a', 'term', 'of', 'four'), 102),\n",
        " (('for', 'a', 'term', 'of', 'four', 'years'), 102),\n",
        " (('term', 'of', 'four', 'years', '.', ')'), 101),\n",
        " (('a', 'term', 'of', 'four', 'years', '.'), 101),\n",
        " (('in', 'the', 'borough', 'of', 'manhattan', '('), 100),\n",
        " (('the', 'borough', 'of', 'manhattan', '(', 'to'), 99),\n",
        " (('to', 'maintain', ',', 'and', 'operate', 'an'), 98),\n",
        " (('end', 'date', 'of', 'the', 'proposed', 'contract'), 96),\n",
        " (('solicitation', '(', 's', ')', 'not', 'included'), 94),\n",
        " (('similar', 'titles', 'within', 'agency', ':', 'none'), 93),\n",
        " (('agency', ':', 'none', 'headcount', 'of', 'personnel'), 92),\n",
        " (('none', 'headcount', 'of', 'personnel', 'in', 'substantially'), 92),\n",
        " ((':', 'none', 'headcount', 'of', 'personnel', 'in'), 92),\n",
        " (('titles', 'within', 'agency', ':', 'none', 'headcount'), 91),\n",
        " (('within', 'agency', ':', 'none', 'headcount', 'of'), 91),\n",
        " (('start', 'date', 'of', 'the', 'proposed', 'contract'), 90),\n",
        " (('continue', 'to', 'maintain', ',', 'and', 'operate'), 89),\n",
        " (('borough', 'of', 'manhattan', '(', 'to', 'continue'), 87),\n",
        " (('of', 'manhattan', '(', 'to', 'continue', 'to'), 86),\n",
        " (('(', 'to', 'continue', 'to', 'maintain', ','), 86),\n",
        " (('to', 'continue', 'to', 'maintain', ',', 'and'), 86),\n",
        " (('similar', 'titles', 'within', 'agency', ':', '0'), 83),\n",
        " (('spector', 'hall', ',', '22', 'reade', 'street'), 82),\n",
        " (('hall', ',', '22', 'reade', 'street', ','), 82),\n",
        " (('in', 'spector', 'hall', ',', '22', 'reade'), 81),\n",
        " (('manhattan', '(', 'to', 'continue', 'to', 'maintain'), 74),\n",
        " (('floor', ',', 'new', 'york', ',', 'ny'), 72),\n",
        " ((',', 'new', 'york', ',', 'ny', '10007'), 66),\n",
        " (('is', 'hereby', 'given', 'that', 'the', 'mayor'), 65),\n",
        " (('of', 'the', 'city', 'of', 'new', 'york'), 64),\n",
        " (('pursuant', 'to', 'new', 'york', 'city', 'charter'), 63),\n",
        " (('given', 'that', 'the', 'mayor', 'will', 'be'), 63),\n",
        " (('schedule', 'notice', 'is', 'hereby', 'given', 'that'), 63),\n",
        " (('schedule', 'that', 'is', 'published', 'pursuant', 'to'), 63),\n",
        " (('city', 'charter', '312', '(', 'a', ')'), 63),\n",
        " (('hereby', 'given', 'that', 'the', 'mayor', 'will'), 63),\n",
        " (('plan', 'and', 'schedule', 'notice', 'is', 'hereby'), 63),\n",
        " (('s', ')', 'not', 'included', 'in', 'fy'), 63),\n",
        " (('contracting', 'plan', 'and', 'schedule', 'notice', 'is'), 63),\n",
        " (('(', 'a', ')', ':', 'agency', ':'), 63),\n",
        " ((')', 'not', 'included', 'in', 'the', 'fy'), 63),\n",
        " (('312', '(', 'a', ')', ':', 'agency'), 63),\n",
        " (('to', 'new', 'york', 'city', 'charter', '312'), 63),\n",
        " (('published', 'pursuant', 'to', 'new', 'york', 'city'), 63),\n",
        " (('s', ')', 'not', 'included', 'in', 'the'), 63),\n",
        " (('new', 'york', 'city', 'charter', '312', '('), 63),\n",
        " (('and', 'schedule', 'notice', 'is', 'hereby', 'given'), 63),\n",
        " (('is', 'published', 'pursuant', 'to', 'new', 'york'), 63),\n",
        " (('contracting', 'plan', 'and', 'schedule', 'that', 'is'), 63),\n",
        " (('plan', 'and', 'schedule', 'that', 'is', 'published'), 63),\n",
        " (('annual', 'contracting', 'plan', 'and', 'schedule', 'notice'), 63),\n",
        " (('charter', '312', '(', 'a', ')', ':'), 63),\n",
        " (('and', 'schedule', 'that', 'is', 'published', 'pursuant'), 63),\n",
        " (('york', 'city', 'charter', '312', '(', 'a'), 63),\n",
        " (('annual', 'contracting', 'plan', 'and', 'schedule', 'that'), 63),\n",
        " (('that', 'is', 'published', 'pursuant', 'to', 'new'), 63),\n",
        " (('in', 'fy', '2015', 'annual', 'contracting', 'plan'), 62),\n",
        " (('included', 'in', 'fy', '2015', 'annual', 'contracting'), 62),\n",
        " (('included', 'in', 'the', 'fy', '2015', 'annual'), 62),\n",
        " (('not', 'included', 'in', 'the', 'fy', '2015'), 62),\n",
        " (('not', 'included', 'in', 'fy', '2015', 'annual'), 62),\n",
        " (('in', 'the', 'fy', '2015', 'annual', 'contracting'), 62),\n",
        " (('the', 'fy', '2015', 'annual', 'contracting', 'plan'), 62),\n",
        " ((')', 'not', 'included', 'in', 'fy', '2015'), 62),\n",
        " (('for', 'the', 'period', 'july', '1', ','), 61),\n",
        " (('meets', 'in', 'spector', 'hall', ',', '22'), 60),\n",
        " (('of', 'the', 'new', 'york', 'city', 'charter'), 53),\n",
        " (('at', 'the', 'call', 'of', 'the', 'chairman'), 51),\n",
        " (('reade', 'street', ',', 'main', 'floor', ','), 50),\n",
        " ((',', '22', 'reade', 'street', ',', 'main'), 50),\n",
        " (('22', 'reade', 'street', ',', 'main', 'floor'), 50),\n",
        " (('the', 'call', 'of', 'the', 'chairman', '.'), 50),\n",
        " (('office', 'of', 'environmental', 'remediation', '(', 'oer'), 50),\n",
        " (('of', 'environmental', 'remediation', '(', 'oer', ')'), 50),\n",
        " (('intends', 'to', 'utilize', ':', 'task', 'order'), 49),\n",
        " (('oer', ')', 'has', 'received', 'an', 'nyc'), 49),\n",
        " (('is', 'assigned', 'to', 'this', 'project', '.'), 49),\n",
        " (('an', 'nyc', 'voluntary', 'cleanup', 'program', '('), 49),\n",
        " (('to', 'utilize', ':', 'task', 'order', 'personnel'), 49),\n",
        " (('environmental', 'remediation', '(', 'oer', ')', 'has'), 49),\n",
        " (('nyc', 'voluntary', 'cleanup', 'program', '(', 'vcp'), 49),\n",
        " (('utilize', ':', 'task', 'order', 'personnel', 'in'), 49),\n",
        " ((')', 'has', 'received', 'an', 'nyc', 'voluntary'), 49),\n",
        " (('remediation', '(', 'oer', ')', 'has', 'received'), 49),\n",
        " (('has', 'received', 'an', 'nyc', 'voluntary', 'cleanup'), 49),\n",
        " (('task', 'order', 'personnel', 'in', 'substantially', 'similar'), 49),\n",
        " ((':', 'task', 'order', 'personnel', 'in', 'substantially'), 49),\n",
        " (('(', 'oer', ')', 'has', 'received', 'an'), 49),\n",
        " (('received', 'an', 'nyc', 'voluntary', 'cleanup', 'program'), 49),\n",
        " (('order', 'personnel', 'in', 'substantially', 'similar', 'titles'), 49),\n",
        " (('city', 'office', 'of', 'environmental', 'remediation', '('), 49),\n",
        " (('voluntary', 'cleanup', 'program', '(', 'vcp', ')'), 49),\n",
        " (('the', 'new', 'york', 'city', 'office', 'of'), 49),\n",
        " (('new', 'york', 'city', 'office', 'of', 'environmental'), 49),\n",
        " (('agency', 'intends', 'to', 'utilize', ':', 'task'), 49),\n",
        " (('york', 'city', 'office', 'of', 'environmental', 'remediation'), 49),\n",
        " (('cleanup', 'program', '(', 'vcp', ')', 'application'), 49),\n",
        " (('days', ',', 'times', 'and', 'location', 'as'), 48),\n",
        " (('program', '(', 'vcp', ')', 'application', 'from'), 48),\n",
        " (('times', 'and', 'location', 'as', 'warranted', '.'), 48),\n",
        " (('and', 'other', 'days', ',', 'times', 'and'), 48),\n",
        " (('other', 'days', ',', 'times', 'and', 'location'), 48),\n",
        " ((',', 'times', 'and', 'location', 'as', 'warranted'), 48),\n",
        " (('notice', 'is', 'hereby', 'given', 'that', 'a'), 48),\n",
        " ((',', 'and', 'other', 'days', ',', 'times'), 48),\n",
        " (('following', 'solicitation', '(', 's', ')', 'not'), 47),\n",
        " (('the', 'mayor', 'will', 'be', 'issuing', 'the'), 47),\n",
        " (('notice', 'of', 'intent', 'to', 'issue', 'new'), 47),\n",
        " (('issuing', 'the', 'following', 'solicitation', '(', 's'), 47),\n",
        " (('the', 'following', 'solicitation', '(', 's', ')'), 47),\n",
        " (('issue', 'new', 'solicitation', '(', 's', ')'), 47),\n",
        " (('be', 'issuing', 'the', 'following', 'solicitation', '('), 47),\n",
        " (('intent', 'to', 'issue', 'new', 'solicitation', '('), 47),\n",
        " (('mayor', 'will', 'be', 'issuing', 'the', 'following'), 47),\n",
        " (('will', 'be', 'issuing', 'the', 'following', 'solicitation'), 47),\n",
        " (('of', 'intent', 'to', 'issue', 'new', 'solicitation'), 47),\n",
        " (('new', 'solicitation', '(', 's', ')', 'not'), 47),\n",
        " (('that', 'the', 'mayor', 'will', 'be', 'issuing'), 47),\n",
        " (('to', 'issue', 'new', 'solicitation', '(', 's'), 47),\n",
        " ((',', 'new', 'york', ',', 'n.y.', '10007'), 46),\n",
        " (('project', '.', 'the', 'new', 'york', 'city'), 45),\n",
        " (('titles', 'within', 'agency', ':', '0', 'agency'), 45),\n",
        " (('to', 'this', 'project', '.', 'the', 'new'), 45),\n",
        " (('.', 'the', 'new', 'york', 'city', 'office'), 45),\n",
        " (('assigned', 'to', 'this', 'project', '.', 'the'), 45),\n",
        " (('within', 'agency', ':', '0', 'agency', ':'), 45),\n",
        " (('this', 'project', '.', 'the', 'new', 'york'), 45),\n",
        " ((')', ':', 'agency', ':', 'department', 'of'), 44),\n",
        " (('a', ')', ':', 'agency', ':', 'department'), 44),\n",
        " (('the', 'city', 'of', 'new', 'york', ','), 43),\n",
        " (('ave', 'in', 'the', 'borough', 'of', 'manhattan'), 42),\n",
        " (('agency', ':', 'department', 'of', 'information', 'technology'), 41),\n",
        " (('date', 'of', 'the', 'proposed', 'renewed/extended', 'contract'), 40),\n",
        " (('of', 'the', 'proposed', 'renewed/extended', 'contract', ':'), 40),\n",
        " (('public', 'notice', 'is', 'hereby', 'given', 'that'), 39),\n",
        " ((',', 'manhattan', 'certificate', 'of', 'appropriateness', 'a'), 38),\n",
        " ((',', 'new', 'york', ',', 'new', 'york'), 37),\n",
        " (('a', 'public', 'hearing', 'will', 'be', 'held'), 37),\n",
        " (('matters', 'have', 'been', 'scheduled', 'for', 'public'), 36),\n",
        " ((',', 'main', 'floor', ',', 'manhattan', ','), 36),\n",
        " (('is', 'hereby', 'given', 'that', 'the', 'following'), 36),\n",
        " ((',', 'commencing', '10:00', 'a.m.', ',', 'and'), 36),\n",
        " (('scheduled', 'for', 'public', 'hearing', 'by', 'community'), 36),\n",
        " (('hereby', 'given', 'that', 'the', 'following', 'matters'), 36),\n",
        " (('street', ',', 'main', 'floor', ',', 'manhattan'), 36),\n",
        " (('the', 'following', 'matters', 'have', 'been', 'scheduled'), 36),\n",
        " ((',', 'municipal', 'building', ',', 'manhattan', ','), 36),\n",
        " (('following', 'matters', 'have', 'been', 'scheduled', 'for'), 36),\n",
        " (('of', 'the', 'chairman', '.', 'board', 'of'), 36),\n",
        " (('have', 'been', 'scheduled', 'for', 'public', 'hearing'), 36),\n",
        " (('commencing', '10:00', 'a.m.', ',', 'and', 'other'), 36),\n",
        " (('that', 'the', 'following', 'matters', 'have', 'been'), 36),\n",
        " (('given', 'that', 'the', 'following', 'matters', 'have'), 36),\n",
        " (('a.m.', ',', 'and', 'other', 'days', ','), 36),\n",
        " (('call', 'of', 'the', 'chairman', '.', 'board'), 36),\n",
        " (('10:00', 'a.m.', ',', 'and', 'other', 'days'), 36),\n",
        " (('been', 'scheduled', 'for', 'public', 'hearing', 'by'), 36),\n",
