nltk_exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.tokenize import word_tokenize, sent_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "example_text = \"Hello Mr. Smith, how are you doing today? The weather is great and Python is awesome. The sky is blue.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Hello',\n",
       " 'Mr.',\n",
       " 'Smith',\n",
       " ',',\n",
       " 'how',\n",
       " 'are',\n",
       " 'you',\n",
       " 'doing',\n",
       " 'today',\n",
       " '?',\n",
       " 'The',\n",
       " 'weather',\n",
       " 'is',\n",
       " 'great',\n",
       " 'and',\n",
       " 'Python',\n",
       " 'is',\n",
       " 'awesome',\n",
       " '.',\n",
       " 'The',\n",
       " 'sky',\n",
       " 'is',\n",
       " 'blue',\n",
       " '.']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_tokenize(example_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Hello Mr. Smith, how are you doing today?',\n",
       " 'The weather is great and Python is awesome.',\n",
       " 'The sky is blue.']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sent_tokenize(example_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello\n",
      "Mr.\n",
      "Smith\n",
      ",\n",
      "how\n",
      "are\n",
      "you\n",
      "doing\n",
      "today\n",
      "?\n",
      "The\n",
      "weather\n",
      "is\n",
      "great\n",
      "and\n",
      "Python\n",
      "is\n",
      "awesome\n",
      ".\n",
      "The\n",
      "sky\n",
      "is\n",
      "blue\n",
      ".\n"
     ]
    }
   ],
   "source": [
    "for item in word_tokenize(example_text):\n",
    "    print(item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stop Words"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can be used in two ways.\n",
    "1. To remove words that occur commonly.\n",
    "2. To remove words that are used sarcastically or that can mislead the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stop_words = set(stopwords.words(\"english\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "token_words = word_tokenize(example_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Hello',\n",
       " 'Mr.',\n",
       " 'Smith',\n",
       " ',',\n",
       " 'how',\n",
       " 'are',\n",
       " 'you',\n",
       " 'doing',\n",
       " 'today',\n",
       " '?',\n",
       " 'The',\n",
       " 'weather',\n",
       " 'is',\n",
       " 'great',\n",
       " 'and',\n",
       " 'Python',\n",
       " 'is',\n",
       " 'awesome',\n",
       " '.',\n",
       " 'The',\n",
       " 'sky',\n",
       " 'is',\n",
       " 'blue',\n",
       " '.']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filtered_sentence = [w for w in token_words if w not in stop_words]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stemming"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take stem of the word for variation of the word. For example, use rid for riding and ride"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.stem import PorterStemmer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "example_words = [\"python\", \"pythoner\", \"pythoning\", \"pythoned\", \"pythonly\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ps = PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['python', 'python', 'python', 'python', 'pythonli']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[ps.stem(word) for word in example_words]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "new_text = \"It is very important to be pythonly while you are pythoning with python. All pythoners have pythoned poorly atleast once.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "python_words = word_tokenize(new_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['It',\n",
       " 'is',\n",
       " 'veri',\n",
       " 'import',\n",
       " 'to',\n",
       " 'be',\n",
       " 'pythonli',\n",
       " 'while',\n",
       " 'you',\n",
       " 'are',\n",
       " 'python',\n",
       " 'with',\n",
       " 'python',\n",
       " '.',\n",
       " 'all',\n",
       " 'python',\n",
       " 'have',\n",
       " 'python',\n",
       " 'poorli',\n",
       " 'atleast',\n",
       " 'onc',\n",
       " '.']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[ps.stem(w) for w in python_words]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use word net for getting synonyms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Speech tagging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nltk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tags words to part of the speech.. eg: noun, verb etc.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import state_union\n",
    "from nltk.tokenize import PunktSentenceTokenizer\n",
    "#Punkt sentence tokenizer is an unsupervised tokenizing algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Extracting raw text from GW Bush to train and test the Punkt Sentence tokenizer algorithm\n",
    "train_text = state_union.raw('2005-GWBush.txt')\n",
    "test_text = state_union.raw('2006-GWBush.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "custom_tokenizer = PunktSentenceTokenizer(train_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tokenized = custom_tokenizer.tokenize(test_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def process_content():\n",
    "    try:\n",
    "        tags = [nltk.pos_tag(nltk.word_tokenize(w)) for w in tokenized]\n",
    "        print(tags)\n",
    "    except Exception as e:\n",
    "        print(str(e))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[('PRESIDENT', 'NNP'), ('GEORGE', 'NNP'), ('W.', 'NNP'), ('BUSH', 'NNP'), (\"'S\", 'POS'), ('ADDRESS', 'NNP'), ('BEFORE', 'IN'), ('A', 'NNP'), ('JOINT', 'NNP'), ('SESSION', 'NNP'), ('OF', 'IN'), ('THE', 'NNP'), ('CONGRESS', 'NNP'), ('ON', 'NNP'), ('THE', 'NNP'), ('STATE', 'NNP'), ('OF', 'IN'), ('THE', 'NNP'), ('UNION', 'NNP'), ('January', 'NNP'), ('31', 'CD'), (',', ','), ('2006', 'CD'), ('THE', 'NNP'), ('PRESIDENT', 'NNP'), (':', ':'), ('Thank', 'NNP'), ('you', 'PRP'), ('all', 'DT'), ('.', '.')], [('Mr.', 'NNP'), ('Speaker', 'NNP'), (',', ','), ('Vice', 'NNP'), ('President', 'NNP'), ('Cheney', 'NNP'), (',', ','), ('members', 'NNS'), ('of', 'IN'), ('Congress', 'NNP'), (',', ','), ('members', 'NNS'), ('of', 'IN'), ('the', 'DT'), ('Supreme', 'NNP'), ('Court', 'NNP'), ('and', 'CC'), ('diplomatic', 'JJ'), ('corps', 'NN'), (',', ','), ('distinguished', 'JJ'), ('guests', 'NNS'), (',', ','), ('and', 'CC'), ('fellow', 'JJ'), ('citizens', 'NNS'), (':', ':'), ('Today', 'VB'), ('our', 'PRP$'), ('nation', 'NN'), ('lost', 'VBD'), ('a', 'DT'), ('beloved', 'VBN'), (',', ','), ('graceful', 'JJ'), (',', ','), ('courageous', 'JJ'), ('woman', 'NN'), ('who', 'WP'), ('called', 'VBD'), ('America', 'NNP'), ('to', 'TO'), ('its', 'PRP$'), ('founding', 'NN'), ('ideals', 'NNS'), ('and', 'CC'), ('carried', 'VBD'), ('on', 'IN'), ('a', 'DT'), ('noble', 'JJ'), ('dream', 'NN'), ('.', '.')], [('Tonight', 'NN'), ('we', 'PRP'), ('are', 'VBP'), ('comforted', 'VBN'), ('by', 'IN'), ('the', 'DT'), ('hope', 'NN'), ('of', 'IN'), ('a', 'DT'), ('glad', 'JJ'), ('reunion', 'NN'), ('with', 'IN'), ('the', 'DT'), ('husband', 'NN'), ('who', 'WP'), ('was', 'VBD'), ('taken', 'VBN'), ('so', 'RB'), ('long', 'RB'), ('ago', 'RB'), (',', ','), ('and', 'CC'), ('we', 'PRP'), ('are', 'VBP'), ('grateful', 'JJ'), ('for', 'IN'), ('the', 'DT'), ('good', 'JJ'), ('life', 'NN'), ('of', 'IN'), ('Coretta', 'NNP'), ('Scott', 'NNP'), ('King', 'NNP'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')], [('President', 'NNP'), ('George', 'NNP'), ('W.', 'NNP'), ('Bush', 'NNP'), ('reacts', 'VBZ'), ('to', 'TO'), ('applause', 'VB'), ('during', 'IN'), ('his', 'PRP$'), ('State', 'NNP'), ('of', 'IN'), ('the', 'DT'), ('Union', 'NNP'), ('Address', 'NNP'), ('at', 'IN'), ('the', 'DT'), ('Capitol', 'NNP'), (',', ','), ('Tuesday', 'NNP'), (',', ','), ('Jan', 'NNP'), ('.', '.')], [('31', 'CD'), (',', ','), ('2006', 'CD'), ('.', '.')], [('White', 'NNP'), ('House', 'NNP'), ('photo', 'NN'), ('by', 'IN'), ('Eric', 'NNP'), ('DraperEvery', 'NNP'), ('time', 'NN'), ('I', 'PRP'), (\"'m\", 'VBP'), ('invited', 'JJ'), ('to', 'TO'), ('this', 'DT'), ('rostrum', 'NN'), (',', ','), ('I', 'PRP'), (\"'m\", 'VBP'), ('humbled', 'VBN'), ('by', 'IN'), ('the', 'DT'), ('privilege', 'NN'), (',', ','), ('and', 'CC'), ('mindful', 'NN'), ('of', 'IN'), ('the', 'DT'), ('history', 'NN'), ('we', 'PRP'), (\"'ve\", 'VBP'), ('seen', 'VBN'), ('together', 'RB'), ('.', '.')], [('We', 'PRP'), ('have', 'VBP'), ('gathered', 'VBN'), ('under', 'IN'), ('this', 'DT'), ('Capitol', 'NNP'), ('dome', 'NN'), ('in', 'IN'), ('moments', 'NNS'), ('of', 'IN'), ('national', 'JJ'), ('mourning', 'NN'), ('and', 'CC'), ('national', 'JJ'), ('achievement', 'NN'), ('.', '.')], [('We', 'PRP'), ('have', 'VBP'), ('served', 'VBN'), ('America', 'NNP'), ('through', 'IN'), ('one', 'CD'), ('of', 'IN'), ('the', 'DT'), ('most', 'RBS'), ('consequential', 'JJ'), ('periods', 'NNS'), ('of', 'IN'), ('our', 'PRP$'), ('history', 'NN'), ('--', ':'), ('and', 'CC'), ('it', 'PRP'), ('has', 'VBZ'), ('been', 'VBN'), ('my', 'PRP$'), ('honor', 'NN'), ('to', 'TO'), ('serve', 'VB'), ('with', 'IN'), ('you', 'PRP'), ('.', '.')], [('In', 'IN'), ('a', 'DT'), ('system', 'NN'), ('of', 'IN'), ('two', 'CD'), ('parties', 'NNS'), (',', ','), ('two', 'CD'), ('chambers', 'NNS'), (',', ','), ('and', 'CC'), ('two', 'CD'), ('elected', 'JJ'), ('branches', 'NNS'), (',', ','), ('there', 'EX'), ('will', 'MD'), ('always', 'RB'), ('be', 'VB'), ('differences', 'NNS'), ('and', 'CC'), ('debate', 'NN'), ('.', '.')], [('But', 'CC'), ('even', 'RB'), ('tough', 'JJ'), ('debates', 'NNS'), ('can', 'MD'), ('be', 'VB'), ('conducted', 'VBN'), ('in', 'IN'), ('a', 'DT'), ('civil', 'JJ'), ('tone', 'NN'), (',', ','), ('and', 'CC'), ('our', 'PRP$'), ('differences', 'NNS'), ('can', 'MD'), ('not', 'RB'), ('be', 'VB'), ('allowed', 'VBN'), ('to', 'TO'), ('harden', 'VB'), ('into', 'IN'), ('anger', 'NN'), ('.', '.')], [('To', 'TO'), ('confront', 'VB'), ('the', 'DT'), ('great', 'JJ'), ('issues', 'NNS'), ('before', 'IN'), ('us', 'PRP'), (',', ','), ('we', 'PRP'), ('must', 'MD'), ('act', 'VB'), ('in', 'IN'), ('a', 'DT'), ('spirit', 'NN'), ('of', 'IN'), ('goodwill', 'NN'), ('and', 'CC'), ('respect', 'NN'), ('for', 'IN'), ('one', 'CD'), ('another', 'DT'), ('--', ':'), ('and', 'CC'), ('I', 'PRP'), ('will', 'MD'), ('do', 'VB'), ('my', 'PRP$'), ('part', 'NN'), ('.', '.')], [('Tonight', 'NNP'), ('the', 'DT'), ('state', 'NN'), ('of', 'IN'), ('our', 'PRP$'), ('Union', 'NNP'), ('is', 'VBZ'), ('strong', 'JJ'), ('--', ':'), ('and', 'CC'), ('together', 'RB'), ('we', 'PRP'), ('will', 'MD'), ('make', 'VB'), ('it', 'PRP'), ('stronger', 'JJR'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')], [('In', 'IN'), ('this', 'DT'), ('decisive', 'JJ'), ('year', 'NN'), (',', ','), ('you', 'PRP'), ('and', 'CC'), ('I', 'PRP'), ('will', 'MD'), ('make', 'VB'), ('choices', 'NNS'), ('that', 'WDT'), ('determine', 'VBP'), ('both', 'DT'), ('the', 'DT'), ('future', 'NN'), ('and', 'CC'), ('the', 'DT'), ('character', 'NN'), ('of', 'IN'), ('our', 'PRP$'), ('country', 'NN'), ('.', '.')], [('We', 'PRP'), ('will', 'MD'), ('choose', 'VB'), ('to', 'TO'), ('act', 'VB'), ('confidently', 'RB'), ('in', 'IN'), ('pursuing', 'VBG'), ('the', 'DT'), ('enemies', 'NNS'), ('of', 'IN'), ('freedom', 'NN'), ('--', ':'), ('or', 'CC'), ('retreat', 'NN'), ('from', 'IN'), ('our', 'PRP$'), ('duties', 'NNS'), ('in', 'IN'), ('the', 'DT'), ('hope', 'NN'), ('of', 'IN'), ('an', 'DT'), ('easier', 'JJR'), ('life', 'NN'), ('.', '.')], [('We', 'PRP'), ('will', 'MD'), ('choose', 'VB'), ('to', 'TO'), ('build', 'VB'), ('our', 'PRP$'), ('prosperity', 'NN'), ('by', 'IN'), ('leading', 'VBG'), ('the', 'DT'), ('world', 'NN'), ('economy', 'NN'), ('--', ':'), ('or', 'CC'), ('shut', 'VB'), ('ourselves', 'PRP'), ('off', 'RP'), ('from', 'IN'), ('trade', 'NN'), ('and', 'CC'), ('opportunity', 'NN'), ('.', '.')], [('In', 'IN'), ('a', 'DT'), ('complex', 'JJ'), ('and', 'CC'), ('challenging', 'JJ'), ('time', 'NN'), (',', ','), ('the', 'DT'), ('road', 'NN'), ('of', 'IN'), ('isolationism', 'NN'), ('and', 'CC'), ('protectionism', 'NN'), ('may', 'MD'), ('seem', 'VB'), ('broad', 'JJ'), ('and', 'CC'), ('inviting', 'NN'), ('--', ':'), ('yet', 'CC'), ('it', 'PRP'), ('ends', 'VBZ'), ('in', 'IN'), ('danger', 'NN'), ('and', 'CC'), ('decline', 'NN'), ('.', '.')], [('The', 'DT'), ('only', 'JJ'), ('way', 'NN'), ('to', 'TO'), ('protect', 'VB'), ('our', 'PRP$'), ('people', 'NNS'), (',', ','), ('the', 'DT'), ('only', 'JJ'), ('way', 'NN'), ('to', 'TO'), ('secure', 'VB'), ('the', 'DT'), ('peace', 'NN'), (',', ','), ('the', 'DT'), ('only', 'JJ'), ('way', 'NN'), ('to', 'TO'), ('control', 'VB'), ('our', 'PRP$'), ('destiny', 'NN'), ('is', 'VBZ'), ('by', 'IN'), ('our', 'PRP$'), ('leadership', 'NN'), ('--', ':'), ('so', 'IN'), ('the', 'DT'), ('United', 'NNP'), ('States', 'NNPS'), ('of', 'IN'), ('America', 'NNP'), ('will', 'MD'), ('continue', 'VB'), ('to', 'TO'), ('lead', 'VB'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')], [('Abroad', 'RB'), (',', ','), ('our', 'PRP$'), ('nation', 'NN'), ('is', 'VBZ'), ('committed', 'VBN'), ('to', 'TO'), ('an', 'DT'), ('historic', 'JJ'), (',', ','), ('long-term', 'JJ'), ('goal', 'NN'), ('--', ':'), ('we', 'PRP'), ('seek', 'VBP'), ('the', 'DT'), ('end', 'NN'), ('of', 'IN'), ('tyranny', 'NN'), ('in', 'IN'), ('our', 'PRP$'), ('world', 'NN'), ('.', '.')], [('Some', 'DT'), ('dismiss', 'VBP'), ('that', 'DT'), ('goal', 'NN'), ('as', 'IN'), ('misguided', 'JJ'), ('idealism', 'NN'), ('.', '.')], [('In', 'IN'), ('reality', 'NN'), (',', ','), ('the', 'DT'), ('future', 'JJ'), ('security', 'NN'), ('of', 'IN'), ('America', 'NNP'), ('depends', 'VBZ'), ('on', 'IN'), ('it', 'PRP'), ('.', '.')], [('On', 'IN'), ('September', 'NNP'), ('the', 'DT'), ('11th', 'CD'), (',', ','), ('2001', 'CD'), (',', ','), ('we', 'PRP'), ('found', 'VBD'), ('that', 'IN'), ('problems', 'NNS'), ('originating', 'VBG'), ('in', 'IN'), ('a', 'DT'), ('failed', 'JJ'), ('and', 'CC'), ('oppressive', 'JJ'), ('state', 'NN'), ('7,000', 'CD'), ('miles', 'NNS'), ('away', 'RB'), ('could', 'MD'), ('bring', 'VB'), ('murder', 'NN'), ('and', 'CC'), ('destruction', 'NN'), ('to', 'TO'), ('our', 'PRP$'), ('country', 'NN'), ('.', '.')], [('Dictatorships', 'NNP'), ('shelter', 'NN'), ('terrorists', 'NNS'), (',', ','), ('and', 'CC'), ('feed', 'VB'), ('resentment', 'NN'), ('and', 'CC'), ('radicalism', 'NN'), (',', ','), ('and', 'CC'), ('seek', 'JJ'), ('weapons', 'NNS'), ('of', 'IN'), ('mass', 'NN'), ('destruction', 'NN'), ('.', '.')], [('Democracies', 'NNS'), ('replace', 'VB'), ('resentment', 'NN'), ('with', 'IN'), ('hope', 'NN'), (',', ','), ('respect', 'VB'), ('the', 'DT'), ('rights', 'NNS'), ('of', 'IN'), ('their', 'PRP$'), ('citizens', 'NNS'), ('and', 'CC'), ('their', 'PRP$'), ('neighbors', 'NNS'), (',', ','), ('and', 'CC'), ('join', 'VB'), ('the', 'DT'), ('fight', 'NN'), ('against', 'IN'), ('terror', 'NN'), ('.', '.')], [('Every', 'DT'), ('step', 'NN'), ('toward', 'IN'), ('freedom', 'NN'), ('in', 'IN'), ('the', 'DT'), ('world', 'NN'), ('makes', 'VBZ'), ('our', 'PRP$'), ('country', 'NN'), ('safer', 'NN'), ('--', ':'), ('so', 'IN'), ('we', 'PRP'), ('will', 'MD'), ('act', 'VB'), ('boldly', 'RB'), ('in', 'IN'), ('freedom', 'NN'), (\"'s\", 'POS'), ('cause', 'NN'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')], [('Far', 'RB'), ('from', 'IN'), ('being', 'VBG'), ('a', 'DT'), ('hopeless', 'NN'), ('dream', 'NN'), (',', ','), ('the', 'DT'), ('advance', 'NN'), 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'NNS'), ('have', 'VBP'), ('felt', 'VBN'), ('excluded', 'VBN'), ('from', 