        " (('individuals', 'requesting', 'sign', 'language', 'interpreters', 'should'),\n",
        "  35),\n",
        " (('by', 'community', 'board', ':', 'borough', 'of'), 35),\n",
        " (('hearing', 'by', 'community', 'board', ':', 'borough'), 35),\n",
        " (('public', 'hearing', 'by', 'community', 'board', ':'), 35),\n",
        " (('for', 'public', 'hearing', 'by', 'community', 'board'), 35),\n",
        " (('22', 'reade', 'street', ',', 'new', 'york'), 35),\n",
        " (('in', 'the', 'matter', 'of', 'an', 'application'), 34),\n",
        " (('reade', 'street', ',', 'new', 'york', ','), 34),\n",
        " ((',', '22', 'reade', 'street', ',', 'new'), 34),\n",
        " (('the', 'matter', 'of', 'an', 'application', 'submitted'), 33),\n",
        " (('matter', 'of', 'an', 'application', 'submitted', 'by'), 33),\n",
        " (('in', 'the', 'matter', 'of', 'a', 'proposed'), 33),\n",
        " (('new', 'start', 'date', 'of', 'the', 'proposed'), 32),\n",
        " (('reason', '(', 's', ')', 'the', 'agency'), 32),\n",
        " (('services', 'performed', 'under', 'the', 'contract', ':'), 32),\n",
        " (('the', 'new', 'york', 'city', 'department', 'of'), 32),\n",
        " (('of', 'services', 'performed', 'under', 'the', 'contract'), 32),\n",
        " (('days', 'prior', 'to', 'the', 'public', 'hearing'), 32),\n",
        " (('(', 's', ')', 'the', 'agency', 'intends'), 32),\n",
        " (('s', ')', 'the', 'agency', 'intends', 'to'), 32),\n",
        " (('contract', '(', 's', ')', 'not', 'included'), 32),\n",
        " (('new', 'end', 'date', 'of', 'the', 'proposed'), 32),\n",
        " ((':', '0', 'agency', ':', 'department', 'of'), 32),\n",
        " (('prior', 'to', 'the', 'public', 'hearing', '.'), 32),\n",
        " (('nature', 'of', 'services', 'performed', 'under', 'the'), 32),\n",
        " (('street', ',', 'new', 'york', ',', 'ny'), 31),\n",
        " (('the', 'administration', 'for', 'children', \"'s\", 'services'), 31),\n",
        " (('modifications', 'sought', 'to', 'the', 'nature', 'of'), 31),\n",
        " (('requesting', 'sign', 'language', 'interpreters', 'should', 'contact'), 31),\n",
        " (('street', ',', 'new', 'york', ',', 'n.y.'), 31),\n",
        " (('sought', 'to', 'the', 'nature', 'of', 'services'), 31),\n",
        " (('to', 'the', 'nature', 'of', 'services', 'performed'), 31),\n",
        " (('agency', ':', '0', 'agency', ':', 'department'), 31),\n",
        " (('the', 'nature', 'of', 'services', 'performed', 'under'), 31),\n",
        " (('public', 'hearing', 'will', 'be', 'held', 'at'), 30),\n",
        " (('sign', 'language', 'interpreters', 'should', 'contact', 'the'), 30),\n",
        " ((',', 'new', 'york', '.', 'site', 'no'), 30),\n",
        " (('new', 'york', '.', 'site', 'no', '.'), 30),\n",
        " (('of', 'the', 'procurement', 'policy', 'board', 'rules'), 29),\n",
        " (('business', 'days', 'prior', 'to', 'the', 'public'), 29),\n",
        " ((':', 'department', 'of', 'information', 'technology', '&'), 29),\n",
        " (('manhattan', ',', 'new', 'york', '10007', ','), 29),\n",
        " ((',', 'manhattan', ',', 'new', 'york', '10007'), 29),\n",
        " (('department', 'of', 'information', 'technology', '&', 'telecommunications'),\n",
        "  28),\n",
        " (('that', 'a', 'public', 'hearing', 'will', 'be'), 28),\n",
        " (('new', 'york', ',', 'n.y.', '10007', ','), 28),\n",
        " (('2nd', 'floor', ',', 'new', 'york', ','), 28),\n",
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        " (('review', 'sessions', 'begin', 'at', '9:30', 'a.m.'), 12),\n",
        " ((',', 'of', 'each', 'month', 'at', '6:00'), 12),\n",
        " (('hall', 'of', 'the', 'board', 'for', 'a'), 12),\n",
        " (('at', '(', '212', ')', '513-4670', 'or'), 12),\n",
        " (('www.nyc.gov/landmarks', '.', 'employees', \"'\", 'retirement', 'system'),\n",
        "  12),\n",
        " (('at', '9:30', 'a.m.', ',', 'unless', 'otherwise'), 12),\n",
        " (('the', 'application', 'desk', 'at', '(', '212'), 12),\n",
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        " (('at', 'the', 'call', 'of', 'the', 'president'), 12),\n",
        " (('at', '10:30', 'a.m.', 'board', 'of', 'revision'), 12),\n",
        " (('in', 'the', 'hall', 'of', 'the', 'board'), 12),\n",
        " (('revision', 'of', 'awards', 'meets', 'in', 'room'), 12),\n",
        " (('at', '10:00', 'a.m.', ',', 'unless', 'otherwise'), 12),\n",
        " (('.', 'board', 'of', 'standards', 'and', 'appeals'), 12),\n",
        " (('meeting', 'schedule', ',', 'please', 'visit', 'nyc.gov/designcommission'),\n",
        "  12),\n",
        " (('in', 'january', ',', 'february', ',', 'march'), 12),\n",
        " (('the', 'second', 'wednesday', 'of', 'each', 'month'), 12),\n",
        " ((')', '513-4670', 'or', 'consult', 'the', 'bulletin'), 12),\n",
        " (('before', 'the', 'meeting', '.', 'for', 'additional'), 12),\n",
        " (('commission', 'meets', 'in', 'spector', 'hall', ','), 12),\n",
        " (('of', 'elections', '32', 'broadway', ',', '7th'), 12),\n",
        " (('and', '4', 'pm', '.', 'please', 'contact'), 12),\n",
        " (('(', 'except', 'august', ')', 'at', '10:00'), 12),\n",
        " (('a.m.', ',', 'on', 'the', 'third', 'thursday'), 12),\n",
        " (('rector', 'street', '.', 'for', 'changes', 'in'), 12),\n",
        " (('room', '2203', ',', '2', 'washington', 'street'), 12),\n",
        " (('.', 'environmental', 'control', 'board', 'meets', 'at'), 12),\n",
        " (('street', 'in', 'manhattan', 'on', 'approximately', 'three'), 12),\n",
        " (('as', 'warranted', '.', 'real', 'property', 'acquisition'), 12),\n",
        " (('rector', 'street', ',', '9th', 'floor', '.'), 12),\n",
        " (('meeting', 'on', 'the', 'third', 'wednesday', ','), 12),\n",
        " (('september', ',', 'october', ',', 'november', 'and'), 12),\n",
        " ((',', 'march', ',', 'april', ',', 'june'), 12),\n",
        " (('release', 'board', 'meets', 'in', 'spector', 'hall'), 12),\n",
        " (('10007', '(', 'unless', 'otherwise', 'noted', ')'), 12),\n",
        " (('york', ',', 'ny', '10007', '.', 'for'), 12),\n",
        " (('education', 'meets', 'in', 'the', 'hall', 'of'), 12),\n",
        " (('health', 'insurance', 'board', 'meets', 'in', 'room'), 12),\n",
        " (('a.m.', 'board', 'of', 'elections', '32', 'broadway'), 12),\n",
        " (('has', 'been', 'selected', 'by', 'means', 'of'), 12),\n",
        " ((',', 'monthly', 'on', 'wednesdays', ',', 'commencing'), 12),\n",
        " (('application', 'desk', 'at', '(', '212', ')'), 12),\n",
        " (('bi-weekly', ',', 'on', 'wednesdays', ',', 'commencing'), 12),\n",
        " (('tuesday', 'public', 'hearing', 'in', 'the', 'bsa'), 12),\n",
        " (('manhattan', '(', 'to', 'continue', 'to', ','), 12),\n",
        " (('p.m', '.', 'the', 'annual', 'meeting', 'is'), 12),\n",
        " (('municipal', 'building', ',', '9th', 'floor', 'north'), 12),\n",
        " ((',', 'monthly', 'on', 'tuesdays', ',', 'commencing'), 12),\n",
        " (('11201', ',', 'at', '9:30', 'a.m.', ','), 12),\n",
        " (('meets', 'in', 'the', 'hearing', 'room', ','), 12),\n",
        " (('approval', 'by', 'the', 'mayor', 'to', 'june'), 12),\n",
        " (('otherwise', 'noted', ')', '.', 'any', 'changes'), 12),\n",
        " (('is', 'held', 'on', 'the', 'first', 'tuesday'), 12),\n",
        " (('at', '10:00', 'a.m.', 'on', 'the', 'second'), 12),\n",
        " ((',', 'on', 'wednesdays', ',', 'commencing', '10:00'), 12),\n",
        " (('charter', 'twice', 'a', 'month', 'in', 'councilman'), 12),\n",
        " (('sessions', 'begin', 'at', '9:30', 'a.m.', 'and'), 12),\n",
        " (('the', 'matter', 'of', 'a', 'proposed', 'revocable'), 12),\n",
        " (('1:30', 'p.m.', 'and', 'at', 'the', 'call'), 12),\n",
        " (('the', 'bulletin', 'board', 'at', 'the', 'board'), 12),\n",
        " (('at', '1:30', 'p.m.', 'and', 'at', 'the'), 12),\n",
        " (('the', 'chairman', '.', 'health', 'insurance', 'board'), 12),\n",
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        " (('n.y.', '11101', ',', 'at', '10:00', 'a.m.'), 12),\n",
        " (('franchise', 'and', 'concession', 'review', 'committee', 'meets'), 12),\n",
        " (('otherwise', 'ordered', 'by', 'the', 'commission', '.'), 12),\n",
        " (('a.m.', 'once', 'a', 'month', 'at', 'the'), 12),\n",
        " (('in', 'the', 'commission', \"'s\", 'central', 'office'), 12),\n",
        " (('floor', ',', 'manhattan', ',', 'bi-weekly', ','), 12),\n",
        " (('a', 'tuesday', 'public', 'hearing', 'in', 'the'), 12),\n",
        " (('603', ',', 'municipal', 'building', ',', 'manhattan'), 12),\n",
        " (('held', 'on', 'the', 'first', 'tuesday', 'of'), 12),\n",
        " (('335', 'adams', 'street', ',', 'brooklyn', ','), 12),\n",
        " (('month', 'at', '6:00', 'p.m', '.', 'the'), 12),\n",
        " (('floor', '.', 'tax', 'commission', 'meets', 'in'), 12),\n",
        " (('10021', ',', 'at', '5:30', 'p.m.', ','), 12),\n",
        " (('housing', 'authority', 'board', 'meetings', 'of', 'the'), 12),\n",
        " (('additional', 'information', 'and', 'scheduling', 'changes', '.'), 12),\n",
        " (('meetings', 'of', 'the', 'new', 'york', 'city'), 12),\n",
        " (('the', 'fourth', 'wednesday', 'of', 'each', 'month'), 12),\n",
        " (('special', 'permit', '(', '73-36', ')', 'to'), 12),\n",
        " (('administrative', 'code', 'of', 'the', 'city', 'of'), 12),\n",
        " (('2014', 'special', 'permit', '(', '73-36', ')'), 12),\n",
        " ((',', '22nd', 'floor', ',', '335', 'adams'), 12),\n",
        " (('the', 'chairman', '.', 'housing', 'authority', 'board'), 12),\n",
        " (('42-09', '28th', 'street', ',', 'long', 'island'), 12),\n",
        " (('on', 'thursday', ',', 'at', '10:30', 'a.m.'), 12),\n",
        " (('in', 'room', '2203', ',', '2', 'washington'), 12),\n",
        " (('main', 'floor', ',', 'and', 'other', 'days'), 12),\n",
        " (('approximately', 'three', 'tuesday', \"'s\", 'each', 'month'), 12),\n",
        " (('a.m.', ',', 'unless', 'otherwise', 'ordered', 'by'), 12),\n",
        " (('a.m.', 'and', 'are', 'customarily', 'held', 'on'), 12),\n",
        " (('for', 'a', 'monthly', 'business', 'meeting', 'on'), 12),\n",
        " (('warranted', '.', 'franchise', 'and', 'concession', 'review'), 12),\n",
        " (('10006', ',', 'on', 'the', 'fourth', 'wednesday'), 12),\n",
        " (('10006',\n",
        "   '.',\n",
        "   'visit',\n",
        "   'http',\n",
        "   ':',\n",
        "   '//www.nyc.gov/html/ccrb/html/meeting.html'),\n",
        "  12),\n",
        " (('foreclosure', 'release', 'board', 'meets', 'in', 'spector'), 12),\n",
        " (('212-788-3071', '.', 'department', 'of', 'education', 'meets'), 12),\n",
        " (('city', 'hall', ',', 'third', 'floor', ','), 12),\n",
        " (('on', 'the', 'second', 'wednesday', 'of', 'each'), 12),\n",
        " (('city', 'planning', 'commission', 'meets', 'in', 'spector'), 12),\n",
        " (('as', 'warranted', '.', 'franchise', 'and', 'concession'), 12),\n",
        " ((',', 'long', 'island', 'city', ',', 'n.y.'), 12),\n",
        " (('scheduling', 'changes', '.', 'design', 'commission', 'meets'), 12),\n",
        " (('the', 'hearing', 'room', ',', 'municipal', 'building'), 12),\n",
        " (('third', 'thursday', 'of', 'each', 'month', ','), 12),\n",
        " (('at', '40', 'rector', 'street', ',', '2nd'), 12),\n",
        " (('room', 'on', 'the', '9th', 'floor', 'of'), 12),\n",
        " (('borough', 'of', 'manhattan', ',', 'in', 'the'), 12),\n",
        " (('meets', 'at', 'city', 'hall', ',', 'third'), 12),\n",
        " ((',', 'manhattan', ',', 'monthly', 'on', 'tuesdays'), 12),\n",
        " (('in', 'room', '530', ',', 'municipal', 'building'), 12),\n",
        " (('of', 'health', 'meets', 'at', 'gotham', 'center'), 12),\n",
        " ((',', 'municipal', 'building', ',', '9th', 'floor'), 12),\n",
        " (('.', 'design', 'commission', 'meets', 'at', 'city'), 12),\n",
        " (('on', '10th', 'floor', 'in', 'the', 'commission'), 12),\n",
        " (('dates', ',', 'times', 'and', 'agendas', ','), 12),\n",
        " (('agendas', ',', 'please', 'visit', 'our', 'website'), 12),\n",
        " (('island', 'city', ',', 'n.y.', '11101', ','), 12),\n",
        " (('room', '603', ',', 'municipal', 'building', ','), 12),\n",
        " (('.', 'civilian', 'complaint', 'review', 'board', 'generally'), 12),\n",
        " (('meets', 'in', 'room', '936', ',', 'municipal'), 12),\n",
        " (('annual', 'meeting', 'is', 'held', 'on', 'the'), 12),\n",
        " (('10007', ',', 'at', 'the', 'call', 'of'), 12),\n",
        " ((',', 'on', 'fourth', 'monday', 'in', 'january'), 12),\n",
        " (('board', 'of', 'standards', 'and', 'appeals', 'meets'), 12),\n",
        " (('at', 'call', 'of', 'the', 'chairman', '.'), 12),\n",
        " (('floor', 'of', '40', 'rector', 'street', '.'), 12),\n",
        " (('october', ',', 'november', 'and', 'december', '.'), 12),\n",
        " (('housing', 'authority', 'are', 'scheduled', 'for', 'the'), 12),\n",
        " (('and', 'location', 'as', 'warranted', '.', 'real'), 12),\n",
        " (('monthly', 'on', 'tuesdays', ',', 'commencing', '10:00'), 12),\n",
        " ((',', 'please', 'visit', 'nyc.gov/designcommission', 'or', 'call'), 12),\n",
        " (('p.m.', 'and', 'at', 'the', 'call', 'of'), 12),\n",
        " (('//www.nyc.gov/html/ccrb/html/meeting.html',\n",
        "   'for',\n",
        "   'additional',\n",
        "   'information',\n",
        "   'and',\n",
        "   'scheduling'),\n",
        "  12),\n",
        " (('535', 'east', '80th', 'street', ',', 'manhattan'), 12),\n",
        " (('9th', 'floor', 'of', '40', 'rector', 'street'), 12),\n",
        " (('40', 'rector', 'street', ',', '9th', 'floor'), 12),\n",
        " (('tuesday', ',', 'at', '1:30', 'p.m.', 'and'), 12),\n",
        " (('commission', 'meets', 'in', 'the', 'hearing', 'room'), 12),\n",
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        " (('at', '535', 'east', '80th', 'street', ','), 12),\n",
        " (('on', 'wednesday', ',', 'at', '10:00', 'a.m.'), 12),\n",
        " (('month', ',', 'at', 'the', 'call', 'of'), 12),\n",
        " (('code', 'of', 'the', 'city', 'of', 'new'), 12),\n",
        " (('public', 'hearing', 'meets', 'in', 'spector', 'hall'), 12),\n",
        " (('commission', \"'s\", 'central', 'office', ',', '40'), 12),\n",
        " (('human', 'rights', 'meets', 'on', '10th', 'floor'), 12),\n",
        " (('schedule', ',', 'please', 'visit', 'nyc.gov/designcommission', 'or'), 12),\n",
        " (('the', 'hall', 'of', 'the', 'board', 'for'), 12),\n",
        " (('``', 'e', \"''\", 'on', 'tuesdays', 'at'), 12),\n",
        " (('meets', 'in', 'room', '603', ',', 'municipal'), 12),\n",
        " (('as', 'warranted', '.', 'landmarks', 'preservation', 'commission'), 12),\n",
        " (('the', 'commission', '.', 'city', 'council', 'meets'), 12),\n",
        " ((',', 'june', ',', 'september', ',', 'october'), 12),\n",
        " (('at', 'an', 'annual', 'rent', 'of', '$'), 12),\n",
        " (('the', 'chairman', '.', 'board', 'of', 'higher'), 12),\n",
        " (('of', 'each', 'month', '(', 'except', 'august'), 12),\n",
        " (('of', 'the', 'chairman', '.', 'housing', 'authority'), 12),\n",
        " (('are', 'customarily', 'held', 'on', 'mondays', 'preceding'), 12),\n",
        " (('.', 'board', 'of', 'health', 'meets', 'at'), 12),\n",
        " (('9:30', 'a.m.', ',', 'on', 'the', 'third'), 12),\n",
        " (('our', 'website', 'at', 'www.nyc.gov/landmarks', '.', 'employees'), 12),\n",
        " (('proposed', 'revocable', 'consent', 'is', 'for', 'a'), 12),\n",
        " (('second', 'wednesday', 'of', 'each', 'month', 'at'), 12),\n",
        " (('consult', 'the', 'bulletin', 'board', 'at', 'the'), 12),\n",
        " ((',', '42-09', '28th', 'street', ',', 'long'), 12),\n",
        " (('office', ',', '100', 'centre', 'street', ','), 12),\n",
        " (('212', ')', '306-6088', '.', 'parole', 'commission'), 12),\n",
        " ((',', '2014', 'at', '7:00', 'p.m.', ','), 12),\n",
        " (('warranted', '.', 'civilian', 'complaint', 'review', 'board'), 12),\n",
        " (('weekly', ',', 'on', 'thursday', ',', 'commencing'), 12),\n",
        " (('at', '9:30', 'a.m.', 'and', 'are', 'customarily'), 12),\n",
        " (('of', 'each', 'month', 'at', '40', 'rector'), 12),\n",
        " (('department', 'of', 'citywide', 'administrative', 'services', 'may'), 12),\n",
        " (('the', 'hours', 'of', '10', 'am', 'and'), 12),\n",
        " (('.', 'real', 'property', 'acquisition', 'and', 'disposition'), 12),\n",
        " (('40', 'rector', 'street', '.', 'for', 'changes'), 12),\n",
        " (('street', '.', 'for', 'changes', 'in', 'the'), 12),\n",
        " (('held', 'on', 'fourth', 'monday', 'in', 'may'), 12),\n",
        " (('matter', 'of', 'a', 'proposed', 'revocable', 'consent'), 12),\n",
        " ((\"'s\", 'each', 'month', ',', 'commencing', 'at'), 12),\n",
        " (('10:00', 'a.m.', ',', '22', 'reade', 'street'), 12),\n",
        " (('times', 'and', 'agendas', ',', 'please', 'visit'), 12),\n",
        " (('the', 'city', 'according', 'to', 'the', 'following'), 12),\n",
        " (('chamber', ',', 'city', 'hall', ',', 'manhattan'), 12),\n",
        " (('1', 'centre', 'street', 'in', 'manhattan', 'on'), 12),\n",
        " (('ny', '10004', ',', 'on', 'tuesday', ','), 12),\n",
        " (('chairman', '.', 'health', 'insurance', 'board', 'meets'), 12),\n",
        " ((',', 'november', 'and', 'december', '.', 'annual'), 12),\n",
        " ((',', 'on', 'thursday', ',', 'at', '10:30'), 12),\n",
        " (('conditions', 'for', 'compensation', 'payable', 'to', 'the'), 12),\n",
        " (('meets', 'in', 'the', 'hall', 'of', 'the'), 12),\n",
        " (('hold', 'hearings', 'as', 'needed', 'in', 'room'), 12),\n",
        " (('40', 'rector', 'street', ',', '2nd', 'floor'), 12),\n",
        " (('the', 'chairman', '.', 'board', 'of', 'health'), 12),\n",
        " (('board', 'generally', 'meets', 'at', '10:00', 'a.m.'), 12),\n",
        " (('at', '10:00', 'a.m.', 'review', 'sessions', 'begin'), 12),\n",
        " (('on', 'tuesdays', ',', 'commencing', '10:00', 'a.m.'), 12),\n",
        " (('visit', 'our', 'website', 'at', 'www.nyc.gov/landmarks', '.'), 12),\n",
        " (('location', 'as', 'warranted', '.', 'landmarks', 'preservation'), 12),\n",
        " (('third', 'floor', ',', 'new', 'york', ','), 12),\n",
        " ((',', '2014', 'special', 'permit', '(', '73-36'), 12),\n",
        " (('citywide', 'administrative', 'services', 'may', 'determine', '.'), 12),\n",
        " (('authority', 'board', 'meetings', 'of', 'the', 'new'), 12),\n",
        " (('preceding', 'a', 'tuesday', 'public', 'hearing', 'in'), 12),\n",
        " (('board', 'for', 'a', 'monthly', 'business', 'meeting'), 12),\n",
        " (('11101', ',', 'at', '10:00', 'a.m.', ','), 12),\n",
        " (('a.m.', 'on', 'the', 'second', 'wednesday', 'of'), 12),\n",
        " (('contract', 'awards', 'public', 'hearing', 'meets', 'in'), 12),\n",
        " (('for', 'meeting', 'schedule', ',', 'please', 'visit'), 12),\n",
        " (('floor', ',', 'and', 'other', 'days', ','), 12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#We can keep going!\n",
      "corpus7grams = list(ngrams(lowerTokens,7))\n",
      "corpus7gramFreqs = nltk.FreqDist(corpus7grams)\n",
      "corpus7gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": [
        "[(('personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency'),\n",
        "  264),\n",
        " (('in', 'substantially', 'similar', 'titles', 'within', 'agency', ':'), 264),\n",
        " (('--', '--', '--', '--', '--', '--', '--'), 180),\n",
        " (('headcount', 'of', 'personnel', 'in', 'substantially', 'similar', 'titles'),\n",
        "  136),\n",
        " (('of', 'personnel', 'in', 'substantially', 'similar', 'titles', 'within'),\n",
        "  133),\n",
        " (('fy', '2015', 'annual', 'contracting', 'plan', 'and', 'schedule'), 124),\n",
        " (('unenclosed', 'sidewalk', 'caf', 'for', 'a', 'term', 'of'), 120),\n",
        " (('and', 'operate', 'an', 'unenclosed', 'sidewalk', 'caf', 'for'), 112),\n",
        " (('an', 'unenclosed', 'sidewalk', 'caf', 'for', 'a', 'term'), 112),\n",
        " (('operate', 'an', 'unenclosed', 'sidewalk', 'caf', 'for', 'a'), 112),\n",
        " ((',', 'and', 'operate', 'an', 'unenclosed', 'sidewalk', 'caf'), 112),\n",
        " (('maintain', ',', 'and', 'operate', 'an', 'unenclosed', 'sidewalk'), 112),\n",
        " (('of', 'solicitation', 'the', 'agency', 'intends', 'to', 'utilize'), 103),\n",
        " (('solicitation', 'the', 'agency', 'intends', 'to', 'utilize', ':'), 103),\n",
        " (('method', 'of', 'solicitation', 'the', 'agency', 'intends', 'to'), 103),\n",
        " (('sidewalk', 'caf', 'for', 'a', 'term', 'of', 'four'), 102),\n",
        " (('caf', 'for', 'a', 'term', 'of', 'four', 'years'), 102),\n",
        " (('a', 'term', 'of', 'four', 'years', '.', ')'), 101),\n",
        " (('for', 'a', 'term', 'of', 'four', 'years', '.'), 101),\n",
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        " (('substantially', 'similar', 'titles', 'within', 'agency', ':', 'none'), 93),\n",
        " (('none', 'headcount', 'of', 'personnel', 'in', 'substantially', 'similar'),\n",
        "  92),\n",
        " (('agency', ':', 'none', 'headcount', 'of', 'personnel', 'in'), 92),\n",
        " ((':', 'none', 'headcount', 'of', 'personnel', 'in', 'substantially'), 92),\n",
        " (('to', 'maintain', ',', 'and', 'operate', 'an', 'unenclosed'), 91),\n",
        " (('titles', 'within', 'agency', ':', 'none', 'headcount', 'of'), 91),\n",
        " (('similar', 'titles', 'within', 'agency', ':', 'none', 'headcount'), 91),\n",
        " (('within', 'agency', ':', 'none', 'headcount', 'of', 'personnel'), 91),\n",
        " (('start', 'date', 'of', 'the', 'proposed', 'contract', ':'), 90),\n",
        " (('continue', 'to', 'maintain', ',', 'and', 'operate', 'an'), 89),\n",
        " (('the', 'borough', 'of', 'manhattan', '(', 'to', 'continue'), 87),\n",
        " (('to', 'continue', 'to', 'maintain', ',', 'and', 'operate'), 86),\n",
        " (('(', 'to', 'continue', 'to', 'maintain', ',', 'and'), 86),\n",
        " (('borough', 'of', 'manhattan', '(', 'to', 'continue', 'to'), 86),\n",
        " (('substantially', 'similar', 'titles', 'within', 'agency', ':', '0'), 83),\n",
        " (('spector', 'hall', ',', '22', 'reade', 'street', ','), 82),\n",
        " (('in', 'spector', 'hall', ',', '22', 'reade', 'street'), 81),\n",