'IN'), ('the', 'DT'), ('promise', 'NN'), ('of', 'IN'), ('our', 'PRP$'), ('country', 'NN'), ('.', '.')], [('The', 'DT'), ('answer', 'NN'), ('is', 'VBZ'), ('not', 'RB'), ('only', 'RB'), ('temporary', 'JJ'), ('relief', 'NN'), (',', ','), ('but', 'CC'), ('schools', 'NNS'), ('that', 'WDT'), ('teach', 'VBP'), ('every', 'DT'), ('child', 'NN'), (',', ','), ('and', 'CC'), ('job', 'NN'), ('skills', 'NNS'), ('that', 'IN'), ('bring', 'VBG'), ('upward', 'JJ'), ('mobility', 'NN'), (',', ','), ('and', 'CC'), ('more', 'JJR'), ('opportunities', 'NNS'), ('to', 'TO'), ('own', 'VB'), ('a', 'DT'), ('home', 'NN'), ('and', 'CC'), ('start', 'VB'), ('a', 'DT'), ('business', 'NN'), ('.', '.')], [('As', 'IN'), ('we', 'PRP'), ('recover', 'VBP'), ('from', 'IN'), ('a', 'DT'), ('disaster', 'NN'), (',', ','), ('let', 'VB'), ('us', 'PRP'), ('also', 'RB'), ('work', 'NN'), ('for', 'IN'), ('the', 'DT'), ('day', 'NN'), ('when', 'WRB'), ('all', 'DT'), ('Americans', 'NNPS'), ('are', 'VBP'), ('protected', 'VBN'), ('by', 'IN'), ('justice', 'NN'), (',', ','), ('equal', 'JJ'), ('in', 'IN'), ('hope', 'NN'), (',', ','), ('and', 'CC'), ('rich', 'JJ'), ('in', 'IN'), ('opportunity', 'NN'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')], [('A', 'DT'), ('hopeful', 'JJ'), ('society', 'NN'), ('acts', 'NNS'), ('boldly', 'RB'), ('to', 'TO'), ('fight', 'VB'), ('diseases', 'NNS'), ('like', 'IN'), ('HIV/AIDS', 'NNP'), (',', ','), ('which', 'WDT'), ('can', 'MD'), ('be', 'VB'), ('prevented', 'VBN'), (',', ','), ('and', 'CC'), ('treated', 'VBD'), (',', ','), ('and', 'CC'), ('defeated', 'VBD'), ('.', '.')], [('More', 'JJR'), ('than', 'IN'), ('a', 'DT'), ('million', 'CD'), ('Americans', 'NNPS'), ('live', 'VBP'), ('with', 'IN'), ('HIV', 'NNP'), (',', ','), ('and', 'CC'), ('half', 'NN'), ('of', 'IN'), ('all', 'DT'), ('AIDS', 'NNP'), ('cases', 'NNS'), ('occur', 'VBP'), ('among', 'IN'), ('African', 'JJ'), ('Americans', 'NNPS'), ('.', '.')], [('I', 'PRP'), ('ask', 'VBP'), ('Congress', 'NNP'), ('to', 'TO'), ('reform', 'VB'), ('and', 'CC'), ('reauthorize', 'VB'), ('the', 'DT'), ('Ryan', 'NNP'), ('White', 'NNP'), ('Act', 'NNP'), (',', ','), ('and', 'CC'), ('provide', 'VB'), ('new', 'JJ'), ('funding', 'NN'), ('to', 'TO'), ('states', 'NNS'), (',', ','), ('so', 'IN'), ('we', 'PRP'), ('end', 'VBP'), ('the', 'DT'), ('waiting', 'NN'), ('lists', 'NNS'), ('for', 'IN'), ('AIDS', 'NNP'), ('medicines', 'NNS'), ('in', 'IN'), ('America', 'NNP'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')], [('We', 'PRP'), ('will', 'MD'), ('also', 'RB'), ('lead', 'VB'), ('a', 'DT'), ('nationwide', 'JJ'), ('effort', 'NN'), (',', ','), ('working', 'VBG'), ('closely', 'RB'), ('with', 'IN'), ('African', 'JJ'), ('American', 'JJ'), ('churches', 'NNS'), ('and', 'CC'), ('faith-based', 'JJ'), ('groups', 'NNS'), (',', ','), ('to', 'TO'), ('deliver', 'VB'), ('rapid', 'JJ'), ('HIV', 'NNP'), ('tests', 'NNS'), ('to', 'TO'), ('millions', 'NNS'), (',', ','), ('end', 'VBP'), ('the', 'DT'), ('stigma', 'NN'), ('of', 'IN'), ('AIDS', 'NNP'), (',', ','), ('and', 'CC'), ('come', 'VB'), ('closer', 'JJR'), ('to', 'TO'), ('the', 'DT'), ('day', 'NN'), ('when', 'WRB'), ('there', 'EX'), ('are', 'VBP'), ('no', 'DT'), ('new', 'JJ'), ('infections', 'NNS'), ('in', 'IN'), ('America', 'NNP'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')], [('Fellow', 'NNP'), ('citizens', 'NNS'), (',', ','), ('we', 'PRP'), (\"'ve\", 'VBP'), ('been', 'VBN'), ('called', 'VBN'), ('to', 'TO'), ('leadership', 'NN'), ('in', 'IN'), ('a', 'DT'), ('period', 'NN'), ('of', 'IN'), ('consequence', 'NN'), ('.', '.')], [('We', 'PRP'), (\"'ve\", 'VBP'), ('entered', 'VBN'), ('a', 'DT'), ('great', 'JJ'), ('ideological', 'JJ'), ('conflict', 'NN'), ('we', 'PRP'), ('did', 'VBD'), ('nothing', 'NN'), ('to', 'TO'), ('invite', 'VB'), ('.', '.')], [('We', 'PRP'), ('see', 'VBP'), ('great', 'JJ'), ('changes', 'NNS'), ('in', 'IN'), ('science', 'NN'), ('and', 'CC'), ('commerce', 'NN'), ('that', 'WDT'), ('will', 'MD'), ('influence', 'VB'), ('all', 'DT'), ('our', 'PRP$'), ('lives', 'NNS'), ('.', '.')], [('Sometimes', 'RB'), ('it', 'PRP'), ('can', 'MD'), ('seem', 'VB'), ('that', 'DT'), ('history', 'NN'), ('is', 'VBZ'), ('turning', 'VBG'), ('in', 'IN'), ('a', 'DT'), ('wide', 'JJ'), ('arc', 'NN'), (',', ','), ('toward', 'IN'), ('an', 'DT'), ('unknown', 'JJ'), ('shore', 'NN'), ('.', '.')], [('Yet', 'CC'), ('the', 'DT'), ('destination', 'NN'), ('of', 'IN'), ('history', 'NN'), ('is', 'VBZ'), ('determined', 'VBN'), ('by', 'IN'), ('human', 'JJ'), ('action', 'NN'), (',', ','), ('and', 'CC'), ('every', 'DT'), ('great', 'JJ'), ('movement', 'NN'), ('of', 'IN'), ('history', 'NN'), ('comes', 'VBZ'), ('to', 'TO'), ('a', 'DT'), ('point', 'NN'), ('of', 'IN'), ('choosing', 'NN'), ('.', '.')], [('Lincoln', 'NNP'), ('could', 'MD'), ('have', 'VB'), ('accepted', 'VBN'), ('peace', 'NN'), ('at', 'IN'), ('the', 'DT'), ('cost', 'NN'), ('of', 'IN'), ('disunity', 'NN'), ('and', 'CC'), ('continued', 'JJ'), ('slavery', 'NN'), ('.', '.')], [('Martin', 'NNP'), ('Luther', 'NNP'), ('King', 'NNP'), ('could', 'MD'), ('have', 'VB'), ('stopped', 'VBN'), ('at', 'IN'), ('Birmingham', 'NNP'), ('or', 'CC'), ('at', 'IN'), ('Selma', 'NNP'), (',', ','), ('and', 'CC'), ('achieved', 'VBD'), ('only', 'RB'), ('half', 'PDT'), ('a', 'DT'), ('victory', 'NN'), ('over', 'IN'), ('segregation', 'NN'), ('.', '.')], [('The', 'DT'), ('United', 'NNP'), ('States', 'NNPS'), ('could', 'MD'), ('have', 'VB'), ('accepted', 'VBN'), ('the', 'DT'), ('permanent', 'JJ'), ('division', 'NN'), ('of', 'IN'), ('Europe', 'NNP'), (',', ','), ('and', 'CC'), ('been', 'VBN'), ('complicit', 'NNS'), ('in', 'IN'), ('the', 'DT'), ('oppression', 'NN'), ('of', 'IN'), ('others', 'NNS'), ('.', '.')], [('Today', 'NN'), (',', ','), ('having', 'VBG'), ('come', 'VBN'), ('far', 'RB'), ('in', 'IN'), ('our', 'PRP$'), ('own', 'JJ'), ('historical', 'JJ'), ('journey', 'NN'), (',', ','), ('we', 'PRP'), ('must', 'MD'), ('decide', 'VB'), (':', ':'), ('Will', 'MD'), ('we', 'PRP'), ('turn', 'VB'), ('back', 'RP'), (',', ','), ('or', 'CC'), ('finish', 'VB'), ('well', 'RB'), ('?', '.')], [('Before', 'IN'), ('history', 'NN'), ('is', 'VBZ'), ('written', 'VBN'), ('down', 'RP'), ('in', 'IN'), ('books', 'NNS'), (',', ','), ('it', 'PRP'), ('is', 'VBZ'), ('written', 'VBN'), ('in', 'IN'), ('courage', 'NN'), ('.', '.')], [('Like', 'IN'), ('Americans', 'NNPS'), ('before', 'IN'), ('us', 'PRP'), (',', ','), ('we', 'PRP'), ('will', 'MD'), ('show', 'VB'), ('that', 'DT'), ('courage', 'NN'), ('and', 'CC'), ('we', 'PRP'), ('will', 'MD'), ('finish', 'VB'), ('well', 'RB'), ('.', '.')], [('We', 'PRP'), ('will', 'MD'), ('lead', 'VB'), ('freedom', 'NN'), (\"'s\", 'POS'), ('advance', 'NN'), ('.', '.')], [('We', 'PRP'), ('will', 'MD'), ('compete', 'VB'), ('and', 'CC'), ('excel', 'VB'), ('in', 'IN'), ('the', 'DT'), ('global', 'JJ'), ('economy', 'NN'), ('.', '.')], [('We', 'PRP'), ('will', 'MD'), ('renew', 'VB'), ('the', 'DT'), ('defining', 'VBG'), ('moral', 'JJ'), ('commitments', 'NNS'), ('of', 'IN'), ('this', 'DT'), ('land', 'NN'), ('.', '.')], [('And', 'CC'), ('so', 'RB'), ('we', 'PRP'), ('move', 'VBP'), ('forward', 'RB'), ('--', ':'), ('optimistic', 'JJ'), ('about', 'IN'), ('our', 'PRP$'), ('country', 'NN'), (',', ','), ('faithful', 'JJ'), ('to', 'TO'), ('its', 'PRP$'), ('cause', 'NN'), (',', ','), ('and', 'CC'), ('confident', 'NN'), ('of', 'IN'), ('the', 'DT'), ('victories', 'NNS'), ('to', 'TO'), ('come', 'VB'), ('.', '.')], [('May', 'NNP'), ('God', 'NNP'), ('bless', 'NN'), ('America', 'NNP'), ('.', '.')], [('(', '('), ('Applause', 'NNP'), ('.', '.'), (')', ')')]]\n"
     ]
    }
   ],
   "source": [
    "process_content()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chunking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Next step to figure out the meaning of a sentence.\n",
    "\n",
    "Who is the sentence talking about? (Noun is generally going to be the subject)\n",
    "\n",
    "Noun phrases. Noun and a bunch of modifiers around that.\n",
    "\n",
    "We can only chunck touching words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  (Chunk PRESIDENT/NNP)\n",
      "  (Chunk GEORGE/NNP)\n",
      "  (Chunk W./NNP)\n",
      "  (Chunk BUSH/NNP)\n",
      "  'S/POS\n",
      "  (Chunk ADDRESS/NNP)\n",
      "  BEFORE/IN\n",
      "  (Chunk A/NNP)\n",
      "  (Chunk JOINT/NNP)\n",
      "  (Chunk SESSION/NNP)\n",
      "  OF/IN\n",
      "  (Chunk THE/NNP)\n",
      "  (Chunk CONGRESS/NNP)\n",
      "  (Chunk ON/NNP)\n",
      "  (Chunk THE/NNP)\n",
      "  (Chunk STATE/NNP)\n",
      "  OF/IN\n",
      "  (Chunk THE/NNP)\n",
      "  (Chunk UNION/NNP)\n",
      "  (Chunk January/NNP)\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  (Chunk THE/NNP)\n",
      "  (Chunk PRESIDENT/NNP)\n",
      "  :/:\n",
      "  (Chunk Thank/NNP)\n",
      "  you/PRP\n",
      "  all/DT\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Mr./NNP)\n",
      "  (Chunk Speaker/NNP)\n",
      "  ,/,\n",
      "  (Chunk Vice/NNP)\n",
      "  (Chunk President/NNP)\n",
      "  (Chunk Cheney/NNP)\n",
      "  ,/,\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  ,/,\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Supreme/NNP)\n",
      "  (Chunk Court/NNP)\n",
      "  and/CC\n",
      "  diplomatic/JJ\n",
      "  corps/NN\n",
      "  ,/,\n",
      "  distinguished/JJ\n",
      "  guests/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  :/:\n",
      "  Today/VB\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  lost/VBD\n",
      "  a/DT\n",
      "  beloved/VBN\n",
      "  ,/,\n",
      "  graceful/JJ\n",
      "  ,/,\n",
      "  courageous/JJ\n",
      "  woman/NN\n",
      "  who/WP\n",
      "  (Chunk called/VBD America/NNP)\n",
      "  to/TO\n",
      "  its/PRP$\n",
      "  founding/NN\n",
      "  ideals/NNS\n",
      "  and/CC\n",
      "  carried/VBD\n",
      "  on/IN\n",
      "  a/DT\n",
      "  noble/JJ\n",
      "  dream/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NN\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  comforted/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  glad/JJ\n",
      "  reunion/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  husband/NN\n",
      "  who/WP\n",
      "  was/VBD\n",
      "  taken/VBN\n",
      "  so/RB\n",
      "  long/RB\n",
      "  ago/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  grateful/JJ\n",
      "  for/IN\n",
      "  the/DT\n",
      "  good/JJ\n",
      "  life/NN\n",
      "  of/IN\n",
      "  (Chunk Coretta/NNP)\n",
      "  (Chunk Scott/NNP)\n",
      "  (Chunk King/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk President/NNP)\n",
      "  (Chunk George/NNP)\n",
      "  (Chunk W./NNP)\n",
      "  (Chunk Bush/NNP)\n",
      "  reacts/VBZ\n",
      "  to/TO\n",
      "  applause/VB\n",
      "  during/IN\n",
      "  his/PRP$\n",
      "  (Chunk State/NNP)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP)\n",
      "  (Chunk Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk Capitol/NNP)\n",
      "  ,/,\n",
      "  (Chunk Tuesday/NNP)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (Chunk White/NNP)\n",
      "  (Chunk House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP)\n",
      "  (Chunk DraperEvery/NNP time/NN)\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  invited/JJ\n",
      "  to/TO\n",
      "  this/DT\n",
      "  rostrum/NN\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  humbled/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  privilege/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  mindful/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  history/NN\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  seen/VBN\n",
      "  together/RB\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  gathered/VBN\n",
      "  under/IN\n",
      "  this/DT\n",
      "  (Chunk Capitol/NNP dome/NN)\n",
      "  in/IN\n",
      "  moments/NNS\n",
      "  of/IN\n",
      "  national/JJ\n",
      "  mourning/NN\n",
      "  and/CC\n",
      "  national/JJ\n",
      "  achievement/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  (Chunk have/VBP served/VBN America/NNP)\n",
      "  through/IN\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  consequential/JJ\n",
      "  periods/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  history/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  it/PRP\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  my/PRP$\n",
      "  honor/NN\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  with/IN\n",
      "  you/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  system/NN\n",
      "  of/IN\n",
      "  two/CD\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  two/CD\n",
      "  chambers/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  two/CD\n",
      "  elected/JJ\n",
      "  branches/NNS\n",
      "  ,/,\n",
      "  there/EX\n",
      "  will/MD\n",
      "  always/RB\n",
      "  be/VB\n",
      "  differences/NNS\n",
      "  and/CC\n",
      "  debate/NN\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  even/RB\n",
      "  tough/JJ\n",
      "  debates/NNS\n",
      "  can/MD\n",
      "  be/VB\n",
      "  conducted/VBN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  civil/JJ\n",
      "  tone/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  differences/NNS\n",
      "  can/MD\n",
      "  not/RB\n",
      "  be/VB\n",
      "  allowed/VBN\n",
      "  to/TO\n",
      "  harden/VB\n",
      "  into/IN\n",
      "  anger/NN\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  great/JJ\n",
      "  issues/NNS\n",
      "  before/IN\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  act/VB\n",
      "  in/IN\n",
      "  a/DT\n",
      "  spirit/NN\n",
      "  of/IN\n",
      "  goodwill/NN\n",
      "  and/CC\n",
      "  respect/NN\n",
      "  for/IN\n",
      "  one/CD\n",
      "  another/DT\n",
      "  --/:\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  my/PRP$\n",
      "  part/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Tonight/NNP)\n",
      "  the/DT\n",
      "  state/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  (Chunk Union/NNP)\n",
      "  is/VBZ\n",
      "  strong/JJ\n",
      "  --/:\n",
      "  and/CC\n",
      "  together/RB\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  it/PRP\n",
      "  stronger/JJR\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  this/DT\n",
      "  decisive/JJ\n",
      "  year/NN\n",
      "  ,/,\n",
      "  you/PRP\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  choices/NNS\n",
      "  that/WDT\n",
      "  determine/VBP\n",
      "  both/DT\n",
      "  the/DT\n",
      "  future/NN\n",
      "  and/CC\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  choose/VB\n",
      "  to/TO\n",
      "  act/VB\n",
      "  confidently/RB\n",
      "  in/IN\n",
      "  pursuing/VBG\n",
      "  the/DT\n",
      "  enemies/NNS\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  --/:\n",
      "  or/CC\n",
      "  retreat/NN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  duties/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  an/DT\n",
      "  easier/JJR\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  choose/VB\n",
      "  to/TO\n",
      "  build/VB\n",
      "  our/PRP$\n",
      "  prosperity/NN\n",
      "  by/IN\n",
      "  leading/VBG\n",
      "  the/DT\n",
      "  world/NN\n",
      "  economy/NN\n",
      "  --/:\n",
      "  or/CC\n",
      "  shut/VB\n",
      "  ourselves/PRP\n",
      "  off/RP\n",
      "  from/IN\n",
      "  trade/NN\n",
      "  and/CC\n",