        " (('manhattan', '(', 'to', 'continue', 'to', 'maintain', ','), 74),\n",
        " (('of', 'manhattan', '(', 'to', 'continue', 'to', 'maintain'), 74),\n",
        " (('notice', 'is', 'hereby', 'given', 'that', 'the', 'mayor'), 65),\n",
        " (('s', ')', 'not', 'included', 'in', 'the', 'fy'), 63),\n",
        " (('hereby', 'given', 'that', 'the', 'mayor', 'will', 'be'), 63),\n",
        " (('schedule', 'that', 'is', 'published', 'pursuant', 'to', 'new'), 63),\n",
        " (('contracting', 'plan', 'and', 'schedule', 'notice', 'is', 'hereby'), 63),\n",
        " (('plan', 'and', 'schedule', 'notice', 'is', 'hereby', 'given'), 63),\n",
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        " (('and', 'provides', 'among', 'other', 'terms', 'and', 'conditions'), 12),\n",
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        " (('held', 'on', 'fourth', 'monday', 'in', 'may', '.'), 12),\n",
        " (('hearing', 'room', ',', 'municipal', 'building', ',', '9th'), 12),\n",
        " ((',', 'times', 'and', 'agendas', ',', 'please', 'visit'), 12),\n",
        " (('other', 'terms', 'and', 'conditions', 'for', 'compensation', 'payable'),\n",
        "  12),\n",
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        " (('visit',\n",
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        " (('the', '9th', 'floor', 'of', '40', 'rector', 'street'), 12),\n",
        " (('.', 'board', 'of', 'health', 'meets', 'at', 'gotham'), 12),\n",
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        " (('business', 'meeting', 'on', 'the', 'third', 'wednesday', ','), 12),\n",
        " (('health', 'meets', 'at', 'gotham', 'center', ',', '42-09'), 12),\n",
        " (('hearing', 'room', '``', 'e', \"''\", 'on', 'tuesdays'), 12),\n",
        " (('unless', 'otherwise', 'noticed', 'by', 'the', 'commission', '.'), 12),\n",
        " (('commission', \"'s\", 'central', 'office', ',', '40', 'rector'), 12),\n",
        " ((',', 'manhattan', ',', 'monthly', 'on', 'tuesdays', ','), 12),\n",
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        " (('rector', 'street', ',', '9th', 'floor', '.', 'tax'), 12),\n",
        " (('as', 'warranted', '.', 'landmarks', 'preservation', 'commission', 'meets'),\n",
        "  12),\n",
        " (('ny',\n",
        "   '10006',\n",
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        "   'http',\n",
        "   ':',\n",
        "   '//www.nyc.gov/html/ccrb/html/meeting.html'),\n",
        "  12),\n",
        " (('in', 'the', 'hearing', 'room', ',', 'municipal', 'building'), 12),\n",
        " ((',', '7th', 'floor', ',', 'new', 'york', ','), 12),\n",
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        " (('landmarks', 'preservation', 'commission', 'meets', 'in', 'the', 'hearing'),\n",
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        " (('standards', 'and', 'appeals', 'meets', 'at', '40', 'rector'), 12),\n",
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        " (('consult', 'the', 'bulletin', 'board', 'at', 'the', 'board'), 12),\n",
        " ((',', 'october', ',', 'november', 'and', 'december', '.'), 12),\n",
        " (('reasonable', 'accommodation', 'in', 'order', 'to', 'participate', 'in'),\n",
        "  12),\n",
        " (('are', 'customarily', 'held', 'on', 'mondays', 'preceding', 'a'), 12),\n",
        " (('north', ',', '1', 'centre', 'street', 'in', 'manhattan'), 12),\n",
        " (('february', ',', 'march', ',', 'april', ',', 'june'), 12),\n",
        " (('march', ',', 'april', ',', 'june', ',', 'september'), 12),\n",
        " (('a.m.', ',', 'unless', 'otherwise', 'ordered', 'by', 'the'), 12),\n",
        " (('on', 'tuesday', ',', 'at', '1:30', 'p.m.', 'and'), 12),\n",
        " ((',', 'on', 'the', 'fourth', 'wednesday', 'of', 'each'), 12),\n",
        " ((',', '1', 'centre', 'street', 'in', 'manhattan', 'on'), 12),\n",
        " (('conference', 'room', 'on', 'the', '9th', 'floor', 'of'), 12),\n",
        " (('three', 'tuesday', \"'s\", 'each', 'month', ',', 'commencing'), 12),\n",
        " (('committee', 'meets', 'in', 'spector', 'hall', ',', '22'), 12),\n",
        " ((',', 'n.y.', '11101', ',', 'at', '10:00', 'a.m.'), 12),\n",
        " (('the', 'call', 'of', 'the', 'commissioner', '.', 'environmental'), 12),\n",
        " (('the', 'schedule', ',', 'or', 'additonal', 'information', ','), 12),\n",
        " (('in', 'the', 'commission', \"'s\", 'central', 'office', ','), 12),\n",
        " (('of', '40', 'rector', 'street', '.', 'for', 'changes'), 12),\n",
        " (('held', 'on', 'the', 'first', 'tuesday', 'of', 'july'), 12),\n",
        " (('rector', 'street', ',', '6th', 'floor', ',', 'hearing'), 12),\n",
        " (('40', 'rector', 'street', ',', '9th', 'floor', '.'), 12),\n",
        " (('of', 'the', 'chairman', '.', 'health', 'insurance', 'board'), 12),\n",
        " (('by', 'the', 'commission', '.', 'for', 'current', 'meeting'), 12),\n",
        " (('employees', \"'\", 'retirement', 'system', 'meets', 'in', 'the'), 12),\n",
        " (('in', 'councilman', \"'s\", 'chamber', ',', 'city', 'hall'), 12),\n",
        " (('and', 'conditions', 'for', 'compensation', 'payable', 'to', 'the'), 12),\n",
        " ((',',\n",
        "   'please',\n",
        "   'visit',\n",
        "   'nyc.gov/designcommission',\n",
        "   'or',\n",
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        "   '212-788-3071'),\n",
        "  12),\n",
        " (('street', ',', 'long', 'island', 'city', ',', 'n.y.'), 12),\n",
        " (('10007', ',', 'at', 'call', 'of', 'the', 'chairman'), 12),\n",
        " (('10:00', 'a.m.', ',', 'quarterly', 'or', 'at', 'the'), 12),\n",
        " ((',', 'september', ',', 'october', ',', 'november', 'and'), 12),\n",
        " ((',', 'manhattan', ',', 'weekly', ',', 'on', 'thursday'), 12),\n",
        " (('agendas', ',', 'please', 'visit', 'our', 'website', 'at'), 12),\n",
        " (('or', 'at', 'the', 'call', 'of', 'the', 'chairman'), 12),\n",
        " (('a.m.', 'and', 'are', 'customarily', 'held', 'on', 'mondays'), 12),\n",
        " (('at', '9:30', 'a.m.', 'and', 'are', 'customarily', 'held'), 12),\n",
        " ((',', '22nd', 'floor', ',', '335', 'adams', 'street'), 12),\n",
        " (('meets', 'at', '10:00', 'a.m.', 'on', 'the', 'second'), 12),\n",
        " (('a.m.', ',', 'on', 'the', 'third', 'thursday', 'of'), 12),\n",
        " (('system', 'meets', 'in', 'the', 'boardroom', ',', '22nd'), 12),\n",
        " (('may', '.', 'citywide', 'administrative', 'services', 'division', 'of'),\n",
        "  12),\n",
        " (('the', 'hall', 'of', 'the', 'board', 'for', 'a'), 12),\n",
        " (('housing', 'authority', 'are', 'scheduled', 'for', 'the', 'last'), 12),\n",
        " (('9th', 'floor', 'north', ',', '1', 'centre', 'street'), 12),\n",
        " (('retirement', 'system', 'meets', 'in', 'the', 'boardroom', ','), 12),\n",
        " (('.', 'department', 'of', 'education', 'meets', 'in', 'the'), 12),\n",
        " (('of', 'standards', 'and', 'appeals', 'meets', 'at', '40'), 12),\n",
        " (('commencing', 'at', '9:30', 'a.m.', ',', 'unless', 'otherwise'), 12),\n",
        " (('payable', 'to', 'the', 'city', 'according', 'to', 'the'), 12),\n",
        " ((\"'s\", 'chamber', ',', 'city', 'hall', ',', 'manhattan'), 12),\n",
        " (('elections', '32', 'broadway', ',', '7th', 'floor', ','), 12),\n",
        " (('and', 'disposition', 'meets', 'in', 'spector', 'hall', ','), 12),\n",
        " (('meets', 'at', 'gotham', 'center', ',', '42-09', '28th'), 12),\n",
        " (('release', 'board', 'meets', 'in', 'spector', 'hall', ','), 12),\n",
        " (('bulletin', 'board', 'at', 'the', 'board', \"'s\", 'offices'), 12),\n",
        " (('a.m.', 'on', 'the', 'second', 'wednesday', 'of', 'each'), 12),\n",
        " ((',', 'please', 'visit', 'our', 'website', 'at', 'www.nyc.gov/landmarks'),\n",
        "  12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#We can keep going!\n",
      "corpus8grams = list(ngrams(lowerTokens,8))\n",
      "corpus8gramFreqs = nltk.FreqDist(corpus8grams)\n",
      "corpus8gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 32,
       "text": [
        "[(('personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':'),\n",
        "  264),\n",
        " (('--', '--', '--', '--', '--', '--', '--', '--'), 174),\n",
        " (('headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within'),\n",
        "  133),\n",
        " (('of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency'),\n",
        "  129),\n",
        " (('and', 'operate', 'an', 'unenclosed', 'sidewalk', 'caf', 'for', 'a'), 112),\n",
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        "  12),\n",
        " ((',', '1', 'centre', 'street', 'in', 'manhattan', 'on', 'approximately'),\n",
        "  12),\n",
        " (('at', '9:30', 'a.m.', ',', 'unless', 'otherwise', 'noticed', 'by'), 12),\n",
        " ((\"'s\", 'offices', ',', 'at', '40', 'rector', 'street', ','), 12),\n",
        " (('floor', 'north', ',', '1', 'centre', 'street', 'in', 'manhattan'), 12),\n",
        " (('proposal',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency'),\n",
        "  12),\n",
        " (('hall', ',', 'third', 'floor', ',', 'new', 'york', ','), 12),\n",
        " (('the', 'call', 'of', 'the', 'chairman', '.', 'housing', 'authority'), 12),\n",
        " (('the', 'chairman', '.', 'board', 'of', 'higher', 'education', 'meets'), 12),\n",
        " ((',', 'new', 'york', ',', 'ny', '10004', ',', 'on'), 12),\n",
        " (('a', 'month', 'at', 'the', 'call', 'of', 'the', 'chairman'), 12),\n",
        " (('york', ',', 'ny', '10006', ',', 'on', 'the', 'fourth'), 12),\n",
        " (('of', 'july', 'at', '10:00', 'a.m.', 'board', 'of', 'elections'), 12),\n",
        " (('new', 'york', ',', 'n.y.', '10004', '.', 'commission', 'on'), 12),\n",
        " (('please',\n",
        "   'visit',\n",
        "   'nyc.gov/designcommission',\n",
        "   'or',\n",
        "   'call',\n",
        "   '212-788-3071',\n",
        "   '.',\n",
        "   'department'),\n",
        "  12),\n",
        " (('board', 'of', 'revision', 'of', 'awards', 'meets', 'in', 'room'), 12),\n",
        " (('floor', ',', 'hearing', 'room', '``', 'e', \"''\", 'on'), 12),\n",
        " (('floor', ',', 'manhattan', ',', 'bi-weekly', ',', 'on', 'wednesdays'), 12),\n",
        " (('mondays', 'preceding', 'a', 'tuesday', 'public', 'hearing', 'in', 'the'),\n",
        "  12),\n",
        " (('administrative', 'code', 'of', 'the', 'city', 'of', 'new', 'york'), 12),\n",
        " (('or', 'contact', '(', '212', ')', '306-6088', '.', 'parole'), 12),\n",
        " (('the', 'new', 'york', 'city', 'housing', 'authority', 'are', 'scheduled'),\n",
        "  12),\n",
        " (('agency', 'intends', 'to', 'utilize', ':', 'competitive', 'sealed', 'bid'),\n",
        "  12),\n",
        " (('the', 'proposed', 'contractor', 'has', 'been', 'selected', 'by', 'means'),\n",
        "  12),\n",
        " (('11101', ',', 'at', '10:00', 'a.m.', ',', 'quarterly', 'or'), 12),\n",
        " ((',', 'times', 'and', 'location', 'as', 'warranted', '.', 'real'), 12),\n",
        " (('street', ',', 'main', 'floor', ',', 'manhattan', ',', 'weekly'), 12),\n",
        " (('at', '9:15', 'a.m.', 'once', 'a', 'month', 'at', 'the'), 12),\n",
        " (('between', 'the', 'hours', 'of', '10', 'am', 'and', '4'), 12),\n",
        " (('of', 'the', 'chairman', '.', 'board', 'of', 'health', 'meets'), 12),\n",
        " ((',', 'or', 'additonal', 'information', ',', 'please', 'call', 'the'), 12),\n",
        " ((',', 'monthly', 'on', 'tuesdays', ',', 'commencing', '10:00', 'a.m.'), 12),\n",
        " (('of', 'higher', 'education', 'meets', 'at', '535', 'east', '80th'), 12),\n",
        " (('main', 'floor', ',', 'and', 'other', 'days', ',', 'times'), 12),\n",
        " ((',', 'commencing', 'at', '9:30', 'a.m.', ',', 'unless', 'otherwise'), 12),\n",
        " (('10006',\n",
        "   '.',\n",
        "   'visit',\n",
        "   'http',\n",
        "   ':',\n",
        "   '//www.nyc.gov/html/ccrb/html/meeting.html',\n",
        "   'for',\n",
        "   'additional'),\n",
        "  12),\n",
        " (('division',\n",
        "   'of',\n",
        "   'citywide',\n",
        "   'personnel',\n",
        "   'services',\n",
        "   'will',\n",
        "   'hold',\n",
        "   'hearings'),\n",
        "  12),\n",
        " (('of', 'manhattan', '(', 'to', 'continue', 'to', ',', 'maintain'), 12),\n",
        " (('call', 'of', 'the', 'chairman', '.', 'housing', 'authority', 'board'), 12),\n",
        " (('on', 'wednesdays', ',', 'commencing', '10:00', 'a.m.', ',', 'and'), 12),\n",
        " (('5:30', 'p.m.', ',', 'on', 'fourth', 'monday', 'in', 'january'), 12),\n",
        " (('meetings', 'of', 'the', 'new', 'york', 'city', 'housing', 'authority'),\n",
        "  12),\n",
        " (('rights', 'meets', 'on', '10th', 'floor', 'in', 'the', 'commission'), 12),\n",
        " (('otherwise', 'ordered', 'by', 'the', 'commission', '.', 'city', 'council'),\n",
        "  12),\n",
        " (('.', 'board', 'of', 'higher', 'education', 'meets', 'at', '535'), 12),\n",
        " (('councilman', \"'s\", 'chamber', ',', 'city', 'hall', ',', 'manhattan'), 12),\n",
        " (('of', 'the', 'new', 'york', 'city', 'housing', 'authority', 'are'), 12),\n",
        " ((',', 'on', 'thursday', ',', 'at', '10:30', 'a.m.', 'board'), 12),\n",
        " (('meeting', 'on', 'the', 'third', 'wednesday', ',', 'of', 'each'), 12),\n",
        " (('room', 'on', 'the', '9th', 'floor', 'of', '40', 'rector'), 12),\n",
        " (('fourth', 'monday', 'in', 'january', ',', 'february', ',', 'march'), 12),\n",
        " ((',', 'at', '8:00', 'a.m', '.', 'in', 'rem', 'foreclosure'), 12),\n",
        " (('warranted',\n",
        "   '.',\n",
        "   'franchise',\n",
        "   'and',\n",
        "   'concession',\n",
        "   'review',\n",
        "   'committee',\n",
        "   'meets'),\n",
        "  12),\n",
        " (('or',\n",
        "   'additonal',\n",
        "   'information',\n",
        "   ',',\n",
        "   'please',\n",
        "   'call',\n",
        "   'the',\n",
        "   'application'),\n",
        "  12),\n",
        " (('board', 'at', 'the', 'board', \"'s\", 'offices', ',', 'at'), 12),\n",
        " (('chairman', '.', 'housing', 'authority', 'board', 'meetings', 'of', 'the'),\n",
        "  12),\n",
        " (('location',\n",
        "   'as',\n",
        "   'warranted',\n",
        "   '.',\n",
        "   'landmarks',\n",
        "   'preservation',\n",
        "   'commission',\n",
        "   'meets'),\n",
        "  12),\n",
        " (('warranted',\n",
        "   '.',\n",
        "   'civilian',\n",
        "   'complaint',\n",
        "   'review',\n",
        "   'board',\n",
        "   'generally',\n",
        "   'meets'),\n",
        "  12),\n",
        " (('scheduled', 'for', 'the', 'last', 'wednesday', 'of', 'each', 'month'), 12),\n",
        " (('unless', 'otherwise', 'noticed', 'by', 'the', 'commission', '.', 'for'),\n",
        "  12),\n",
        " (('the', 'last', 'wednesday', 'of', 'each', 'month', '(', 'except'), 12),\n",
        " (('complaint',\n",
        "   'review',\n",
        "   'board',\n",
        "   'generally',\n",
        "   'meets',\n",
        "   'at',\n",
        "   '10:00',\n",
        "   'a.m.'),\n",
        "  12),\n",
        " ((',', 'times', 'and', 'agendas', ',', 'please', 'visit', 'our'), 12),\n",
        " (('.',\n",
        "   'citywide',\n",
        "   'administrative',\n",
        "   'services',\n",
        "   'division',\n",
        "   'of',\n",
        "   'citywide',\n",
        "   'personnel'),\n",
        "  12),\n",
        " ((',', '9th', 'floor', '.', 'tax', 'commission', 'meets', 'in'), 12),\n",
        " (('6:00', 'p.m', '.', 'the', 'annual', 'meeting', 'is', 'held'), 12),\n",
        " (('meets', 'in', 'the', 'hearing', 'room', ',', 'municipal', 'building'), 12),\n",
        " (('1', 'centre', 'street', 'in', 'manhattan', 'on', 'approximately', 'three'),\n",
        "  12),\n",
        " ((',',\n",
        "   'ny',\n",
        "   '10006',\n",
        "   '.',\n",
        "   'visit',\n",
        "   'http',\n",
        "   ':',\n",
        "   '//www.nyc.gov/html/ccrb/html/meeting.html'),\n",
        "  12),\n",
        " (('in', 'room', '2203', ',', '2', 'washington', 'street', ','), 12),\n",
        " (('york', ',', 'ny', '10007', 'at', '9:15', 'a.m.', 'once'), 12),\n",
        " (('last', 'wednesday', 'of', 'each', 'month', '(', 'except', 'august'), 12),\n",
        " (('meets', 'at', 'city', 'hall', ',', 'third', 'floor', ','), 12),\n",
        " (('provides',\n",
        "   'among',\n",
        "   'other',\n",
        "   'terms',\n",
        "   'and',\n",
        "   'conditions',\n",
        "   'for',\n",
        "   'compensation'),\n",
        "  12),\n",
        " (('the', 'board', 'for', 'a', 'monthly', 'business', 'meeting', 'on'), 12),\n",
        " (('.', 'design', 'commission', 'meets', 'at', 'city', 'hall', ','), 12),\n",
        " ((',', 'new', 'york', ',', 'n.y.', '10004', '.', 'commission'), 12),\n",
        " (('method', 'of', 'extension', 'the', 'agency', 'intends', 'to', 'utilize'),\n",
        "  12),\n",
        " ((',', 'ny', '10007', '.', 'for', 'meeting', 'schedule', ','), 12),\n",
        " (('tuesday', 'public', 'hearing', 'in', 'the', 'bsa', 'conference', 'room'),\n",
        "  12),\n",
        " (('in', 'the', 'matter', 'of', 'a', 'proposed', 'revocable', 'consent'), 12),\n",
        " (('gotham', 'center', ',', '42-09', '28th', 'street', ',', 'long'), 12),\n",
        " (('unless', 'otherwise', 'ordered', 'by', 'the', 'commission', '.', 'city'),\n",
        "  12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#We can keep going!\n",
      "corpus9grams = list(ngrams(lowerTokens,9))\n",
      "corpus9gramFreqs = nltk.FreqDist(corpus9grams)\n",
      "corpus9gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 33,
       "text": [
        "[(('--', '--', '--', '--', '--', '--', '--', '--', '--'), 168),\n",
        " (('of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':'),\n",
        "  129),\n",
        " (('headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency'),\n",
        "  129),\n",
        " (('maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for'),\n",
        "  112),\n",
        " ((',', 'and', 'operate', 'an', 'unenclosed', 'sidewalk', 'caf', 'for', 'a'),\n",
        "  112),\n",
        " (('and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for',\n",
        "   'a',\n",
        "   'term'),\n",
        "  112),\n",
        " (('operate', 'an', 'unenclosed', 'sidewalk', 'caf', 'for', 'a', 'term', 'of'),\n",
        "  112),\n",
        " (('method',\n",
        "   'of',\n",
        "   'solicitation',\n",
        "   'the',\n",
        "   'agency',\n",
        "   'intends',\n",
        "   'to',\n",
        "   'utilize',\n",
        "   ':'),\n",
        "  103),\n",
        " (('sidewalk', 'caf', 'for', 'a', 'term', 'of', 'four', 'years', '.'), 101),\n",
        " (('unenclosed', 'sidewalk', 'caf', 'for', 'a', 'term', 'of', 'four', 'years'),\n",
        "  101),\n",
        " (('caf', 'for', 'a', 'term', 'of', 'four', 'years', '.', ')'), 101),\n",
        " (('an', 'unenclosed', 'sidewalk', 'caf', 'for', 'a', 'term', 'of', 'four'),\n",
        "  94),\n",
        " (('personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none'),\n",
        "  93),\n",
        " ((':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles'),\n",
        "  92),\n",
        " (('agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar'),\n",
        "  92),\n",
        " (('within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially'),\n",
        "  91),\n",
        " (('to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf'),\n",
        "  91),\n",
        " (('substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of'),\n",
        "  91),\n",
        " (('similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel'),\n",
        "  91),\n",
        " (('titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in'),\n",
        "  91),\n",
        " (('in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount'),\n",
        "  91),\n",
        " (('none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within'),\n",
        "  89),\n",
        " (('(', 'to', 'continue', 'to', 'maintain', ',', 'and', 'operate', 'an'), 86),\n",
        " (('in', 'the', 'borough', 'of', 'manhattan', '(', 'to', 'continue', 'to'),\n",
        "  86),\n",
        " (('personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   '0'),\n",
        "  83),\n",
        " (('continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk'),\n",
        "  82),\n",
        " (('to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed'),\n",
        "  79),\n",
        " (('of', 'manhattan', '(', 'to', 'continue', 'to', 'maintain', ',', 'and'),\n",
        "  74),\n",
        " (('manhattan',\n",
        "   '(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate'),\n",
        "  74),\n",
        " (('borough', 'of', 'manhattan', '(', 'to', 'continue', 'to', 'maintain', ','),\n",
        "  74),\n",
        " (('the',\n",
        "   'borough',\n",
        "   'of',\n",
        "   'manhattan',\n",
        "   '(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain'),\n",
        "  74),\n",
        " (('and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that',\n",
        "   'the',\n",
        "   'mayor'),\n",
        "  63),\n",
        " (('schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city'),\n",
        "  63),\n",
        " (('to', 'new', 'york', 'city', 'charter', '312', '(', 'a', ')'), 63),\n",
        " (('contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that'),\n",
        "  63),\n",
        " (('city', 'charter', '312', '(', 'a', ')', ':', 'agency', ':'), 63),\n",
        " (('pursuant', 'to', 'new', 'york', 'city', 'charter', '312', '(', 'a'), 63),\n",
        " (('notice', 'is', 'hereby', 'given', 'that', 'the', 'mayor', 'will', 'be'),\n",
        "  63),\n",
        " (('that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'charter'),\n",
        "  63),\n",
        " (('york', 'city', 'charter', '312', '(', 'a', ')', ':', 'agency'), 63),\n",
        " (('and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york'),\n",
        "  63),\n",
        " (('plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that',\n",
        "   'the'),\n",
        "  63),\n",
        " (('annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given'),\n",