      "  opportunity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  complex/JJ\n",
      "  and/CC\n",
      "  challenging/JJ\n",
      "  time/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  road/NN\n",
      "  of/IN\n",
      "  isolationism/NN\n",
      "  and/CC\n",
      "  protectionism/NN\n",
      "  may/MD\n",
      "  seem/VB\n",
      "  broad/JJ\n",
      "  and/CC\n",
      "  inviting/NN\n",
      "  --/:\n",
      "  yet/CC\n",
      "  it/PRP\n",
      "  ends/VBZ\n",
      "  in/IN\n",
      "  danger/NN\n",
      "  and/CC\n",
      "  decline/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  protect/VB\n",
      "  our/PRP$\n",
      "  people/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  secure/VB\n",
      "  the/DT\n",
      "  peace/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  control/VB\n",
      "  our/PRP$\n",
      "  destiny/NN\n",
      "  is/VBZ\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  leadership/NN\n",
      "  --/:\n",
      "  so/IN\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Abroad/RB\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  is/VBZ\n",
      "  committed/VBN\n",
      "  to/TO\n",
      "  an/DT\n",
      "  historic/JJ\n",
      "  ,/,\n",
      "  long-term/JJ\n",
      "  goal/NN\n",
      "  --/:\n",
      "  we/PRP\n",
      "  seek/VBP\n",
      "  the/DT\n",
      "  end/NN\n",
      "  of/IN\n",
      "  tyranny/NN\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Some/DT\n",
      "  dismiss/VBP\n",
      "  that/DT\n",
      "  goal/NN\n",
      "  as/IN\n",
      "  misguided/JJ\n",
      "  idealism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  reality/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  future/JJ\n",
      "  security/NN\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  depends/VBZ\n",
      "  on/IN\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  On/IN\n",
      "  (Chunk September/NNP)\n",
      "  the/DT\n",
      "  11th/CD\n",
      "  ,/,\n",
      "  2001/CD\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  found/VBD\n",
      "  that/IN\n",
      "  problems/NNS\n",
      "  originating/VBG\n",
      "  in/IN\n",
      "  a/DT\n",
      "  failed/JJ\n",
      "  and/CC\n",
      "  oppressive/JJ\n",
      "  state/NN\n",
      "  7,000/CD\n",
      "  miles/NNS\n",
      "  away/RB\n",
      "  could/MD\n",
      "  bring/VB\n",
      "  murder/NN\n",
      "  and/CC\n",
      "  destruction/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Dictatorships/NNP shelter/NN)\n",
      "  terrorists/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  feed/VB\n",
      "  resentment/NN\n",
      "  and/CC\n",
      "  radicalism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  seek/JJ\n",
      "  weapons/NNS\n",
      "  of/IN\n",
      "  mass/NN\n",
      "  destruction/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Democracies/NNS\n",
      "  replace/VB\n",
      "  resentment/NN\n",
      "  with/IN\n",
      "  hope/NN\n",
      "  ,/,\n",
      "  respect/VB\n",
      "  the/DT\n",
      "  rights/NNS\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  citizens/NNS\n",
      "  and/CC\n",
      "  their/PRP$\n",
      "  neighbors/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  join/VB\n",
      "  the/DT\n",
      "  fight/NN\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Every/DT\n",
      "  step/NN\n",
      "  toward/IN\n",
      "  freedom/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  makes/VBZ\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  safer/NN\n",
      "  --/:\n",
      "  so/IN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  act/VB\n",
      "  boldly/RB\n",
      "  in/IN\n",
      "  freedom/NN\n",
      "  's/POS\n",
      "  cause/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Far/RB\n",
      "  from/IN\n",
      "  being/VBG\n",
      "  a/DT\n",
      "  hopeless/NN\n",
      "  dream/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  advance/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  great/JJ\n",
      "  story/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  time/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  1945/CD\n",
      "  ,/,\n",
      "  there/EX\n",
      "  were/VBD\n",
      "  about/RB\n",
      "  two/CD\n",
      "  dozen/NN\n",
      "  lonely/RB\n",
      "  democracies/VBZ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S Today/NN ,/, there/EX are/VBP 122/CD ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  writing/VBG\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  chapter/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  story/NN\n",
      "  of/IN\n",
      "  self-government/JJ\n",
      "  --/:\n",
      "  with/IN\n",
      "  women/NNS\n",
      "  lining/VBG\n",
      "  up/RP\n",
      "  to/TO\n",
      "  vote/VB\n",
      "  in/IN\n",
      "  (Chunk Afghanistan/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  millions/NNS\n",
      "  of/IN\n",
      "  (Chunk Iraqis/NNP)\n",
      "  marking/VBG\n",
      "  their/PRP$\n",
      "  liberty/NN\n",
      "  with/IN\n",
      "  purple/JJ\n",
      "  ink/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  from/IN\n",
      "  (Chunk Lebanon/NNP)\n",
      "  to/TO\n",
      "  (Chunk Egypt/NNP)\n",
      "  debating/VBG\n",
      "  the/DT\n",
      "  rights/NNS\n",
      "  of/IN\n",
      "  individuals/NNS\n",
      "  and/CC\n",
      "  the/DT\n",
      "  necessity/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  At/IN\n",
      "  the/DT\n",
      "  start/NN\n",
      "  of/IN\n",
      "  2006/CD\n",
      "  ,/,\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  half/PDT\n",
      "  the/DT\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  live/VBP\n",
      "  in/IN\n",
      "  democratic/JJ\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  forget/VB\n",
      "  the/DT\n",
      "  other/JJ\n",
      "  half/NN\n",
      "  --/:\n",
      "  in/IN\n",
      "  places/NNS\n",
      "  like/IN\n",
      "  (Chunk Syria/NNP)\n",
      "  and/CC\n",
      "  (Chunk Burma/NNP)\n",
      "  ,/,\n",
      "  (Chunk Zimbabwe/NNP)\n",
      "  ,/,\n",
      "  (Chunk North/NNP)\n",
      "  (Chunk Korea/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (Chunk Iran/NNP)\n",
      "  --/:\n",
      "  because/IN\n",
      "  the/DT\n",
      "  demands/NNS\n",
      "  of/IN\n",
      "  justice/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  peace/NN\n",
      "  of/IN\n",
      "  this/DT\n",
      "  world/NN\n",
      "  ,/,\n",
      "  require/VBP\n",
      "  their/PRP$\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  as/RB\n",
      "  well/RB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk President/NNP)\n",
      "  (Chunk George/NNP)\n",
      "  (Chunk W./NNP)\n",
      "  (Chunk Bush/NNP)\n",
      "  delivers/VBZ\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP)\n",
      "  (Chunk Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk Capitol/NNP)\n",
      "  ,/,\n",
      "  (Chunk Tuesday/NNP)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (Chunk White/NNP)\n",
      "  (Chunk House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP)\n",
      "  (Chunk Draper/NNP)\n",
      "  (Chunk No/NNP one/NN)\n",
      "  can/MD\n",
      "  deny/VB\n",
      "  the/DT\n",
      "  success/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  some/DT\n",
      "  men/NNS\n",
      "  rage/VB\n",
      "  and/CC\n",
      "  fight/VB\n",
      "  against/IN\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  main/JJ\n",
      "  sources/NNS\n",
      "  of/IN\n",
      "  reaction/NN\n",
      "  and/CC\n",
      "  opposition/NN\n",
      "  is/VBZ\n",
      "  radical/JJ\n",
      "  (Chunk Islam/NNP)\n",
      "  --/:\n",
      "  the/DT\n",
      "  perversion/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  few/JJ\n",
      "  of/IN\n",
      "  a/DT\n",
      "  noble/JJ\n",
      "  faith/NN\n",
      "  into/IN\n",
      "  an/DT\n",
      "  ideology/NN\n",
      "  of/IN\n",
      "  terror/NN\n",
      "  and/CC\n",
      "  death/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Terrorists/NNS\n",
      "  like/IN\n",
      "  bin/NN\n",
      "  (Chunk Laden/NNP)\n",
      "  are/VBP\n",
      "  serious/JJ\n",
      "  about/IN\n",
      "  mass/NN\n",
      "  murder/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  all/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  must/MD\n",
      "  take/VB\n",
      "  their/PRP$\n",
      "  declared/JJ\n",
      "  intentions/NNS\n",
      "  seriously/RB\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  seek/VBP\n",
      "  to/TO\n",
      "  impose/VB\n",
      "  a/DT\n",
      "  heartless/NN\n",
      "  system/NN\n",
      "  of/IN\n",
      "  totalitarian/JJ\n",
      "  control/NN\n",
      "  throughout/IN\n",
      "  the/DT\n",
      "  (Chunk Middle/NNP)\n",
      "  (Chunk East/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  arm/NN\n",
      "  themselves/PRP\n",
      "  with/IN\n",
      "  weapons/NNS\n",
      "  of/IN\n",
      "  mass/NN\n",
      "  murder/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Their/PRP$\n",
      "  aim/NN\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  seize/VB\n",
      "  power/NN\n",
      "  in/IN\n",
      "  (Chunk Iraq/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  use/VB\n",
      "  it/PRP\n",
      "  as/IN\n",
      "  a/DT\n",
      "  safe/JJ\n",
      "  haven/NN\n",
      "  to/TO\n",
      "  launch/VB\n",
      "  attacks/NNS\n",
      "  against/IN\n",
      "  (Chunk America/NNP)\n",
      "  and/CC\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Lacking/VBG\n",
      "  the/DT\n",
      "  military/JJ\n",
      "  strength/NN\n",
      "  to/TO\n",
      "  challenge/VB\n",
      "  us/PRP\n",
      "  directly/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  have/VBP\n",
      "  chosen/VBN\n",
      "  the/DT\n",
      "  weapon/NN\n",
      "  of/IN\n",
      "  fear/NN\n",
      "  ./.)\n",
      "(S\n",
      "  When/WRB\n",
      "  they/PRP\n",
      "  murder/VBP\n",
      "  children/NNS\n",
      "  at/IN\n",
      "  a/DT\n",
      "  school/NN\n",
      "  in/IN\n",
      "  (Chunk Beslan/NNP)\n",
      "  ,/,\n",
      "  or/CC\n",
      "  blow/VB\n",
      "  up/RP\n",
      "  commuters/NNS\n",
      "  in/IN\n",
      "  (Chunk London/NNP)\n",
      "  ,/,\n",
      "  or/CC\n",
      "  behead/VB\n",
      "  a/DT\n",
      "  bound/NN\n",
      "  captive/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  hope/VBP\n",
      "  these/DT\n",
      "  horrors/NNS\n",
      "  will/MD\n",
      "  break/VB\n",
      "  our/PRP$\n",
      "  will/MD\n",
      "  ,/,\n",
      "  allowing/VBG\n",
      "  the/DT\n",
      "  violent/NN\n",
      "  to/TO\n",
      "  inherit/VB\n",
      "  the/DT\n",
      "  (Chunk Earth/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  miscalculated/VBN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  love/VBP\n",
      "  our/PRP$\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  fight/VB\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  time/NN\n",
      "  of/IN\n",
      "  testing/VBG\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  not/RB\n",
      "  find/VB\n",
      "  security/NN\n",
      "  by/IN\n",
      "  abandoning/VBG\n",
      "  our/PRP$\n",
      "  commitments/NNS\n",
      "  and/CC\n",
      "  retreating/VBG\n",
      "  within/IN\n",
      "  our/PRP$\n",
      "  borders/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  were/VBD\n",
      "  to/TO\n",
      "  leave/VB\n",
      "  these/DT\n",
      "  vicious/JJ\n",
      "  attackers/NNS\n",
      "  alone/RB\n",
      "  ,/,\n",
      "  they/PRP\n",
      "  would/MD\n",
      "  not/RB\n",
      "  leave/VB\n",
      "  us/PRP\n",
      "  alone/RB\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  would/MD\n",
      "  simply/RB\n",
      "  move/VB\n",
      "  the/DT\n",
      "  battlefield/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  shores/NNS\n",
      "  ./.)\n",
      "(S There/EX is/VBZ no/DT peace/NN in/IN retreat/NN ./.)\n",
      "(S And/CC there/EX is/VBZ no/DT honor/NN in/IN retreat/NN ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  allowing/VBG\n",
      "  radical/JJ\n",
      "  (Chunk Islam/NNP)\n",
      "  to/TO\n",
      "  work/VB\n",
      "  its/PRP$\n",
      "  will/MD\n",
      "  --/:\n",
      "  by/IN\n",
      "  leaving/VBG\n",
      "  an/DT\n",
      "  assaulted/JJ\n",
      "  world/NN\n",
      "  to/TO\n",
      "  fend/VB\n",
      "  for/IN\n",
      "  itself/PRP\n",
      "  --/:\n",
      "  we/PRP\n",
      "  would/MD\n",
      "  signal/VB\n",
      "  to/TO\n",
      "  all/PDT\n",
      "  that/IN\n",
      "  we/PRP\n",
      "  no/DT\n",
      "  longer/RBR\n",
      "  believe/VBP\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  ideals/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  even/RB\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  courage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  our/PRP$\n",
      "  enemies/NNS\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  can/MD\n",
      "  be/VB\n",
      "  certain/JJ\n",
      "  :/:\n",
      "  The/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  will/MD\n",
      "  not/RB\n",
      "  retreat/VB\n",
      "  from/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  never/RB\n",
      "  surrender/VB\n",
      "  to/TO\n",
      "  evil/VB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk America/NNP)\n",
      "  rejects/VBZ\n",
      "  the/DT\n",
      "  false/JJ\n",
      "  comfort/NN\n",
      "  of/IN\n",
      "  isolationism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  are/VBP\n",
      "  the/DT\n",
      "  nation/NN\n",
      "  that/IN\n",
      "  saved/VBD\n",
      "  liberty/NN\n",
      "  in/IN\n",
      "  (Chunk Europe/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  liberated/VBD\n",
      "  death/NN\n",
      "  camps/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  helped/VBD\n",
      "  raise/VB\n",
      "  up/RP\n",
      "  democracies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  faced/VBD\n",
      "  down/IN\n",
      "  an/DT\n",
      "  evil/JJ\n",
      "  empire/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Once/RB\n",
      "  again/RB\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  accept/VBP\n",
      "  the/DT\n",
      "  call/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  to/TO\n",
      "  deliver/VB\n",
      "  the/DT\n",
      "  oppressed/VBN\n",
      "  and/CC\n",
      "  move/VB\n",
      "  this/DT\n",
      "  world/NN\n",
      "  toward/IN\n",
      "  peace/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  remain/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  networks/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  killed/VBN\n",
      "  or/CC\n",
      "  captured/VBN\n",
      "  many/JJ\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  leaders/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  for/IN\n",
      "  the/DT\n",
      "  others/NNS\n",
      "  ,/,\n",
      "  their/PRP$\n",
      "  day/NN\n",
      "  will/MD\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk President/NNP)\n",