        "  63),\n",
        " (('schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that',\n",
        "   'the',\n",
        "   'mayor',\n",
        "   'will'),\n",
        "  63),\n",
        " (('plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new'),\n",
        "  63),\n",
        " (('contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to'),\n",
        "  63),\n",
        " (('new', 'york', 'city', 'charter', '312', '(', 'a', ')', ':'), 63),\n",
        " (('published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'charter',\n",
        "   '312',\n",
        "   '('),\n",
        "  63),\n",
        " (('is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'charter',\n",
        "   '312'),\n",
        "  63),\n",
        " (('annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant'),\n",
        "  63),\n",
        " (('included',\n",
        "   'in',\n",
        "   'the',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and'),\n",
        "  62),\n",
        " (('in',\n",
        "   'the',\n",
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        " (('march', ',', 'april', ',', 'june', ',', 'september', ',', 'october'), 12),\n",
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        " ((',', 'at', 'the', 'call', 'of', 'the', 'chairman', '.', 'housing'), 12),\n",
        " ((',', 'borough', 'of', 'manhattan', ',', 'in', 'the', 'matter', 'of'), 12),\n",
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        "  12),\n",
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        " (('month', 'at', 'the', 'call', 'of', 'the', 'chairman', '.', 'board'), 12),\n",
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        " (('of', 'awards', 'meets', 'in', 'room', '603', ',', 'municipal', 'building'),\n",
        "  12),\n",
        " (('.', 'for', 'changes', 'in', 'the', 'schedule', ',', 'or', 'additonal'),\n",
        "  12),\n",
        " (('elections', '32', 'broadway', ',', '7th', 'floor', ',', 'new', 'york'),\n",
        "  12),\n",
        " (('main', 'floor', ',', 'manhattan', ',', 'weekly', ',', 'on', 'thursday'),\n",
        "  12),\n",
        " (('february', ',', 'march', ',', 'april', ',', 'june', ',', 'september'), 12),\n",
        " (('additional',\n",
        "   'information',\n",
        "   'and',\n",
        "   'scheduling',\n",
        "   'changes',\n",
        "   '.',\n",
        "   'design',\n",
        "   'commission',\n",
        "   'meets'),\n",
        "  12),\n",
        " (('on', 'the', '9th', 'floor', 'of', '40', 'rector', 'street', '.'), 12),\n",
        " (('unless',\n",
        "   'otherwise',\n",
        "   'ordered',\n",
        "   'by',\n",
        "   'the',\n",
        "   'commission',\n",
        "   '.',\n",
        "   'city',\n",
        "   'council'),\n",
        "  12),\n",
        " (('generally',\n",
        "   'meets',\n",
        "   'at',\n",
        "   '10:00',\n",
        "   'a.m.',\n",
        "   'on',\n",
        "   'the',\n",
        "   'second',\n",
        "   'wednesday'),\n",
        "  12),\n",
        " (('hearing', 'meets', 'in', 'spector', 'hall', ',', '22', 'reade', 'street'),\n",
        "  12),\n",
        " ((',', '42-09', '28th', 'street', ',', 'long', 'island', 'city', ','), 12),\n",
        " ((',', '40', 'rector', 'street', ',', 'new', 'york', ',', 'ny'), 12),\n",
        " (('at', '40', 'rector', 'street', ',', '6th', 'floor', ',', 'hearing'), 12),\n",
        " (('a.m.', 'board', 'of', 'elections', '32', 'broadway', ',', '7th', 'floor'),\n",
        "  12),\n",
        " ((\"''\",\n",
        "   'on',\n",
        "   'tuesdays',\n",
        "   'at',\n",
        "   '10:00',\n",
        "   'a.m.',\n",
        "   'review',\n",
        "   'sessions',\n",
        "   'begin'),\n",
        "  12),\n",
        " (('.',\n",
        "   'citywide',\n",
        "   'administrative',\n",
        "   'services',\n",
        "   'division',\n",
        "   'of',\n",
        "   'citywide',\n",
        "   'personnel',\n",
        "   'services'),\n",
        "  12),\n",
        " (('.', 'commission', 'on', 'human', 'rights', 'meets', 'on', '10th', 'floor'),\n",
        "  12),\n",
        " (('call',\n",
        "   '212-788-3071',\n",
        "   '.',\n",
        "   'department',\n",
        "   'of',\n",
        "   'education',\n",
        "   'meets',\n",
        "   'in',\n",
        "   'the'),\n",
        "  12),\n",
        " (('in', 'january', ',', 'february', ',', 'march', ',', 'april', ','), 12),\n",
        " (('42-09', '28th', 'street', ',', 'long', 'island', 'city', ',', 'n.y.'), 12),\n",
        " (('.',\n",
        "   'in',\n",
        "   'rem',\n",
        "   'foreclosure',\n",
        "   'release',\n",
        "   'board',\n",
        "   'meets',\n",
        "   'in',\n",
        "   'spector'),\n",
        "  12),\n",
        " (('.',\n",
        "   'for',\n",
        "   'meeting',\n",
        "   'schedule',\n",
        "   ',',\n",
        "   'please',\n",
        "   'visit',\n",
        "   'nyc.gov/designcommission',\n",
        "   'or'),\n",
        "  12),\n",
        " (('call', 'of', 'the', 'chairman', '.', 'board', 'of', 'standards', 'and'),\n",
        "  12),\n",
        " ((',', 'on', 'the', 'fourth', 'wednesday', 'of', 'each', 'month', ','), 12),\n",
        " (('avenue', ',', 'staten', 'island', ',', 'new', 'york', 'having', 'an'), 12),\n",
        " (('fourth', 'wednesday', 'of', 'each', 'month', ',', 'at', '8:00', 'a.m'),\n",
        "  12),\n",
        " ((',',\n",
        "   'manhattan',\n",
        "   ',',\n",
        "   'bi-weekly',\n",
        "   ',',\n",
        "   'on',\n",
        "   'wednesdays',\n",
        "   ',',\n",
        "   'commencing'),\n",
        "  12),\n",
        " ((',', 'november', 'and', 'december', '.', 'annual', 'meeting', 'held', 'on'),\n",
        "  12),\n",
        " (('street', ',', 'new', 'york', ',', 'ny', '10006', ',', 'on'), 12),\n",
        " (('current',\n",
        "   'meeting',\n",
        "   'dates',\n",
        "   ',',\n",
        "   'times',\n",
        "   'and',\n",
        "   'agendas',\n",
        "   ',',\n",
        "   'please'),\n",
        "  12),\n",
        " (('for',\n",
        "   'a',\n",
        "   'monthly',\n",
        "   'business',\n",
        "   'meeting',\n",
        "   'on',\n",
        "   'the',\n",
        "   'third',\n",
        "   'wednesday'),\n",
        "  12),\n",
        " (('in',\n",
        "   'may',\n",
        "   '.',\n",
        "   'citywide',\n",
        "   'administrative',\n",
        "   'services',\n",
        "   'division',\n",
        "   'of',\n",
        "   'citywide'),\n",
        "  12),\n",
        " (('meets', 'at', '10:00', 'a.m.', 'on', 'the', 'second', 'wednesday', 'of'),\n",
        "  12),\n",
        " (('will', 'hold', 'hearings', 'as', 'needed', 'in', 'room', '2203', ','), 12),\n",
        " (('meets', 'at', '40', 'rector', 'street', ',', '6th', 'floor', ','), 12),\n",
        " (('otherwise',\n",
        "   'noticed',\n",
        "   'by',\n",
        "   'the',\n",
        "   'commission',\n",
        "   '.',\n",
        "   'for',\n",
        "   'current',\n",
        "   'meeting'),\n",
        "  12),\n",
        " (('.', 'parole', 'commission', 'meets', 'at', 'its', 'office', ',', '100'),\n",
        "  12),\n",
        " (('health',\n",
        "   'insurance',\n",
        "   'board',\n",
        "   'meets',\n",
        "   'in',\n",
        "   'room',\n",
        "   '530',\n",
        "   ',',\n",
        "   'municipal'),\n",
        "  12),\n",
        " (('control', 'board', 'meets', 'at', '100', 'church', 'street', ',', '12th'),\n",
        "  12),\n",
        " (('application', 'desk', 'at', '(', '212', ')', '513-4670', 'or', 'consult'),\n",
        "  12),\n",
        " (('broadway', ',', 'new', 'york', ',', 'ny', '10007', '(', 'unless'), 12),\n",
        " (('manhattan',\n",
        "   ',',\n",
        "   'weekly',\n",
        "   ',',\n",
        "   'on',\n",
        "   'thursday',\n",
        "   ',',\n",
        "   'commencing',\n",
        "   '10:00'),\n",
        "  12),\n",
        " (('board', 'meets', 'at', '100', 'church', 'street', ',', '12th', 'floor'),\n",
        "  12),\n",
        " (('at', '(', '212', ')', '513-4670', 'or', 'consult', 'the', 'bulletin'), 12),\n",
        " (('customarily',\n",
        "   'held',\n",
        "   'on',\n",
        "   'mondays',\n",
        "   'preceding',\n",
        "   'a',\n",
        "   'tuesday',\n",
        "   'public',\n",
        "   'hearing'),\n",
        "  12),\n",
        " ((',', '22', 'reade', 'street', ',', 'main', 'floor', ',', 'and'), 12),\n",
        " ((',', 'main', 'floor', ',', 'manhattan', ',', 'bi-weekly', ',', 'on'), 12),\n",
        " (('a', 'month', 'at', 'the', 'call', 'of', 'the', 'chairman', '.'), 12),\n",
        " (('sessions',\n",
        "   'begin',\n",
        "   'at',\n",
        "   '9:30',\n",
        "   'a.m.',\n",
        "   'and',\n",
        "   'are',\n",
        "   'customarily',\n",
        "   'held'),\n",
        "  12),\n",
        " ((',', 'main', 'floor', ',', 'manhattan', ',', 'monthly', 'on', 'tuesdays'),\n",
        "  12),\n",
        " (('city', ',', 'n.y.', '11101', ',', 'at', '10:00', 'a.m.', ','), 12),\n",
        " (('10:00', 'a.m.', 'board', 'of', 'elections', '32', 'broadway', ',', '7th'),\n",
        "  12),\n",
        " (('each', 'month', ',', 'commencing', 'at', '9:30', 'a.m.', ',', 'unless'),\n",
        "  12),\n",
        " (('month', '(', 'except', 'august', ')', 'at', '10:00', 'a.m.', 'in'), 12),\n",
        " (('in',\n",
        "   'manhattan',\n",
        "   'on',\n",
        "   'approximately',\n",
        "   'three',\n",
        "   'tuesday',\n",
        "   \"'s\",\n",
        "   'each',\n",
        "   'month'),\n",
        "  12),\n",
        " ((\"'\",\n",
        "   'retirement',\n",
        "   'system',\n",
        "   'meets',\n",
        "   'in',\n",
        "   'the',\n",
        "   'boardroom',\n",
        "   ',',\n",
        "   '22nd'),\n",
        "  12),\n",
        " (('street', ',', 'new', 'york', ',', 'n.y.', '10004', '.', 'commission'), 12),\n",
        " (('website',\n",
        "   'at',\n",
        "   'www.nyc.gov/landmarks',\n",
        "   '.',\n",
        "   'employees',\n",
        "   \"'\",\n",
        "   'retirement',\n",
        "   'system',\n",
        "   'meets'),\n",
        "  12),\n",
        " (('floor', 'in', 'the', 'commission', \"'s\", 'central', 'office', ',', '40'),\n",
        "  12),\n",
        " (('on', 'tuesdays', ',', 'commencing', '10:00', 'a.m.', ',', 'and', 'other'),\n",
        "  12),\n",
        " (('authority',\n",
        "   'are',\n",
        "   'scheduled',\n",
        "   'for',\n",
        "   'the',\n",
        "   'last',\n",
        "   'wednesday',\n",
        "   'of',\n",
        "   'each'),\n",
        "  12),\n",
        " (('.', 'tax', 'commission', 'meets', 'in', 'room', '936', ',', 'municipal'),\n",
        "  12),\n",
        " (('among',\n",
        "   'other',\n",
        "   'terms',\n",
        "   'and',\n",
        "   'conditions',\n",
        "   'for',\n",
        "   'compensation',\n",
        "   'payable',\n",
        "   'to'),\n",