      "  (Chunk George/NNP)\n",
      "  (Chunk W./NNP)\n",
      "  (Chunk Bush/NNP)\n",
      "  greets/VBZ\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  after/IN\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP)\n",
      "  (Chunk Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk Capitol/NNP)\n",
      "  ,/,\n",
      "  (Chunk Tuesday/NNP)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (Chunk White/NNP)\n",
      "  (Chunk House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP)\n",
      "  (Chunk Draper/NNP)\n",
      "  We/PRP\n",
      "  remain/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  in/IN\n",
      "  (Chunk Afghanistan/NNP)\n",
      "  ,/,\n",
      "  where/WRB\n",
      "  a/DT\n",
      "  fine/JJ\n",
      "  (Chunk President/NNP)\n",
      "  and/CC\n",
      "  a/DT\n",
      "  (Chunk National/NNP)\n",
      "  (Chunk Assembly/NNP)\n",
      "  are/VBP\n",
      "  fighting/VBG\n",
      "  terror/NN\n",
      "  while/IN\n",
      "  building/VBG\n",
      "  the/DT\n",
      "  institutions/NNS\n",
      "  of/IN\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  democracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  in/IN\n",
      "  (Chunk Iraq/NNP)\n",
      "  ,/,\n",
      "  with/IN\n",
      "  a/DT\n",
      "  clear/JJ\n",
      "  plan/NN\n",
      "  for/IN\n",
      "  victory/NN\n",
      "  ./.)\n",
      "(S\n",
      "  First/RB\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  (Chunk 're/VBP helping/VBG Iraqis/NNP)\n",
      "  build/VB\n",
      "  an/DT\n",
      "  inclusive/JJ\n",
      "  government/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  that/DT\n",
      "  old/JJ\n",
      "  resentments/NNS\n",
      "  will/MD\n",
      "  be/VB\n",
      "  eased/VBN\n",
      "  and/CC\n",
      "  the/DT\n",
      "  insurgency/NN\n",
      "  will/MD\n",
      "  be/VB\n",
      "  marginalized/VBN\n",
      "  ./.)\n",
      "(S\n",
      "  Second/JJ\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  continuing/VBG\n",
      "  reconstruction/NN\n",
      "  efforts/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  helping/VBG\n",
      "  the/DT\n",
      "  (Chunk Iraqi/NNP government/NN)\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  corruption/NN\n",
      "  and/CC\n",
      "  build/VB\n",
      "  a/DT\n",
      "  modern/JJ\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  all/DT\n",
      "  (Chunk Iraqis/NNP)\n",
      "  can/MD\n",
      "  experience/VB\n",
      "  the/DT\n",
      "  benefits/NNS\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  ,/,\n",
      "  third/JJ\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  striking/VBG\n",
      "  terrorist/JJ\n",
      "  targets/NNS\n",
      "  while/IN\n",
      "  we/PRP\n",
      "  train/VBP\n",
      "  Iraqi/JJ\n",
      "  forces/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  increasingly/RB\n",
      "  capable/JJ\n",
      "  of/IN\n",
      "  defeating/VBG\n",
      "  the/DT\n",
      "  enemy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Iraqis/NNP)\n",
      "  are/VBP\n",
      "  showing/VBG\n",
      "  their/PRP$\n",
      "  courage/NN\n",
      "  every/DT\n",
      "  day/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  proud/JJ\n",
      "  to/TO\n",
      "  be/VB\n",
      "  their/PRP$\n",
      "  allies/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  cause/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  work/NN\n",
      "  in/IN\n",
      "  (Chunk Iraq/NNP)\n",
      "  is/VBZ\n",
      "  difficult/JJ\n",
      "  because/IN\n",
      "  our/PRP$\n",
      "  enemy/NN\n",
      "  is/VBZ\n",
      "  brutal/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  that/DT\n",
      "  brutality/NN\n",
      "  has/VBZ\n",
      "  not/RB\n",
      "  stopped/VBN\n",
      "  the/DT\n",
      "  dramatic/JJ\n",
      "  progress/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  democracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  less/JJR\n",
      "  than/IN\n",
      "  three/CD\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  gone/VBN\n",
      "  from/IN\n",
      "  dictatorship/NN\n",
      "  to/TO\n",
      "  liberation/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  sovereignty/VB\n",
      "  ,/,\n",
      "  to/TO\n",
      "  a/DT\n",
      "  constitution/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  national/JJ\n",
      "  elections/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  At/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  time/NN\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  coalition/NN\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  relentless/VBN\n",
      "  in/IN\n",
      "  shutting/VBG\n",
      "  off/RP\n",
      "  terrorist/JJ\n",
      "  infiltration/NN\n",
      "  ,/,\n",
      "  clearing/VBG\n",
      "  out/RP\n",
      "  insurgent/JJ\n",
      "  strongholds/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  turning/VBG\n",
      "  over/RP\n",
      "  territory/NN\n",
      "  to/TO\n",
      "  (Chunk Iraqi/NNP security/NN)\n",
      "  forces/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  plan/NN\n",
      "  for/IN\n",
      "  victory/NN\n",
      "  ;/:\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  will/MD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Iraqi/NNP)\n",
      "  people/NNS\n",
      "  ;/:\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  skill/NN\n",
      "  and/CC\n",
      "  spirit/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Fellow/NNP)\n",
      "  citizens/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  in/IN\n",
      "  this/DT\n",
      "  fight/NN\n",
      "  to/TO\n",
      "  win/VB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  winning/VBG\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  The/DT\n",
      "  road/NN\n",
      "  of/IN\n",
      "  victory/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  road/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  take/VB\n",
      "  our/PRP$\n",
      "  troops/NNS\n",
      "  home/NN\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  make/VBP\n",
      "  progress/NN\n",
      "  on/IN\n",
      "  the/DT\n",
      "  ground/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (Chunk Iraqi/NNP)\n",
      "  forces/NNS\n",
      "  increasingly/RB\n",
      "  take/VBP\n",
      "  the/DT\n",
      "  lead/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  should/MD\n",
      "  be/VB\n",
      "  able/JJ\n",
      "  to/TO\n",
      "  further/JJ\n",
      "  decrease/VB\n",
      "  our/PRP$\n",
      "  troop/NN\n",
      "  levels/NNS\n",
      "  --/:\n",
      "  but/CC\n",
      "  those/DT\n",
      "  decisions/NNS\n",
      "  will/MD\n",
      "  be/VB\n",
      "  made/VBN\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  commanders/NNS\n",
      "  ,/,\n",
      "  not/RB\n",
      "  by/IN\n",
      "  politicians/NNS\n",
      "  in/IN\n",
      "  (Chunk Washington/NNP)\n",
      "  ,/,\n",
      "  (Chunk D.C/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  coalition/NN\n",
      "  has/VBZ\n",
      "  learned/VBN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  experience/NN\n",
      "  in/IN\n",
      "  (Chunk Iraq/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  adjusted/VBN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  tactics/NNS\n",
      "  and/CC\n",
      "  changed/VBD\n",
      "  our/PRP$\n",
      "  approach/NN\n",
      "  to/TO\n",
      "  reconstruction/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Along/IN\n",
      "  the/DT\n",
      "  way/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  benefitted/VBN\n",
      "  from/IN\n",
      "  responsible/JJ\n",
      "  criticism/NN\n",
      "  and/CC\n",
      "  counsel/NN\n",
      "  offered/VBN\n",
      "  by/IN\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  coming/VBG\n",
      "  year/NN\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  reach/VB\n",
      "  out/RP\n",
      "  and/CC\n",
      "  seek/VB\n",
      "  your/PRP$\n",
      "  good/JJ\n",
      "  advice/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  ,/,\n",
      "  there/EX\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  difference/NN\n",
      "  between/IN\n",
      "  responsible/JJ\n",
      "  criticism/NN\n",
      "  that/WDT\n",
      "  aims/VBZ\n",
      "  for/IN\n",
      "  success/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  defeatism/NN\n",
      "  that/WDT\n",
      "  refuses/VBZ\n",
      "  to/TO\n",
      "  acknowledge/VB\n",
      "  anything/NN\n",
      "  but/CC\n",
      "  failure/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Hindsight/NNP)\n",
      "  alone/RB\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  wisdom/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  second-guessing/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  a/DT\n",
      "  strategy/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  With/IN\n",
      "  so/RB\n",
      "  much/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  balance/NN\n",
      "  ,/,\n",
      "  those/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  in/IN\n",
      "  public/JJ\n",
      "  office/NN\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  duty/NN\n",
      "  to/TO\n",
      "  speak/VB\n",
      "  with/IN\n",
      "  candor/NN\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  sudden/JJ\n",
      "  withdrawal/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  forces/NNS\n",
      "  from/IN\n",
      "  (Chunk Iraq/NNP)\n",
      "  would/MD\n",
      "  abandon/VB\n",
      "  our/PRP$\n",
      "  (Chunk Iraqi/NNP)\n",
      "  allies/NNS\n",
      "  to/TO\n",
      "  death/NN\n",
      "  and/CC\n",
      "  prison/NN\n",
      "  ,/,\n",
      "  would/MD\n",
      "  put/VB\n",
      "  men/NNS\n",
      "  like/IN\n",
      "  bin/NN\n",
      "  (Chunk Laden/NNP)\n",
      "  and/CC\n",
      "  (Chunk Zarqawi/NNP)\n",
      "  in/IN\n",
      "  charge/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  strategic/JJ\n",
      "  country/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  show/VBP\n",
      "  that/IN\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  from/IN\n",
      "  (Chunk America/NNP)\n",
      "  means/VBZ\n",
      "  little/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  Members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  ,/,\n",
      "  however/RB\n",
      "  we/PRP\n",
      "  feel/VBP\n",
      "  about/IN\n",
      "  the/DT\n",
      "  decisions/NNS\n",
      "  and/CC\n",
      "  debates/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  past/NN\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  only/RB\n",
      "  one/CD\n",
      "  option/NN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  keep/VB\n",
      "  our/PRP$\n",
      "  word/NN\n",
      "  ,/,\n",
      "  defeat/VB\n",
      "  our/PRP$\n",
      "  enemies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  stand/VBP\n",
      "  behind/IN\n",
      "  the/DT\n",
      "  American/JJ\n",
      "  military/NN\n",
      "  in/IN\n",
      "  this/DT\n",
      "  vital/JJ\n",
      "  mission/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Laura/NNP)\n",
      "  (Chunk Bush/NNP)\n",
      "  is/VBZ\n",
      "  applauded/VBN\n",
      "  as/IN\n",
      "  she/PRP\n",
      "  (Chunk is/VBZ introduced/VBN Tuesday/NNP evening/NN)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  during/IN\n",
      "  the/DT\n",
      "  (Chunk State/NNP)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP)\n",
      "  (Chunk Address/NNP)\n",
      "  at/IN\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  (Chunk Capitol/NNP)\n",
      "  in/IN\n",
      "  (Chunk Washington/NNP)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  ./.)\n",
      "(S\n",
      "  (Chunk White/NNP)\n",
      "  (Chunk House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP)\n",
      "  (Chunk Draper/NNP)\n",
      "  Our/PRP$\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  in/IN\n",
      "  uniform/JJ\n",
      "  are/VBP\n",
      "  making/VBG\n",
      "  sacrifices/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  showing/VBG\n",
      "  a/DT\n",
      "  sense/NN\n",
      "  of/IN\n",
      "  duty/NN\n",
      "  stronger/JJR\n",
      "  than/IN\n",
      "  all/DT\n",
      "  fear/NN\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  it/PRP\n",
      "  's/VBZ\n",
      "  like/IN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  house/NN\n",
      "  to/TO\n",
      "  house/NN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  maze/NN\n",
      "  of/IN\n",
      "  streets/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  wear/VB\n",
      "  heavy/JJ\n",
      "  gear/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  desert/NN\n",
      "  heat/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  see/VB\n",
      "  a/DT\n",
      "  comrade/NN\n",
      "  killed/VBN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  roadside/NN\n",
      "  bomb/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  those/DT\n",
      "  who/WP\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  costs/NNS\n",
      "  also/RB\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  stakes/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Marine/JJ\n",
      "  (Chunk Staff/NNP)\n",
      "  (Chunk Sergeant/NNP)\n",
      "  (Chunk Dan/NNP)\n",
      "  (Chunk Clay/NNP)\n",
      "  was/VBD\n",
      "  killed/VBN\n",
      "  last/JJ\n",
      "  month/NN\n",
      "  fighting/VBG\n",
      "  in/IN\n",
      "  (Chunk Fallujah/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  He/PRP\n",
      "  left/VBD\n",
      "  behind/RP\n",
      "  a/DT\n",
      "  letter/NN\n",
      "  to/TO\n",
      "  his/PRP$\n",
      "  family/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  his/PRP$\n",
      "  words/NNS\n",
      "  could/MD\n",
      "  just/RB\n",
      "  as/RB\n",
      "  well/RB\n",
      "  be/VB\n",
      "  addressed/VBN\n",
      "  to/TO\n",
      "  every/DT\n",
      "  (Chunk American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Here/RB\n",
      "  is/VBZ\n",
      "  what/WP\n",
      "  (Chunk Dan/NNP)\n",
      "  wrote/VBD\n",
      "  :/:\n",
      "  ``/``\n",
      "  I/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  honor/NN\n",
      "  is/VBZ\n",
      "  ./.)\n",
      "(S\n",
      "  .../:\n",
      "  It/PRP\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  an/DT\n",
      "  honor/NN\n",
      "  to/TO\n",
      "  protect/VB\n",
      "  and/CC\n",
      "  serve/VB\n",
      "  all/DT\n",
      "  of/IN\n",
      "  you/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  faced/VBD\n",
      "  death/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  secure/NN\n",
      "  knowledge/NN\n",
      "  that/IN\n",
      "  you/PRP\n",
      "  would/MD\n",
      "  not/RB\n",
      "  have/VB\n",
      "  to/TO\n",
      "  .../:\n",
      "  ./.)\n",
      "(S Never/RB falter/NN !/.)\n",
      "(S\n",
      "  Do/VBP\n",
      "  n't/RB\n",
      "  hesitate/VB\n",
      "  to/TO\n",
      "  honor/VB\n",
      "  and/CC\n",
      "  support/VB\n",
      "  those/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  who/WP\n",
      "  have/VBP\n",
      "  the/DT\n",
      "  honor/NN\n",
      "  of/IN\n",
      "  protecting/VBG\n",
      "  that/DT\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  worth/JJ\n",
      "  protecting/VBG\n",
      "  ./.\n",
      "  ''/'')\n",
      "(S\n",
      "  (Chunk Staff/NNP)\n",
      "  (Chunk Sergeant/NNP)\n",
      "  (Chunk Dan/NNP)\n",
      "  (Chunk Clay/NNP)\n",
      "  's/POS\n",
      "  wife/NN\n",
      "  ,/,\n",
      "  (Chunk Lisa/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  his/PRP$\n",
      "  mom/NN\n",
      "  and/CC\n",
      "  dad/NN\n",
      "  ,/,\n",
      "  (Chunk Sara/NNP)\n",
      "  (Chunk Jo/NNP)\n",
      "  and/CC\n",
      "  (Chunk Bud/NNP)\n",
      "  ,/,\n",
      "  are/VBP\n",
      "  with/IN\n",
      "  us/PRP\n",
      "  this/DT\n",
      "  evening/NN\n",
      "  ./.)\n",
      "(S (Chunk Welcome/NNP) ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  nation/NN\n",
      "  is/VBZ\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  fallen/VBN\n",
      "  ,/,\n",
      "  who/WP\n",
      "  live/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  memory/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  all/DT\n",
      "  who/WP\n",
      "  volunteer/VBP\n",
      "  to/TO\n",
      "  wear/VB\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  's/POS\n",
      "  uniform/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  as/IN\n",
      "  we/PRP\n",
      "  honor/VBP\n",
      "  our/PRP$\n",
      "  brave/NN\n",
      "  troops/NNS\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  never/RB\n",
      "  forget/VBP\n",
      "  the/DT\n",
      "  sacrifices/NNS\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  's/POS\n",
      "  military/JJ\n",
      "  families/NNS\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  involves/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  military/JJ\n",
      "  action/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Ultimately/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  defeat/VB\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  defeat/VB\n",
      "  their/PRP$\n",
      "  dark/JJ\n",
      "  vision/NN\n",
      "  of/IN\n",
      "  hatred/VBN\n",
      "  and/CC\n",
      "  fear/VBN\n",
      "  by/IN\n",
      "  offering/VBG\n",
      "  the/DT\n",
      "  hopeful/JJ\n",
      "  alternative/NN\n",
      "  of/IN\n",
      "  political/JJ\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  peaceful/JJ\n",
      "  change/NN\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  supports/NNS\n",
      "  democratic/JJ\n",
      "  reform/NN\n",
      "  across/IN\n",
      "  the/DT\n",
      "  broader/JJR\n",
      "  (Chunk Middle/NNP)\n",
      "  (Chunk East/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Elections/NNS\n",
      "  are/VBP\n",
      "  vital/JJ\n",
      "  ,/,\n",
      "  but/CC\n",
      "  they/PRP\n",
      "  are/VBP\n",
      "  only/RB\n",
      "  the/DT\n",
      "  beginning/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Raising/VBG\n",
      "  up/RP\n",
      "  a/DT\n",
      "  democracy/NN\n",
      "  requires/VBZ\n",
      "  the/DT\n",
      "  rule/NN\n",
      "  of/IN\n",
      "  law/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  protection/NN\n",
      "  of/IN\n",
      "  minorities/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  strong/JJ\n",
      "  ,/,\n",
      "  accountable/JJ\n",
      "  institutions/NNS\n",
      "  that/IN\n",
      "  last/JJ\n",
      "  longer/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  single/JJ\n",
      "  vote/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  great/JJ\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  (Chunk Egypt/NNP)\n",
      "  have/VBP\n",
      "  voted/VBN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  multi-party/JJ\n",
      "  presidential/JJ\n",
      "  election/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  now/RB\n",
      "  their/PRP$\n",
      "  government/NN\n",
      "  should/MD\n",
      "  open/VB\n",
      "  paths/NNS\n",
      "  of/IN\n",
      "  peaceful/JJ\n",
      "  opposition/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  reduce/VB\n",
      "  the/DT\n",
      "  appeal/NN\n",
      "  of/IN\n",
      "  radicalism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  Palestinian/JJ\n",
      "  people/NNS\n",
      "  have/VBP\n",
      "  voted/VBN\n",
      "  in/IN\n",
      "  elections/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  now/RB\n",
      "  the/DT\n",
      "  leaders/NNS\n",
      "  of/IN\n",
      "  (Chunk Hamas/NNP)\n",
      "  must/MD\n",
      "  (Chunk recognize/VB Israel/NNP)\n",
      "  ,/,\n",
      "  disarm/NN\n",
      "  ,/,\n",
      "  reject/JJ\n",
      "  terrorism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  work/NN\n",
      "  for/IN\n",
      "  lasting/VBG\n",
      "  peace/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Saudi/NNP)\n",
      "  (Chunk Arabia/NNP)\n",
      "  has/VBZ\n",
      "  taken/VBN\n",
      "  the/DT\n",
      "  first/JJ\n",
      "  steps/NNS\n",
      "  of/IN\n",
      "  reform/NN\n",
      "  --/:\n",
      "  now/RB\n",
      "  it/PRP\n",
      "  can/MD\n",
      "  offer/VB\n",
      "  its/PRP$\n",
      "  people/NNS\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  future/NN\n",
      "  by/IN\n",
      "  pressing/VBG\n",
      "  forward/RB\n",
      "  with/IN\n",
      "  those/DT\n",
      "  efforts/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Democracies/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (Chunk Middle/NNP)\n",
      "  (Chunk East/NNP)\n",
      "  will/MD\n",
      "  not/RB\n",
      "  look/VB\n",
      "  like/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  ,/,\n",
      "  because/IN\n",
      "  they/PRP\n",
      "  will/MD\n",
      "  reflect/VB\n",
      "  the/DT\n",
      "  traditions/NNS\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  own/JJ\n",
      "  citizens/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  liberty/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  future/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  nation/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (Chunk Middle/NNP)\n",
      "  (Chunk East/NNP)\n",
      "  ,/,\n",
      "  because/IN\n",
      "  liberty/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  right/NN\n",
      "  and/CC\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  all/DT\n",
      "  humanity/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk President/NNP)\n",
      "  (Chunk George/NNP)\n",
      "  (Chunk W./NNP)\n",
      "  (Chunk Bush/NNP)\n",
      "  waves/VBZ\n",
      "  toward/IN\n",
      "  the/DT\n",
      "  upper/JJ\n",
      "  visitors/NNS\n",
      "  gallery/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk House/NNP)\n",
      "  (Chunk Chamber/NNP)\n",
      "  following/VBG\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP)\n",
      "  remarks/NNS\n",
      "  (Chunk Tuesday/NNP)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  (Chunk Capitol/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk White/NNP)\n",
      "  (Chunk House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP)\n",
      "  (Chunk Draper/NNP)\n",
      "  The/DT\n",
      "  same/JJ\n",
      "  is/VBZ\n",
      "  true/JJ\n",
      "  of/IN\n",
      "  (Chunk Iran/NNP)\n",
      "  ,/,\n",
      "  a/DT\n",
      "  nation/NN\n",
      "  now/RB\n",
      "  held/VBN\n",
      "  hostage/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  small/JJ\n",
      "  clerical/JJ\n",
      "  elite/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  isolating/VBG\n",
      "  and/CC\n",
      "  repressing/VBG\n",
      "  its/PRP$\n",
      "  people/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  regime/NN\n",
      "  in/IN\n",
      "  that/DT\n",
      "  country/NN\n",
      "  sponsors/NNS\n",
      "  terrorists/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  Palestinian/JJ\n",
      "  territories/NNS\n",
      "  and/CC\n",
      "  in/IN\n",
      "  (Chunk Lebanon/NNP)\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/DT\n",
      "  must/MD\n",
      "  come/VB\n",
      "  to/TO\n",
      "  an/DT\n",
      "  end/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  The/DT\n",
      "  Iranian/JJ\n",
      "  government/NN\n",
      "  is/VBZ\n",
      "  defying/VBG\n",
      "  the/DT\n",
      "  world/NN\n",
      "  with/IN\n",
      "  its/PRP$\n",
      "  nuclear/JJ\n",
      "  ambitions/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  nations/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  must/MD\n",
      "  not/RB\n",
      "  permit/VB\n",
      "  the/DT\n",
      "  Iranian/JJ\n",
      "  regime/NN\n",
      "  to/TO\n",
      "  gain/VB\n",
      "  nuclear/JJ\n",
      "  weapons/NNS\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk America/NNP)\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  rally/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  to/TO\n",
      "  confront/VB\n",
      "  these/DT\n",
      "  threats/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Tonight/NNP)\n",
      "  ,/,\n",
      "  let/VB\n",
      "  me/PRP\n",
      "  speak/VB\n",
      "  directly/RB\n",
      "  to/TO\n",
      "  the/DT\n",
      "  citizens/NNS\n",
      "  of/IN\n",
      "  (Chunk Iran/NNP)\n",
      "  :/:\n",
      "  (Chunk America/NNP)\n",
      "  respects/VBZ\n",
      "  you/PRP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  respect/VBP\n",
      "  your/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  respect/VBP\n",
      "  your/PRP$\n",
      "  right/NN\n",
      "  to/TO\n",
      "  choose/VB\n",
      "  your/PRP$\n",
      "  own/JJ\n",
      "  future/NN\n",
      "  and/CC\n",
      "  win/VB\n",
      "  your/PRP$\n",
      "  own/JJ\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  hopes/VBZ\n",
      "  one/CD\n",
      "  day/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  the/DT\n",
      "  closest/JJS\n",
      "  of/IN\n",
      "  friends/NNS\n",
      "  with/IN\n",
      "  a/DT\n",
      "  free/JJ\n",
      "  and/CC\n",
      "  democratic/JJ\n",
      "  (Chunk Iran/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  To/TO\n",
      "  overcome/VB\n",
      "  dangers/NNS\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  take/VB\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  by/IN\n",
      "  encouraging/VBG\n",
      "  economic/JJ\n",
      "  progress/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  fighting/VBG\n",
      "  disease/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  spreading/VBG\n",
      "  hope/NN\n",
      "  in/IN\n",
      "  hopeless/JJ\n",
      "  lands/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Isolationism/NNP)\n",
      "  would/MD\n",
      "  not/RB\n",
      "  only/RB\n",
      "  tie/VB\n",
      "  our/PRP$\n",
      "  hands/NNS\n",
      "  in/IN\n",
      "  fighting/VBG\n",
      "  enemies/NNS\n",
      "  ,/,\n",
      "  it/PRP\n",
      "  would/MD\n",
      "  keep/VB\n",
      "  us/PRP\n",
      "  from/IN\n",
      "  helping/VBG\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  in/IN\n",
      "  desperate/JJ\n",
      "  need/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  show/VBP\n",
      "  compassion/JJ\n",
      "  abroad/RB\n",
      "  because/IN\n",
      "  Americans/NNPS\n",
      "  believe/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (Chunk God-given/NNP dignity/NN)\n",
      "  and/CC\n",
      "  worth/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  villager/NN\n",
      "  with/IN\n",
      "  (Chunk HIV/AIDS/NNP)\n",
      "  ,/,\n",
      "  or/CC\n",
      "  an/DT\n",
      "  infant/NN\n",
      "  with/IN\n",
      "  malaria/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  a/DT\n",
      "  refugee/JJ\n",
      "  fleeing/NN\n",
      "  genocide/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  a/DT\n",
      "  young/JJ\n",
      "  girl/NN\n",
      "  sold/VBN\n",
      "  into/IN\n",
      "  slavery/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  also/RB\n",
      "  show/VBP\n",
      "  compassion/NN\n",
      "  abroad/RB\n",
      "  because/IN\n",
      "  regions/NNS\n",
      "  overwhelmed/VBN\n",
      "  by/IN\n",
      "  poverty/NN\n",
      "  ,/,\n",
      "  corruption/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  despair/NN\n",
      "  are/VBP\n",
      "  sources/NNS\n",
      "  of/IN\n",
      "  terrorism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  organized/VBD\n",
      "  crime/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  human/JJ\n",
      "  trafficking/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  drug/NN\n",
      "  trade/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  recent/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  you/PRP\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  taken/VBN\n",
      "  unprecedented/JJ\n",
      "  action/NN\n",
      "  to/TO\n",
      "  (Chunk fight/VB AIDS/NNP)\n",
      "  and/CC\n",
      "  malaria/NNS\n",
      "  ,/,\n",
      "  expand/VBP\n",
      "  the/DT\n",
      "  education/NN\n",
      "  of/IN\n",
      "  girls/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reward/RB\n",
      "  developing/VBG\n",
      "  nations/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  moving/VBG\n",
      "  forward/RB\n",
      "  with/IN\n",
      "  economic/JJ\n",
      "  and/CC\n",
      "  political/JJ\n",
      "  reform/NN\n",
      "  ./.)\n",
      "(S\n",
      "  For/IN\n",
      "  people/NNS\n",
      "  everywhere/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  partner/NN\n",
      "  for/IN\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Short-changing/VBG\n",
      "  these/DT\n",
      "  efforts/NNS\n",
      "  would/MD\n",
      "  increase/VB\n",
      "  the/DT\n",
      "  suffering/NN\n",
      "  and/CC\n",
      "  chaos/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ,/,\n",
      "  undercut/JJ\n",
      "  our/PRP$\n",
      "  long-term/JJ\n",
      "  security/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  dull/VB\n",
      "  the/DT\n",
      "  conscience/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  the/DT\n",
      "  interests/NNS\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  by/IN\n",
      "  showing/VBG\n",
      "  the/DT\n",
      "  compassion/NN\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  country/NN\n",
      "  must/MD\n",
      "  also/RB\n",
      "  remain/VB\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terrorism/NN\n",
      "  here/RB\n",
      "  at/IN\n",
      "  home/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  enemy/NN\n",
      "  has/VBZ\n",
      "  not/RB\n",
      "  lost/VBN\n",
      "  the/DT\n",
      "  desire/NN\n",
      "  or/CC\n",
      "  capability/NN\n",
      "  to/TO\n",
      "  attack/VB\n",
      "  us/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  Fortunately/RB\n",
      "  ,/,\n",
      "  this/DT\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  superb/VBN\n",