        "  12),\n",
        " ((',', 'ny', '10006', ',', 'on', 'the', 'fourth', 'wednesday', 'of'), 12),\n",
        " ((',', 'march', ',', 'april', ',', 'june', ',', 'september', ','), 12),\n",
        " (('noticed',\n",
        "   'by',\n",
        "   'the',\n",
        "   'commission',\n",
        "   '.',\n",
        "   'for',\n",
        "   'current',\n",
        "   'meeting',\n",
        "   'dates'),\n",
        "  12),\n",
        " (('a',\n",
        "   'monthly',\n",
        "   'business',\n",
        "   'meeting',\n",
        "   'on',\n",
        "   'the',\n",
        "   'third',\n",
        "   'wednesday',\n",
        "   ','),\n",
        "  12),\n",
        " (('meets', 'on', '10th', 'floor', 'in', 'the', 'commission', \"'s\", 'central'),\n",
        "  12),\n",
        " (('.', 'design', 'commission', 'meets', 'at', 'city', 'hall', ',', 'third'),\n",
        "  12),\n",
        " (('charter', 'twice', 'a', 'month', 'in', 'councilman', \"'s\", 'chamber', ','),\n",
        "  12),\n",
        " (('the',\n",
        "   'department',\n",
        "   'of',\n",
        "   'citywide',\n",
        "   'administrative',\n",
        "   'services',\n",
        "   'may',\n",
        "   'determine',\n",
        "   '.'),\n",
        "  12),\n",
        " ((',', 'june', ',', 'september', ',', 'october', ',', 'november', 'and'), 12),\n",
        " (('second',\n",
        "   'wednesday',\n",
        "   'of',\n",
        "   'each',\n",
        "   'month',\n",
        "   'at',\n",
        "   '40',\n",
        "   'rector',\n",
        "   'street'),\n",
        "  12),\n",
        " (('on',\n",
        "   '10th',\n",
        "   'floor',\n",
        "   'in',\n",
        "   'the',\n",
        "   'commission',\n",
        "   \"'s\",\n",
        "   'central',\n",
        "   'office'),\n",
        "  12),\n",
        " (('real',\n",
        "   'property',\n",
        "   'acquisition',\n",
        "   'and',\n",
        "   'disposition',\n",
        "   'meets',\n",
        "   'in',\n",
        "   'spector',\n",
        "   'hall'),\n",
        "  12),\n",
        " ((',', '9th', 'floor', 'north', ',', '1', 'centre', 'street', 'in'), 12),\n",
        " (('e', \"''\", 'on', 'tuesdays', 'at', '10:00', 'a.m.', 'review', 'sessions'),\n",
        "  12),\n",
        " (('.', 'the', 'annual', 'meeting', 'is', 'held', 'on', 'the', 'first'), 12),\n",
        " (('held',\n",
        "   'on',\n",
        "   'fourth',\n",
        "   'monday',\n",
        "   'in',\n",
        "   'may',\n",
        "   '.',\n",
        "   'citywide',\n",
        "   'administrative'),\n",
        "  12),\n",
        " (('of', 'the', 'chairman', '.', 'board', 'of', 'health', 'meets', 'at'), 12),\n",
        " (('changes',\n",
        "   'in',\n",
        "   'the',\n",
        "   'schedule',\n",
        "   ',',\n",
        "   'or',\n",
        "   'additonal',\n",
        "   'information',\n",
        "   ','),\n",
        "  12),\n",
        " (('call', 'of', 'the', 'chairman', '.', 'board', 'of', 'health', 'meets'),\n",
        "  12),\n",
        " ((',', 'n.y.', '10004', '.', 'commission', 'on', 'human', 'rights', 'meets'),\n",
        "  12),\n",
        " (('commission',\n",
        "   '.',\n",
        "   'city',\n",
        "   'council',\n",
        "   'meets',\n",
        "   'by',\n",
        "   'charter',\n",
        "   'twice',\n",
        "   'a'),\n",
        "  12),\n",
        " (('room', '``', 'e', \"''\", 'on', 'tuesdays', 'at', '10:00', 'a.m.'), 12),\n",
        " (('(', 'unless', 'otherwise', 'noted', ')', '.', 'any', 'changes', 'to'), 12),\n",
        " (('rem',\n",
        "   'foreclosure',\n",
        "   'release',\n",
        "   'board',\n",
        "   'meets',\n",
        "   'in',\n",
        "   'spector',\n",
        "   'hall',\n",
        "   ','),\n",
        "  12),\n",
        " (('street', ',', 'main', 'floor', ',', 'and', 'other', 'days', ','), 12),\n",
        " (('as',\n",
        "   'warranted',\n",
        "   '.',\n",
        "   'franchise',\n",
        "   'and',\n",
        "   'concession',\n",
        "   'review',\n",
        "   'committee',\n",
        "   'meets'),\n",
        "  12),\n",
        " (('call', 'of', 'the', 'president', '.', 'manhattan', ',', 'monthly', 'on'),\n",
        "  12),\n",
        " (('centre',\n",
        "   'street',\n",
        "   'in',\n",
        "   'manhattan',\n",
        "   'on',\n",
        "   'approximately',\n",
        "   'three',\n",
        "   'tuesday',\n",
        "   \"'s\"),\n",
        "  12),\n",
        " (('of',\n",
        "   'the',\n",
        "   'commissioner',\n",
        "   '.',\n",
        "   'environmental',\n",
        "   'control',\n",
        "   'board',\n",
        "   'meets',\n",
        "   'at'),\n",
        "  12),\n",
        " (('at', '10:00', 'a.m.', ',', 'quarterly', 'or', 'at', 'the', 'call'), 12),\n",
        " (('on', 'the', 'fourth', 'wednesday', 'of', 'each', 'month', ',', 'at'), 12),\n",
        " (('chairman',\n",
        "   '.',\n",
        "   'board',\n",
        "   'of',\n",
        "   'higher',\n",
        "   'education',\n",
        "   'meets',\n",
        "   'at',\n",
        "   '535'),\n",
        "  12),\n",
        " (('2203', ',', '2', 'washington', 'street', ',', 'new', 'york', ','), 12),\n",
        " (('month', 'at', '6:00', 'p.m', '.', 'the', 'annual', 'meeting', 'is'), 12),\n",
        " (('and',\n",
        "   'provides',\n",
        "   'among',\n",
        "   'other',\n",
        "   'terms',\n",
        "   'and',\n",
        "   'conditions',\n",
        "   'for',\n",
        "   'compensation'),\n",
        "  12),\n",
        " ((',', 'april', ',', 'june', ',', 'september', ',', 'october', ','), 12),\n",
        " ((',',\n",
        "   'commencing',\n",
        "   'at',\n",
        "   '9:30',\n",
        "   'a.m.',\n",
        "   ',',\n",
        "   'unless',\n",
        "   'otherwise',\n",
        "   'noticed'),\n",
        "  12),\n",
        " (('9:15', 'a.m.', 'once', 'a', 'month', 'at', 'the', 'call', 'of'), 12),\n",
        " (('july',\n",
        "   'at',\n",
        "   '10:00',\n",
        "   'a.m.',\n",
        "   'board',\n",
        "   'of',\n",
        "   'elections',\n",
        "   '32',\n",
        "   'broadway'),\n",
        "  12),\n",
        " (('board',\n",
        "   'generally',\n",
        "   'meets',\n",
        "   'at',\n",
        "   '10:00',\n",
        "   'a.m.',\n",
        "   'on',\n",
        "   'the',\n",
        "   'second'),\n",
        "  12),\n",
        " (('third', 'thursday', 'of', 'each', 'month', ',', 'at', 'the', 'call'), 12),\n",
        " ((',', 'please', 'call', 'the', 'application', 'desk', 'at', '(', '212'), 12),\n",
        " (('chairman',\n",
        "   '.',\n",
        "   'board',\n",
        "   'of',\n",
        "   'health',\n",
        "   'meets',\n",
        "   'at',\n",
        "   'gotham',\n",
        "   'center'),\n",
        "  12),\n",
        " (('december',\n",
        "   '.',\n",
        "   'annual',\n",
        "   'meeting',\n",
        "   'held',\n",
        "   'on',\n",
        "   'fourth',\n",
        "   'monday',\n",
        "   'in'),\n",
        "  12),\n",
        " (('in', 'the', 'boardroom', ',', '22nd', 'floor', ',', '335', 'adams'), 12),\n",
        " ((',', 'new', 'york', ',', 'ny', '10006', '.', 'visit', 'http'), 12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corpus5grams = ngrams(lowerTokens,5)\n",
      "corpus5gramFreqs = nltk.FreqDist(corpus5grams)\n",
      "corpus5gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 34,
       "text": [
        "[(('personnel', 'in', 'substantially', 'similar', 'titles'), 272),\n",
        " (('in', 'substantially', 'similar', 'titles', 'within'), 269),\n",
        " (('similar', 'titles', 'within', 'agency', ':'), 264),\n",
        " (('substantially', 'similar', 'titles', 'within', 'agency'), 264),\n",
        " (('--', '--', '--', '--', '--'), 192),\n",
        " (('of', 'the', 'proposed', 'contract', ':'), 186),\n",
        " (('date', 'of', 'the', 'proposed', 'contract'), 186),\n",
        " (('notice', 'is', 'hereby', 'given', 'that'), 185),\n",
        " ((',', 'new', 'york', ',', 'ny'), 152),\n",
        " (('agency', 'intends', 'to', 'utilize', ':'), 137),\n",
        " (('headcount', 'of', 'personnel', 'in', 'substantially'), 136),\n",
        " (('of', 'personnel', 'in', 'substantially', 'similar'), 136),\n",
        " (('the', 'agency', 'intends', 'to', 'utilize'), 134),\n",
        " (('start', 'date', 'of', 'the', 'proposed'), 131),\n",
        " (('end', 'date', 'of', 'the', 'proposed'), 131),\n",
        " (('(', 's', ')', 'not', 'included'), 126),\n",
        " (('annual', 'contracting', 'plan', 'and', 'schedule'), 126),\n",
        " (('s', ')', 'not', 'included', 'in'), 126),\n",
        " (('maintain', ',', 'and', 'operate', 'an'), 124),\n",
        " (('caf', 'for', 'a', 'term', 'of'), 124),\n",
        " (('2015', 'annual', 'contracting', 'plan', 'and'), 124),\n",
        " (('fy', '2015', 'annual', 'contracting', 'plan'), 124),\n",
        " (('sidewalk', 'caf', 'for', 'a', 'term'), 124),\n",
        " (('in', 'the', 'borough', 'of', 'manhattan'), 121),\n",
        " (('unenclosed', 'sidewalk', 'caf', 'for', 'a'), 120),\n",
        " (('is', 'hereby', 'given', 'that', 'the'), 116),\n",
        " (('an', 'unenclosed', 'sidewalk', 'caf', 'for'), 112),\n",
        " (('operate', 'an', 'unenclosed', 'sidewalk', 'caf'), 112),\n",
        " ((',', 'and', 'operate', 'an', 'unenclosed'), 112),\n",
        " (('and', 'operate', 'an', 'unenclosed', 'sidewalk'), 112),\n",
        " (('the', 'city', 'of', 'new', 'york'), 104),\n",
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        " (('terms', 'and', 'conditions', 'for', 'compensation'), 12),\n",
        " (('city', ',', 'n.y.', '11101', ','), 12),\n",
        " (('otherwise', 'noted', ')', '.', 'any'), 12),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#We can keep going!\n",
      "corpus10grams = list(ngrams(lowerTokens,10))\n",
      "corpus10gramFreqs = nltk.FreqDist(corpus10grams)\n",
      "corpus10gramFreqs.most_common()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "[(('--', '--', '--', '--', '--', '--', '--', '--', '--', '--'), 162),\n",
        " (('headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':'),\n",
        "  129),\n",
        " (('maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for',\n",
        "   'a'),\n",
        "  112),\n",
        " ((',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for',\n",
        "   'a',\n",
        "   'term'),\n",
        "  112),\n",
        " (('and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for',\n",
        "   'a',\n",
        "   'term',\n",
        "   'of'),\n",
        "  112),\n",
        " (('sidewalk', 'caf', 'for', 'a', 'term', 'of', 'four', 'years', '.', ')'),\n",
        "  101),\n",
        " (('unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for',\n",
        "   'a',\n",
        "   'term',\n",
        "   'of',\n",
        "   'four',\n",
        "   'years',\n",
        "   '.'),\n",
        "  100),\n",
        " (('operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for',\n",
        "   'a',\n",