      "  professionals/NNS\n",
      "  in/IN\n",
      "  law/NN\n",
      "  enforcement/NN\n",
      "  ,/,\n",
      "  intelligence/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  military/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  homeland/VBP\n",
      "  security/NN\n",
      "  ./.)\n",
      "(S\n",
      "  These/DT\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  are/VBP\n",
      "  dedicating/VBG\n",
      "  their/PRP$\n",
      "  lives/NNS\n",
      "  ,/,\n",
      "  protecting/VBG\n",
      "  us/PRP\n",
      "  all/DT\n",
      "  ,/,\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  deserve/VBP\n",
      "  our/PRP$\n",
      "  support/NN\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  thanks/NNS\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  They/PRP\n",
      "  also/RB\n",
      "  deserve/VBP\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  tools/NNS\n",
      "  they/PRP\n",
      "  already/RB\n",
      "  use/VBP\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  drug/NN\n",
      "  trafficking/NN\n",
      "  and/CC\n",
      "  organized/VBN\n",
      "  crime/NN\n",
      "  --/:\n",
      "  so/RB\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  reauthorize/VB\n",
      "  the/DT\n",
      "  (Chunk Patriot/NNP)\n",
      "  (Chunk Act/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  It/PRP\n",
      "  is/VBZ\n",
      "  said/VBD\n",
      "  that/IN\n",
      "  prior/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  attacks/NNS\n",
      "  of/IN\n",
      "  (Chunk September/NNP)\n",
      "  the/DT\n",
      "  11th/CD\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  government/NN\n",
      "  failed/VBD\n",
      "  to/TO\n",
      "  connect/VB\n",
      "  the/DT\n",
      "  dots/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  conspiracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  now/RB\n",
      "  know/VBP\n",
      "  that/IN\n",
      "  two/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  hijackers/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  placed/VBD\n",
      "  telephone/NN\n",
      "  calls/NNS\n",
      "  to/TO\n",
      "  (Chunk al/VB Qaeda/NNP)\n",
      "  operatives/VBZ\n",
      "  overseas/RB\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  we/PRP\n",
      "  did/VBD\n",
      "  not/RB\n",
      "  know/VB\n",
      "  about/IN\n",
      "  their/PRP$\n",
      "  plans/NNS\n",
      "  until/IN\n",
      "  it/PRP\n",
      "  was/VBD\n",
      "  too/RB\n",
      "  late/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  to/TO\n",
      "  prevent/VB\n",
      "  another/DT\n",
      "  attack/NN\n",
      "  --/:\n",
      "  based/VBN\n",
      "  on/IN\n",
      "  authority/NN\n",
      "  given/VBN\n",
      "  to/TO\n",
      "  me/PRP\n",
      "  by/IN\n",
      "  the/DT\n",
      "  (Chunk Constitution/NNP)\n",
      "  and/CC\n",
      "  by/IN\n",
      "  statute/NN\n",
      "  --/:\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  authorized/VBN\n",
      "  a/DT\n",
      "  terrorist/JJ\n",
      "  surveillance/NN\n",
      "  program/NN\n",
      "  to/TO\n",
      "  aggressively/RB\n",
      "  pursue/VB\n",
      "  the/DT\n",
      "  international/JJ\n",
      "  communications/NNS\n",
      "  of/IN\n",
      "  suspected/JJ\n",
      "  al/JJ\n",
      "  (Chunk Qaeda/NNP)\n",
      "  operatives/NNS\n",
      "  and/CC\n",
      "  affiliates/NNS\n",
      "  to/TO\n",
      "  and/CC\n",
      "  from/IN\n",
      "  (Chunk America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Previous/JJ\n",
      "  Presidents/NNS\n",
      "  have/VBP\n",
      "  used/VBN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  constitutional/JJ\n",
      "  authority/NN\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  federal/JJ\n",
      "  courts/NNS\n",
      "  have/VBP\n",
      "  approved/VBN\n",
      "  the/DT\n",
      "  use/NN\n",
      "  of/IN\n",
      "  that/DT\n",
      "  authority/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Appropriate/JJ\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  have/VBP\n",
      "  been/VBN\n",
      "  kept/VBN\n",
      "  informed/VBN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  terrorist/JJ\n",
      "  surveillance/NN\n",
      "  program/NN\n",
      "  has/VBZ\n",
      "  helped/VBN\n",
      "  prevent/VB\n",
      "  terrorist/JJ\n",
      "  attacks/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  It/PRP\n",
      "  remains/VBZ\n",
      "  essential/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  security/NN\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  there/EX\n",
      "  are/VBP\n",
      "  people/NNS\n",
      "  inside/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  who/WP\n",
      "  are/VBP\n",
      "  talking/VBG\n",
      "  with/IN\n",
      "  al/NN\n",
      "  (Chunk Qaeda/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  want/VBP\n",
      "  to/TO\n",
      "  know/VB\n",
      "  about/IN\n",
      "  it/PRP\n",
      "  ,/,\n",
      "  because/IN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  not/RB\n",
      "  sit/VB\n",
      "  back/RB\n",
      "  and/CC\n",
      "  wait/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  hit/VBN\n",
      "  again/RB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  all/PDT\n",
      "  these/DT\n",
      "  areas/NNS\n",
      "  --/:\n",
      "  from/IN\n",
      "  the/DT\n",
      "  disruption/NN\n",
      "  of/IN\n",
      "  terror/NN\n",
      "  networks/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  victory/NN\n",
      "  in/IN\n",
      "  (Chunk Iraq/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  the/DT\n",
      "  spread/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  hope/NN\n",
      "  in/IN\n",
      "  troubled/JJ\n",
      "  regions/NNS\n",
      "  --/:\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  the/DT\n",
      "  support/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  and/CC\n",
      "  allies/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  draw/VB\n",
      "  that/DT\n",
      "  support/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  always/RB\n",
      "  be/VB\n",
      "  clear/JJ\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  principles/NNS\n",
      "  and/CC\n",
      "  willing/JJ\n",
      "  to/TO\n",
      "  act/VB\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  only/JJ\n",
      "  alternative/NN\n",
      "  to/TO\n",
      "  American/JJ\n",
      "  leadership/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  dramatically/RB\n",
      "  more/RBR\n",
      "  dangerous/JJ\n",
      "  and/CC\n",
      "  anxious/JJ\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/CC\n",
      "  we/PRP\n",
      "  also/RB\n",
      "  choose/VBP\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  because/IN\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  privilege/NN\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  the/DT\n",
      "  values/NNS\n",
      "  that/WDT\n",
      "  gave/VBD\n",
      "  us/PRP\n",
      "  birth/NN\n",
      "  ./.)\n",
      "(S\n",
      "  American/JJ\n",
      "  leaders/NNS\n",
      "  --/:\n",
      "  from/IN\n",
      "  (Chunk Roosevelt/NNP)\n",
      "  to/TO\n",
      "  (Chunk Truman/NNP)\n",
      "  to/TO\n",
      "  (Chunk Kennedy/NNP)\n",
      "  to/TO\n",
      "  (Chunk Reagan/NNP)\n",
      "  --/:\n",
      "  rejected/VBD\n",
      "  isolation/NN\n",
      "  and/CC\n",
      "  retreat/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  they/PRP\n",
      "  knew/VBD\n",
      "  that/IN\n",
      "  (Chunk America/NNP)\n",
      "  is/VBZ\n",
      "  always/RB\n",
      "  more/RBR\n",
      "  secure/JJ\n",
      "  when/WRB\n",
      "  freedom/NN\n",
      "  is/VBZ\n",
      "  on/IN\n",
      "  the/DT\n",
      "  march/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  own/JJ\n",
      "  generation/NN\n",
      "  is/VBZ\n",
      "  in/IN\n",
      "  a/DT\n",
      "  long/JJ\n",
      "  war/NN\n",
      "  against/IN\n",
      "  a/DT\n",
      "  determined/JJ\n",
      "  enemy/NN\n",
      "  --/:\n",
      "  a/DT\n",
      "  war/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  be/VB\n",
      "  fought/VBN\n",
      "  by/IN\n",
      "  Presidents/NNS\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  who/WP\n",
      "  will/MD\n",
      "  need/VB\n",
      "  steady/JJ\n",
      "  bipartisan/JJ\n",
      "  support/NN\n",
      "  from/IN\n",
      "  the/DT\n",
      "  (Chunk Congress/NNP)\n",
      "  ./.)\n",
      "(S And/CC tonight/NN I/PRP ask/VBP for/IN yours/NNS ./.)\n",
      "(S\n",
      "  Together/RB\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  protect/VB\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ,/,\n",
      "  support/VB\n",
      "  the/DT\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  who/WP\n",
      "  defend/VBP\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  lead/VB\n",
      "  this/DT\n",
      "  world/NN\n",
      "  toward/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Here/RB\n",
      "  at/IN\n",
      "  home/NN\n",
      "  ,/,\n",
      "  (Chunk America/NNP)\n",
      "  also/RB\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  opportunity/NN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  build/VB\n",
      "  the/DT\n",
      "  prosperity/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  by/IN\n",
      "  strengthening/VBG\n",
      "  our/PRP$\n",
      "  economic/JJ\n",
      "  leadership/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  economy/NN\n",
      "  is/VBZ\n",
      "  healthy/JJ\n",
      "  and/CC\n",
      "  vigorous/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  growing/VBG\n",
      "  faster/RBR\n",
      "  than/IN\n",
      "  other/JJ\n",
      "  major/JJ\n",
      "  industrialized/VBN\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  two-and-a-half/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  (Chunk America/NNP)\n",
      "  has/VBZ\n",
      "  created/VBN\n",
      "  4.6/CD\n",
      "  million/CD\n",
      "  new/JJ\n",
      "  jobs/NNS\n",
      "  --/:\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  (Chunk Japan/NNP)\n",
      "  and/CC\n",
      "  the/DT\n",
      "  (Chunk European/NNP)\n",
      "  (Chunk Union/NNP)\n",
      "  combined/VBD\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Even/RB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  face/NN\n",
      "  of/IN\n",
      "  higher/JJR\n",
      "  energy/NN\n",
      "  prices/NNS\n",
      "  and/CC\n",
      "  natural/JJ\n",
      "  disasters/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  American/JJ\n",
      "  people/NNS\n",
      "  have/VBP\n",
      "  turned/VBN\n",
      "  in/IN\n",
      "  an/DT\n",
      "  economic/JJ\n",
      "  performance/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  envy/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  American/JJ\n",
      "  economy/NN\n",
      "  is/VBZ\n",
      "  preeminent/JJ\n",
      "  ,/,\n",
      "  but/CC\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  not/RB\n",
      "  afford/VB\n",
      "  to/TO\n",
      "  be/VB\n",
      "  complacent/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  dynamic/JJ\n",
      "  world/NN\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  seeing/VBG\n",
      "  new/JJ\n",
      "  competitors/NNS\n",
      "  ,/,\n",
      "  like/IN\n",
      "  (Chunk China/NNP)\n",
      "  and/CC\n",
      "  (Chunk India/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  this/DT\n",
      "  creates/VBZ\n",
      "  uncertainty/NN\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  makes/VBZ\n",
      "  it/PRP\n",
      "  easier/JJR\n",
      "  to/TO\n",
      "  feed/VB\n",
      "  people/NNS\n",
      "  's/POS\n",
      "  fears/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  seeing/VBG\n",
      "  some/DT\n",
      "  old/JJ\n",
      "  temptations/NNS\n",
      "  return/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Protectionists/NNS\n",
      "  want/VBP\n",
      "  to/TO\n",
      "  escape/VB\n",
      "  competition/NN\n",
      "  ,/,\n",
      "  pretending/VBG\n",
      "  that/IN\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  keep/VB\n",
      "  our/PRP$\n",
      "  high/JJ\n",
      "  standard/NN\n",
      "  of/IN\n",
      "  living/NN\n",
      "  while/IN\n",
      "  walling/VBG\n",
      "  off/RP\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Others/NNS\n",
      "  say/VBP\n",
      "  that/IN\n",
      "  the/DT\n",
      "  government/NN\n",
      "  needs/VBZ\n",
      "  to/TO\n",
      "  take/VB\n",
      "  a/DT\n",
      "  larger/JJR\n",
      "  role/NN\n",
      "  in/IN\n",
      "  directing/VBG\n",
      "  the/DT\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  centralizing/VBG\n",
      "  more/JJR\n",
      "  power/NN\n",
      "  in/IN\n",
      "  (Chunk Washington/NNP)\n",
      "  and/CC\n",
      "  increasing/VBG\n",
      "  taxes/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  hear/VBP\n",
      "  claims/NNS\n",
      "  that/IN\n",
      "  immigrants/NNS\n",
      "  are/VBP\n",
      "  somehow/RB\n",
      "  bad/JJ\n",
      "  for/IN\n",
      "  the/DT\n",
      "  economy/NN\n",
      "  --/:\n",
      "  even/RB\n",
      "  though/IN\n",
      "  this/DT\n",
      "  economy/NN\n",
      "  could/MD\n",
      "  not/RB\n",
      "  function/VB\n",
      "  without/IN\n",
      "  them/PRP\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  All/PDT\n",
      "  these/DT\n",
      "  are/VBP\n",
      "  forms/NNS\n",
      "  of/IN\n",
      "  economic/JJ\n",
      "  retreat/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  lead/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  direction/NN\n",
      "  --/:\n",
      "  toward/IN\n",
      "  a/DT\n",
      "  stagnant/JJ\n",
      "  and/CC\n",
      "  second-rate/JJ\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Tonight/NNP)\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  set/VB\n",
      "  out/RP\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  path/NN\n",
      "  :/:\n",
      "  an/DT\n",
      "  agenda/NN\n",
      "  for/IN\n",
      "  a/DT\n",
      "  nation/NN\n",
      "  that/WDT\n",
      "  competes/VBZ\n",
      "  with/IN\n",
      "  confidence/NN\n",
      "  ;/:\n",
      "  an/DT\n",
      "  agenda/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  raise/VB\n",
      "  standards/NNS\n",
      "  of/IN\n",
      "  living/NN\n",
      "  and/CC\n",
      "  generate/VB\n",
      "  new/JJ\n",
      "  jobs/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Americans/NNPS\n",
      "  should/MD\n",
      "  not/RB\n",
      "  fear/VB\n",
      "  our/PRP$\n",
      "  economic/JJ\n",
      "  future/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  we/PRP\n",
      "  intend/VBP\n",
      "  to/TO\n",
      "  shape/VB\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Keeping/VBG America/NNP)\n",
      "  competitive/JJ\n",
      "  begins/NNS\n",
      "  with/IN\n",
      "  keeping/VBG\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  growing/VBG\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  grows/VBZ\n",