        "   'term',\n",
        "   'of',\n",
        "   'four'),\n",
        "  94),\n",
        " (('an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for',\n",
        "   'a',\n",
        "   'term',\n",
        "   'of',\n",
        "   'four',\n",
        "   'years'),\n",
        "  94),\n",
        " (('agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles'),\n",
        "  92),\n",
        " (('in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of'),\n",
        "  91),\n",
        " (('substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel'),\n",
        "  91),\n",
        " (('titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially'),\n",
        "  91),\n",
        " (('within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar'),\n",
        "  91),\n",
        " (('personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount'),\n",
        "  91),\n",
        " (('similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in'),\n",
        "  91),\n",
        " (('to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf',\n",
        "   'for'),\n",
        "  91),\n",
        " ((':',\n",
        "   'none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within'),\n",
        "  89),\n",
        " (('none',\n",
        "   'headcount',\n",
        "   'of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency'),\n",
        "  85),\n",
        " (('of',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially',\n",
        "   'similar',\n",
        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':',\n",
        "   '0'),\n",
        "  83),\n",
        " (('continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk',\n",
        "   'caf'),\n",
        "  82),\n",
        " (('(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed'),\n",
        "  79),\n",
        " (('to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an',\n",
        "   'unenclosed',\n",
        "   'sidewalk'),\n",
        "  79),\n",
        " (('the',\n",
        "   'borough',\n",
        "   'of',\n",
        "   'manhattan',\n",
        "   '(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ','),\n",
        "  74),\n",
        " (('manhattan',\n",
        "   '(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate',\n",
        "   'an'),\n",
        "  74),\n",
        " (('in',\n",
        "   'the',\n",
        "   'borough',\n",
        "   'of',\n",
        "   'manhattan',\n",
        "   '(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain'),\n",
        "  74),\n",
        " (('borough',\n",
        "   'of',\n",
        "   'manhattan',\n",
        "   '(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and'),\n",
        "  74),\n",
        " (('of',\n",
        "   'manhattan',\n",
        "   '(',\n",
        "   'to',\n",
        "   'continue',\n",
        "   'to',\n",
        "   'maintain',\n",
        "   ',',\n",
        "   'and',\n",
        "   'operate'),\n",
        "  74),\n",
        " (('published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'charter',\n",
        "   '312',\n",
        "   '(',\n",
        "   'a'),\n",
        "  63),\n",
        " (('new', 'york', 'city', 'charter', '312', '(', 'a', ')', ':', 'agency'), 63),\n",
        " (('annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to'),\n",
        "  63),\n",
        " (('is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'charter',\n",
        "   '312',\n",
        "   '('),\n",
        "  63),\n",
        " (('contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that',\n",
        "   'the'),\n",
        "  63),\n",
        " (('schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that',\n",
        "   'the',\n",
        "   'mayor',\n",
        "   'will',\n",
        "   'be'),\n",
        "  63),\n",
        " (('and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city'),\n",
        "  63),\n",
        " (('plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york'),\n",
        "  63),\n",
        " (('york', 'city', 'charter', '312', '(', 'a', ')', ':', 'agency', ':'), 63),\n",
        " (('pursuant', 'to', 'new', 'york', 'city', 'charter', '312', '(', 'a', ')'),\n",
        "  63),\n",
        " (('to', 'new', 'york', 'city', 'charter', '312', '(', 'a', ')', ':'), 63),\n",
        " (('schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'charter'),\n",
        "  63),\n",
        " (('that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'charter',\n",
        "   '312'),\n",
        "  63),\n",
        " (('annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that'),\n",
        "  63),\n",
        " (('and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that',\n",
        "   'the',\n",
        "   'mayor',\n",
        "   'will'),\n",
        "  63),\n",
        " (('plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given',\n",
        "   'that',\n",
        "   'the',\n",
        "   'mayor'),\n",
        "  63),\n",
        " (('contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant',\n",
        "   'to',\n",
        "   'new'),\n",
        "  63),\n",
        " (('included',\n",
        "   'in',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice'),\n",
        "  62),\n",
        " (('fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published'),\n",
        "  62),\n",
        " (('in',\n",
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        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that'),\n",
        "  62),\n",
        " (('in',\n",
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        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is'),\n",
        "  62),\n",
        " (('2015',\n",
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        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is',\n",
        "   'published',\n",
        "   'pursuant'),\n",
        "  62),\n",
        " ((')',\n",
        "   'not',\n",
        "   'included',\n",
        "   'in',\n",
        "   'the',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan'),\n",
        "  62),\n",
        " (('fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby'),\n",
        "  62),\n",
        " (('s',\n",
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        "   'in',\n",
        "   'the',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting'),\n",
        "  62),\n",
        " (('included',\n",
        "   'in',\n",
        "   'the',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule'),\n",
        "  62),\n",
        " ((')',\n",
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        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and'),\n",
        "  62),\n",
        " (('2015',\n",
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        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'notice',\n",
        "   'is',\n",
        "   'hereby',\n",
        "   'given'),\n",
        "  62),\n",
        " (('not',\n",
        "   'included',\n",
        "   'in',\n",
        "   'the',\n",
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        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and'),\n",
        "  62),\n",
        " (('(', 's', ')', 'not', 'included', 'in', 'the', 'fy', '2015', 'annual'), 62),\n",
        " (('the',\n",
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        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule',\n",
        "   'that',\n",
        "   'is'),\n",
        "  62),\n",
        " (('(',\n",
        "   's',\n",
        "   ')',\n",
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        "   'included',\n",
        "   'in',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting'),\n",
        "  62),\n",
        " (('s',\n",
        "   ')',\n",
        "   'not',\n",
        "   'included',\n",
        "   'in',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan'),\n",
        "  62),\n",
        " (('not',\n",
        "   'included',\n",
        "   'in',\n",
        "   'fy',\n",
        "   '2015',\n",
        "   'annual',\n",
        "   'contracting',\n",
        "   'plan',\n",
        "   'and',\n",
        "   'schedule'),\n",
        "  62),\n",
        " (('in',\n",
        "   'spector',\n",
        "   'hall',\n",
        "   ',',\n",
        "   '22',\n",
        "   'reade',\n",
        "   'street',\n",
        "   ',',\n",
        "   'main',\n",
        "   'floor'),\n",
        "  50),\n",
        " (('spector', 'hall', ',', '22', 'reade', 'street', ',', 'main', 'floor', ','),\n",
        "  50),\n",
        " ((')',\n",
        "   'has',\n",
        "   'received',\n",
        "   'an',\n",
        "   'nyc',\n",
        "   'voluntary',\n",
        "   'cleanup',\n",
        "   'program',\n",
        "   '(',\n",
        "   'vcp'),\n",
        "  49),\n",
        " (('(',\n",
        "   'oer',\n",
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        "   'an',\n",
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        "   'voluntary',\n",
        "   'cleanup',\n",
        "   'program'),\n",
        "  49),\n",
        " (('environmental',\n",
        "   'remediation',\n",
        "   '(',\n",
        "   'oer',\n",
        "   ')',\n",
        "   'has',\n",
        "   'received',\n",
        "   'an',\n",
        "   'nyc',\n",
        "   'voluntary'),\n",
        "  49),\n",
        " (('york',\n",
        "   'city',\n",
        "   'office',\n",
        "   'of',\n",
        "   'environmental',\n",
        "   'remediation',\n",
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        "   'has'),\n",
        "  49),\n",
        " (('task',\n",
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        "   'titles',\n",
        "   'within',\n",
        "   'agency',\n",
        "   ':'),\n",
        "  49),\n",
        " (('agency',\n",
        "   'intends',\n",
        "   'to',\n",
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        "   'task',\n",
        "   'order',\n",
        "   'personnel',\n",
        "   'in',\n",
        "   'substantially'),\n",
        "  49),\n",
        " (('remediation',\n",
        "   '(',\n",
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        "   'has',\n",
        "   'received',\n",
        "   'an',\n",
        "   'nyc',\n",
        "   'voluntary',\n",
        "   'cleanup'),\n",
        "  49),\n",
        " (('the',\n",
        "   'new',\n",
        "   'york',\n",
        "   'city',\n",
        "   'office',\n",
        "   'of',\n",
        "   'environmental',\n",
        "   'remediation',\n",
        "   '(',\n",
        "   'oer'),\n",
        "  49),\n",
        " (('to',\n",
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        "   'similar',\n",
        "   'titles'),\n",
        "  49),\n",
        " (('city',\n",
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        "   'of',\n",
        "   'environmental',\n",
        "   'remediation',\n",
        "   '(',\n",
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        "   ')',\n",
        "   'has',\n",
        "   'received'),\n",
        "  49),\n",
        " ((':',\n",
        "   'task',\n",
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