      "  when/WRB\n",
      "  Americans/NNPS\n",
      "  have/VBP\n",
      "  more/JJR\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  own/JJ\n",
      "  money/NN\n",
      "  to/TO\n",
      "  spend/VB\n",
      "  ,/,\n",
      "  save/VB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  invest/JJS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  five/CD\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  you/PRP\n",
      "  passed/VBN\n",
      "  has/VBZ\n",
      "  left/VBN\n",
      "  $/$\n",
      "  880/CD\n",
      "  billion/CD\n",
      "  in/IN\n",
      "  the/DT\n",
      "  hands/NNS\n",
      "  of/IN\n",
      "  American/JJ\n",
      "  workers/NNS\n",
      "  ,/,\n",
      "  investors/NNS\n",
      "  ,/,\n",
      "  small/JJ\n",
      "  businesses/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  families/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  used/VBN\n",
      "  it/PRP\n",
      "  to/TO\n",
      "  help/VB\n",
      "  produce/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  four/CD\n",
      "  years/NNS\n",
      "  of/IN\n",
      "  uninterrupted/JJ\n",
      "  economic/JJ\n",
      "  growth/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Yet/RB\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  is/VBZ\n",
      "  set/VBN\n",
      "  to/TO\n",
      "  expire/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  next/JJ\n",
      "  few/JJ\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  do/VBP\n",
      "  nothing/NN\n",
      "  ,/,\n",
      "  (Chunk American/NNP)\n",
      "  families/NNS\n",
      "  will/MD\n",
      "  face/VB\n",
      "  a/DT\n",
      "  massive/JJ\n",
      "  tax/NN\n",
      "  increase/NN\n",
      "  they/PRP\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  expect/VB\n",
      "  and/CC\n",
      "  will/MD\n",
      "  not/RB\n",
      "  welcome/VB\n",
      "  ./.)\n",
      "(S\n",
      "  Because/IN\n",
      "  (Chunk America/NNP)\n",
      "  needs/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  temporary/JJ\n",
      "  expansion/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  temporary/JJ\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  the/DT\n",
      "  (Chunk Congress/NNP)\n",
      "  to/TO\n",
      "  act/VB\n",
      "  responsibly/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  make/VB\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  cuts/NNS\n",
      "  permanent/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Keeping/VBG America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  us/PRP\n",
      "  to/TO\n",
      "  be/VB\n",
      "  good/JJ\n",
      "  stewards/NNS\n",
      "  of/IN\n",
      "  tax/NN\n",
      "  dollars/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Every/DT\n",
      "  year/NN\n",
      "  of/IN\n",
      "  my/PRP$\n",
      "  presidency/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  reduced/VBN\n",
      "  the/DT\n",
      "  growth/NN\n",
      "  of/IN\n",
      "  non-security/JJ\n",
      "  discretionary/JJ\n",
      "  spending/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  last/JJ\n",
      "  year/NN\n",
      "  you/PRP\n",
      "  passed/VBD\n",
      "  bills/NNS\n",
      "  that/IN\n",
      "  cut/VBD\n",
      "  this/DT\n",
      "  spending/NN\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  my/PRP$\n",
      "  budget/NN\n",
      "  will/MD\n",
      "  cut/VB\n",
      "  it/PRP\n",
      "  again/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reduce/VB\n",
      "  or/CC\n",
      "  eliminate/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  140/CD\n",
      "  programs/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  performing/VBG\n",
      "  poorly/RB\n",
      "  or/CC\n",
      "  not/RB\n",
      "  fulfilling/JJ\n",
      "  essential/JJ\n",
      "  priorities/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  passing/VBG\n",
      "  these/DT\n",
      "  reforms/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  save/VB\n",
      "  the/DT\n",
      "  (Chunk American/NNP taxpayer/NN)\n",
      "  another/DT\n",
      "  $/$\n",
      "  14/CD\n",
      "  billion/CD\n",
      "  next/JJ\n",
      "  year/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  stay/VB\n",
      "  on/IN\n",
      "  track/NN\n",
      "  to/TO\n",
      "  cut/VB\n",
      "  the/DT\n",
      "  deficit/NN\n",
      "  in/IN\n",
      "  half/NN\n",
      "  by/IN\n",
      "  2009/CD\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  pleased/JJ\n",
      "  that/IN\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  are/VBP\n",
      "  working/VBG\n",
      "  on/IN\n",
      "  earmark/NN\n",
      "  reform/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  budget/NN\n",
      "  has/VBZ\n",
      "  too/RB\n",
      "  many/JJ\n",
      "  special/JJ\n",
      "  interest/NN\n",
      "  projects/NNS\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  tackle/VB\n",
      "  this/DT\n",
      "  problem/NN\n",
      "  together/RB\n",
      "  ,/,\n",
      "  if/IN\n",
      "  you/PRP\n",
      "  pass/VBP\n",
      "  the/DT\n",
      "  line-item/JJ\n",
      "  veto/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  larger/JJR\n",
      "  challenge/NN\n",
      "  of/IN\n",
      "  mandatory/JJ\n",
      "  spending/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  entitlements/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  first/JJ\n",
      "  of/IN\n",
      "  about/RB\n",
      "  78/CD\n",
      "  million/CD\n",
      "  baby/NN\n",
      "  boomers/NNS\n",
      "  turn/VBP\n",
      "  60/CD\n",
      "  ,/,\n",
      "  including/VBG\n",
      "  two/CD\n",
      "  of/IN\n",
      "  my/PRP$\n",
      "  (Chunk Dad/NNP)\n",
      "  's/POS\n",
      "  favorite/JJ\n",
      "  people/NNS\n",
      "  --/:\n",
      "  me/PRP\n",
      "  and/CC\n",
      "  (Chunk President/NNP)\n",
      "  (Chunk Clinton/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Laughter/NNP) ./. )/))\n",
      "(S\n",
      "  This/DT\n",
      "  milestone/NN\n",
      "  is/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  personal/JJ\n",
      "  crisis/NN\n",
      "  --/:\n",
      "  (/(\n",
      "  laughter/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  national/JJ\n",
      "  challenge/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  retirement/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  baby/NN\n",
      "  boom/NN\n",
      "  generation/NN\n",
      "  will/MD\n",
      "  put/VB\n",
      "  unprecedented/JJ\n",
      "  strains/NNS\n",
      "  on/IN\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  government/NN\n",
      "  ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  2030/CD\n",
      "  ,/,\n",
      "  spending/VBG\n",
      "  for/IN\n",
      "  (Chunk Social/NNP)\n",
      "  (Chunk Security/NNP)\n",
      "  ,/,\n",
      "  (Chunk Medicare/NNP)\n",
      "  and/CC\n",
      "  (Chunk Medicaid/NNP)\n",
      "  alone/RB\n",
      "  will/MD\n",
      "  be/VB\n",
      "  almost/RB\n",
      "  60/CD\n",
      "  percent/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  entire/JJ\n",
      "  federal/JJ\n",
      "  budget/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  that/DT\n",
      "  will/MD\n",
      "  present/VB\n",
      "  future/JJ\n",
      "  Congresses/NNS\n",
      "  with/IN\n",
      "  impossible/JJ\n",
      "  choices/NNS\n",
      "  --/:\n",
      "  staggering/VBG\n",
      "  tax/NN\n",
      "  increases/NNS\n",
      "  ,/,\n",
      "  immense/JJ\n",
      "  deficits/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  deep/JJ\n",
      "  cuts/NNS\n",
      "  in/IN\n",
      "  every/DT\n",
      "  category/NN\n",
      "  of/IN\n",
      "  spending/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Congress/NNP)\n",
      "  did/VBD\n",
      "  not/RB\n",
      "  act/VB\n",
      "  last/JJ\n",
      "  year/NN\n",
      "  on/IN\n",
      "  my/PRP$\n",
      "  proposal/NN\n",
      "  to/TO\n",
      "  (Chunk save/VB Social/NNP)\n",
      "  (Chunk Security/NNP)\n",
      "  --/:\n",
      "  (/(\n",
      "  applause/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  yet/RB\n",
      "  the/DT\n",
      "  rising/VBG\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  entitlements/NNS\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  problem/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  going/VBG\n",
      "  away/RB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  every/DT\n",
      "  year/NN\n",
      "  we/PRP\n",
      "  fail/VBP\n",
      "  to/TO\n",
      "  act/VB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  situation/NN\n",
      "  gets/VBZ\n",
      "  worse/JJR\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  tonight/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  join/VB\n",
      "  me/PRP\n",
      "  in/IN\n",
      "  creating/VBG\n",
      "  a/DT\n",
      "  commission/NN\n",
      "  to/TO\n",
      "  examine/VB\n",
      "  the/DT\n",
      "  full/JJ\n",
      "  impact/NN\n",
      "  of/IN\n",
      "  baby/NN\n",
      "  boom/NN\n",
      "  retirements/NNS\n",
      "  on/IN\n",
      "  (Chunk Social/NNP)\n",
      "  (Chunk Security/NNP)\n",
      "  ,/,\n",
      "  (Chunk Medicare/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (Chunk Medicaid/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  commission/NN\n",
      "  should/MD\n",
      "  include/VB\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  offer/VBP\n",
      "  bipartisan/JJ\n",
      "  solutions/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  need/VBP\n",
      "  to/TO\n",
      "  put/VB\n",
      "  aside/RP\n",
      "  partisan/JJ\n",
      "  politics/NNS\n",
      "  and/CC\n",
      "  work/NN\n",
      "  together/RB\n",
      "  and/CC\n",
      "  get/VB\n",
      "  this/DT\n",
      "  problem/NN\n",
      "  solved/VBD\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Keeping/VBG America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  us/PRP\n",
      "  to/TO\n",
      "  open/VB\n",
      "  more/JJR\n",
      "  markets/NNS\n",
      "  for/IN\n",
      "  all/DT\n",
      "  that/DT\n",
      "  Americans/NNPS\n",
      "  make/VBP\n",
      "  and/CC\n",
      "  grow/VB\n",
      "  ./.)\n",
      "(S\n",
      "  One/CD\n",
      "  out/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  five/CD\n",
      "  factory/NN\n",
      "  jobs/NNS\n",
      "  in/IN\n",
      "  (Chunk America/NNP)\n",
      "  is/VBZ\n",
      "  related/VBN\n",
      "  to/TO\n",
      "  global/JJ\n",
      "  trade/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  want/VBP\n",
      "  people/NNS\n",
      "  everywhere/RB\n",
      "  to/TO\n",
      "  (Chunk buy/VB American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  With/IN\n",
      "  open/JJ\n",
      "  markets/NNS\n",
      "  and/CC\n",
      "  a/DT\n",
      "  level/JJ\n",
      "  playing/NN\n",
      "  field/NN\n",
      "  ,/,\n",
      "  no/DT\n",
      "  one/NN\n",
      "  can/MD\n",
      "  out-produce/VB\n",
      "  or/CC\n",
      "  out-compete/VB\n",
      "  the/DT\n",
      "  American/JJ\n",
      "  worker/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Keeping/VBG America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  an/DT\n",
      "  immigration/NN\n",
      "  system/NN\n",
      "  that/WDT\n",
      "  upholds/VBZ\n",
      "  our/PRP$\n",
      "  laws/NNS\n",
      "  ,/,\n",
      "  reflects/VBZ\n",
      "  our/PRP$\n",
      "  values/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  serves/VBZ\n",
      "  the/DT\n",
      "  interests/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  nation/NN\n",
      "  needs/VBZ\n",
      "  orderly/JJ\n",
      "  and/CC\n",
      "  secure/JJ\n",
      "  borders/NNS\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  To/TO\n",
      "  meet/VB\n",
      "  this/DT\n",
      "  goal/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  have/VB\n",
      "  stronger/JJR\n",
      "  immigration/NN\n",
      "  enforcement/NN\n",
      "  and/CC\n",
      "  border/NN\n",
      "  protection/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  have/VB\n",
      "  a/DT\n",
      "  rational/JJ\n",
      "  ,/,\n",
      "  humane/JJ\n",
      "  guest/JJS\n",
      "  worker/NN\n",
      "  program/NN\n",
      "  that/WDT\n",
      "  rejects/VBZ\n",
      "  amnesty/JJ\n",
      "  ,/,\n",
      "  allows/VBZ\n",
      "  temporary/JJ\n",
      "  jobs/NNS\n",
      "  for/IN\n",
      "  people/NNS\n",
      "  who/WP\n",
      "  seek/VBP\n",
      "  them/PRP\n",
      "  legally/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reduces/NNS\n",
      "  smuggling/VBG\n",
      "  and/CC\n",
      "  crime/NN\n",
      "  at/IN\n",
      "  the/DT\n",
      "  border/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Keeping/VBG America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  affordable/JJ\n",
      "  health/NN\n",
      "  care/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  government/NN\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  responsibility/NN\n",
      "  to/TO\n",
      "  provide/VB\n",
      "  health/NN\n",
      "  care/NN\n",
      "  for/IN\n",
      "  the/DT\n",
      "  poor/JJ\n",
      "  and/CC\n",
      "  the/DT\n",
      "  elderly/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  meeting/VBG\n",
      "  that/IN\n",
      "  responsibility/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  For/IN\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  --/:\n",
      "  for/IN\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  rising/VBG\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  care/NN\n",
      "  ,/,\n",
      "  strengthen/VB\n",
      "  the/DT\n",
      "  doctor-patient/JJ\n",
      "  relationship/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  help/NN\n",
      "  people/NNS\n",
      "  afford/VBP\n",
      "  the/DT\n",
      "  insurance/NN\n",
      "  coverage/NN\n",
      "  they/PRP\n",
      "  need/VBP\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  wider/JJR\n",
      "  use/NN\n",
      "  of/IN\n",
      "  electronic/JJ\n",
      "  records/NNS\n",
      "  and/CC\n",
      "  other/JJ\n",
      "  health/NN\n",
      "  information/NN\n",
      "  technology/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  help/VB\n",
      "  control/VB\n",
      "  costs/NNS\n",
      "  and/CC\n",
      "  reduce/VB\n",
      "  dangerous/JJ\n",
      "  medical/JJ\n",
      "  errors/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  strengthen/VB\n",
      "  health/NN\n",
      "  savings/NNS\n",
      "  accounts/NNS\n",
      "  --/:\n",
      "  making/VBG\n",
      "  sure/JJ\n",
      "  individuals/NNS\n",
      "  and/CC\n",
      "  small/JJ\n",
      "  business/NN\n",
      "  employees/NNS\n",
      "  can/MD\n",
      "  buy/VB\n",
      "  insurance/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  advantages/VBZ\n",
      "  that/IN\n",
      "  people/NNS\n",
      "  working/VBG\n",
      "  for/IN\n",
      "  big/JJ\n",
      "  businesses/NNS\n",
      "  now/RB\n",
      "  get/VBP\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  more/JJR\n",
      "  to/TO\n",
      "  make/VB\n",
      "  this/DT\n",
      "  coverage/NN\n",
      "  portable/JJ\n",
      "  ,/,\n",
      "  so/IN\n",
      "  workers/NNS\n",
      "  can/MD\n",
      "  switch/VB\n",
      "  jobs/NNS\n",
      "  without/IN\n",
      "  having/VBG\n",
      "  to/TO\n",
      "  worry/VB\n",
      "  about/IN\n",
      "  losing/VBG\n",
      "  their/PRP$\n",
      "  health/NN\n",
      "  insurance/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  because/IN\n",
      "  lawsuits/NNS\n",
      "  are/VBP\n",
      "  driving/VBG\n",
      "  many/JJ\n",
      "  good/JJ\n",
      "  doctors/NNS\n",
      "  out/IN\n",
      "  of/IN\n",
      "  practice/NN\n",
      "  --/:\n",
      "  leaving/VBG\n",
      "  women/NNS\n",
      "  in/IN\n",
      "  nearly/RB\n",
      "  1,500/CD\n",
      "  American/JJ\n",
      "  counties/NNS\n",
      "  without/IN\n",
      "  a/DT\n",
      "  single/JJ\n",
      "  (Chunk OB/GYN/NNP)\n",
      "  --/:\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  the/DT\n",
      "  (Chunk Congress/NNP)\n",
      "  to/TO\n",
      "  pass/VB\n",
      "  medical/JJ\n",
      "  liability/NN\n",
      "  reform/NN\n",
      "  this/DT\n",
      "  year/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Keeping/VBG America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  affordable/JJ\n",
      "  energy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  here/RB\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  serious/JJ\n",
      "  problem/NN\n",
      "  :/:\n",
      "  (Chunk America/NNP)\n",
      "  is/VBZ\n",
      "  addicted/VBN\n",
      "  to/TO\n",
      "  oil/NN\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  often/RB\n",
      "  imported/VBN\n",
      "  from/IN\n",
      "  unstable/JJ\n",
      "  parts/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  best/JJS\n",
      "  way/NN\n",
      "  to/TO\n",
      "  break/VB\n",
      "  this/DT\n",
      "  addiction/NN\n",
      "  is/VBZ\n",
      "  through/IN\n",
      "  technology/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Since/IN\n",
      "  2001/CD\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  spent/VBN\n",
      "  nearly/RB\n",
      "  $/$\n",
      "  10/CD\n",
      "  billion/CD\n",
      "  to/TO\n",
      "  develop/VB\n",
      "  cleaner/JJR\n",
      "  ,/,\n",
      "  cheaper/JJR\n",
      "  ,/,\n",
      "  and/CC\n",
      "  more/RBR\n",
      "  reliable/JJ\n",
      "  alternative/JJ\n",
      "  energy/NN\n",
      "  sources/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  threshold/NN\n",
      "  of/IN\n",
      "  incredible/JJ\n",
      "  advances/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  tonight/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  announce/VBP\n",
      "  the/DT\n",
      "  (Chunk Advanced/NNP)\n",
      "  (Chunk Energy/NNP)\n",
      "  (Chunk Initiative/NNP)\n",
      "  --/:\n",
      "  a/DT\n",
      "  22-percent/JJ\n",
      "  increase/NN\n",
      "  in/IN\n",
      "  clean-energy/JJ\n",
      "  research/NN\n",
      "  --/:\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk Department/NNP)\n",
      "  of/IN\n",
      "  (Chunk Energy/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  push/VB\n",
      "  for/IN\n",
      "  breakthroughs/NNS\n",
      "  in/IN\n",
      "  two/CD\n",
      "  vital/JJ\n",
      "  areas/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  change/VB\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  power/NN\n",
      "  our/PRP$\n",
      "  homes/NNS\n",
      "  and/CC\n",
      "  offices/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  invest/VB\n",
      "  more/RBR\n",
      "  in/IN\n",
      "  zero-emission/JJ\n",
      "  coal-fired/JJ\n",
      "  plants/NNS\n",
      "  ,/,\n",
      "  revolutionary/JJ\n",
      "  solar/NN\n",
      "  and/CC\n",
      "  wind/NN\n",
      "  technologies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  clean/JJ\n",
      "  ,/,\n",
      "  safe/JJ\n",
      "  nuclear/JJ\n",
      "  energy/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  change/VB\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  power/NN\n",
      "  our/PRP$\n",
      "  automobiles/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  increase/VB\n",
      "  our/PRP$\n",
      "  research/NN\n",
      "  in/IN\n",
      "  better/JJR\n",
      "  batteries/NNS\n",
      "  for/IN\n",
      "  hybrid/JJ\n",
      "  and/CC\n",
      "  electric/JJ\n",
      "  cars/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  in/IN\n",
      "  pollution-free/JJ\n",
      "  cars/NNS\n",
      "  that/WDT\n",
      "  run/VBP\n",
      "  on/IN\n",
      "  hydrogen/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  'll/MD\n",
      "  also/RB\n",
      "  fund/VB\n",
      "  additional/JJ\n",
      "  research/NN\n",
      "  in/IN\n",
      "  cutting-edge/JJ\n",
      "  methods/NNS\n",
      "  of/IN\n",
      "  producing/VBG\n",
      "  ethanol/NN\n",
      "  ,/,\n",
      "  not/RB\n",
      "  just/RB\n",
      "  from/IN\n",
      "  corn/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  from/IN\n",
      "  wood/NN\n",
      "  chips/NNS\n",
      "  and/CC\n",
      "  stalks/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  switch/VB\n",
      "  grass/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  goal/NN\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  make/VB\n",
      "  this/DT\n",
      "  new/JJ\n",
      "  kind/NN\n",
      "  of/IN\n",
      "  ethanol/JJ\n",
      "  practical/JJ\n",
      "  and/CC\n",
      "  competitive/JJ\n",
      "  within/IN\n",
      "  six/CD\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Breakthroughs/NNS\n",
      "  on/IN\n",
      "  this/DT\n",
      "  and/CC\n",
      "  other/JJ\n",
      "  new/JJ\n",
      "  technologies/NNS\n",
      "  will/MD\n",
      "  help/VB\n",
      "  us/PRP\n",
      "  reach/VB\n",
      "  another/DT\n",
      "  great/JJ\n",
      "  goal/NN\n",
      "  :/:\n",
      "  to/TO\n",
      "  replace/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  75/CD\n",
      "  percent/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  oil/NN\n",
      "  imports/NNS\n",
      "  from/IN\n",
      "  the/DT\n",
      "  (Chunk Middle/NNP)\n",
      "  (Chunk East/NNP)\n",
      "  by/IN\n",
      "  2025/CD\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  By/IN\n",
      "  applying/VBG\n",
      "  the/DT\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  technology/NN\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  ,/,\n",
      "  this/DT\n",
      "  country/NN\n",
      "  can/MD\n",
      "  dramatically/RB\n",
      "  improve/VB\n",
      "  our/PRP$\n",
      "  environment/NN\n",
      "  ,/,\n",
      "  move/VB\n",
      "  beyond/IN\n",
      "  a/DT\n",
      "  petroleum-based/JJ\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  make/VB\n",
      "  our/PRP$\n",
      "  dependence/NN\n",
      "  on/IN\n",
      "  (Chunk Middle/NNP)\n",
      "  (Chunk Eastern/NNP oil/NN)\n",
      "  a/DT\n",
      "  thing/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  past/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  to/TO\n",
      "  (Chunk keep/VB America/NNP)\n",
      "  competitive/JJ\n",
      "  ,/,\n",
      "  one/CD\n",
      "  commitment/NN\n",
      "  is/VBZ\n",
      "  necessary/JJ\n",
      "  above/IN\n",
      "  all/DT\n",
      "  :/:\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  in/IN\n",
      "  human/JJ\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  creativity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  greatest/JJS\n",
      "  advantage/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  has/VBZ\n",
      "  always/RB\n",
      "  been/VBN\n",
      "  our/PRP$\n",
      "  educated/VBN\n",
      "  ,/,\n",
      "  hardworking/VBG\n",
      "  ,/,\n",
      "  ambitious/JJ\n",
      "  people/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  going/VBG\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  that/DT\n",
      "  edge/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NN\n",
      "  I/PRP\n",
      "  announce/VBP\n",
      "  an/DT\n",
      "  American/JJ\n",
      "  (Chunk Competitiveness/NNP)\n",
      "  (Chunk Initiative/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  innovation/NN\n",
      "  throughout/IN\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  to/TO\n",
      "  give/VB\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  's/POS\n",
      "  children/NNS\n",
      "  a/DT\n",
      "  firm/NN\n",
      "  grounding/VBG\n",
      "  in/IN\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  First/RB\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  double/VB\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  commitment/NN\n",
      "  to/TO\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  critical/JJ\n",
      "  basic/JJ\n",
      "  research/NN\n",
      "  programs/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  physical/JJ\n",
      "  sciences/NNS\n",
      "  over/IN\n",
      "  the/DT\n",
      "  next/JJ\n",
      "  10/CD\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  funding/NN\n",
      "  will/MD\n",
      "  support/VB\n",
      "  the/DT\n",
      "  work/NN\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  's/POS\n",
      "  most/RBS\n",
      "  creative/JJ\n",
      "  minds/NNS\n",
      "  as/IN\n",
      "  they/PRP\n",
      "  explore/VBP\n",
      "  promising/VBG\n",
      "  areas/NNS\n",
      "  such/JJ\n",
      "  as/IN\n",
      "  nanotechnology/NN\n",
      "  ,/,\n",
      "  supercomputing/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  alternative/JJ\n",
      "  energy/NN\n",
      "  sources/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Second/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  make/VB\n",
      "  permanent/JJ\n",
      "  the/DT\n",
      "  research/NN\n",
      "  and/CC\n",
      "  development/NN\n",
      "  tax/NN\n",
      "  credit/NN\n",
      "  --/:\n",
      "  (/(\n",
      "  applause/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  bolder/VB\n",
      "  private-sector/JJ\n",
      "  initiatives/NNS\n",
      "  in/IN\n",
      "  technology/NN\n",
      "  ./.)\n",
      "(S\n",
      "  With/IN\n",
      "  more/JJR\n",
      "  research/NN\n",
      "  in/IN\n",
      "  both/CC\n",
      "  the/DT\n",
      "  public/NN\n",
      "  and/CC\n",
      "  private/JJ\n",
      "  sectors/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  improve/VB\n",
      "  our/PRP$\n",
      "  quality/NN\n",
      "  of/IN\n",
      "  life/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  ensure/VB\n",
      "  that/DT\n",
      "  (Chunk America/NNP)\n",
      "  will/MD\n",
      "  lead/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  in/IN\n",
      "  opportunity/NN\n",
      "  and/CC\n",
      "  innovation/NN\n",
      "  for/IN\n",
      "  decades/NNS\n",
      "  to/TO\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Third/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  children/NNS\n",
      "  to/TO\n",
      "  take/VB\n",
      "  more/JJR\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  to/TO\n",
      "  make/VB\n",
      "  sure/JJ\n",
      "  those/DT\n",
      "  courses/NNS\n",
      "  are/VBP\n",
      "  rigorous/JJ\n",
      "  enough/RB\n",
      "  to/TO\n",
      "  compete/VB\n",
      "  with/IN\n",
      "  other/JJ\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  good/JJ\n",
      "  start/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  early/JJ\n",
      "  grades/NNS\n",
      "  with/IN\n",
      "  the/DT\n",
      "  (Chunk No/NNP)\n",
      "  (Chunk Child/NNP)\n",
      "  (Chunk Left/NNP)\n",
      "  (Chunk Behind/NNP)\n",
      "  (Chunk Act/NNP)\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  raising/VBG\n",
      "  standards/NNS\n",
      "  and/CC\n",
      "  lifting/VBG\n",
      "  test/NN\n",
      "  scores/NNS\n",
      "  across/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Tonight/NNP)\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  train/VB\n",
      "  70,000/CD\n",
      "  high/JJ\n",
      "  school/NN\n",
      "  teachers/NNS\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  advanced-placement/JJ\n",
      "  courses/NNS\n",
      "  in/IN\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ,/,\n",
      "  bring/VBG\n",
      "  30,000/CD\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  professionals/NNS\n",
      "  to/TO\n",
      "  teach/VB\n",
      "  in/IN\n",
      "  classrooms/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  give/VB\n",
      "  early/JJ\n",
      "  help/NN\n",
      "  to/TO\n",
      "  students/NNS\n",
      "  who/WP\n",
      "  struggle/VBP\n",
      "  with/IN\n",
      "  math/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  chance/NN\n",
      "  at/IN\n",
      "  good/JJ\n",
      "  ,/,\n",
      "  high-wage/JJ\n",
      "  jobs/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (Chunk America/NNP)\n",
      "  's/POS\n",
      "  children/NNS\n",
      "  succeed/VB\n",
      "  in/IN\n",
      "  life/NN\n",
      "  ,/,\n",
      "  they/PRP\n",
      "  will/MD\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (Chunk America/NNP)\n",
      "  succeeds/VBZ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Preparing/VBG\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  to/TO\n",
      "  compete/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  goal/NN\n",
      "  that/IN\n",
      "  all/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  can/MD\n",
      "  share/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  support/VB\n",
      "  the/DT\n",
      "  American/JJ\n",
      "  (Chunk Competitiveness/NNP)\n",
      "  (Chunk Initiative/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  together/RB\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  show/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  what/WP\n",
      "  the/DT\n",
      "  American/JJ\n",
      "  people/NNS\n",
      "  can/MD\n",
      "  achieve/VB\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk America/NNP)\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  force/NN\n",
      "  for/IN\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  prosperity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  our/PRP$\n",
      "  greatness/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  measured/VBN\n",
      "  in/IN\n",
      "  power/NN\n",
      "  or/CC\n",
      "  luxuries/NNS\n",
      "  ,/,\n",
      "  but/CC\n",
      "  by/IN\n",
      "  who/WP\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  and/CC\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  treat/VBP\n",
      "  one/CD\n",
      "  another/DT\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  we/PRP\n",
      "  strive/VBP\n",
      "  to/TO\n",
      "  be/VB\n",
      "  a/DT\n",
      "  compassionate/NN\n",
      "  ,/,\n",
      "  decent/NN\n",
      "  ,/,\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  recent/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  (Chunk America/NNP)\n",
      "  has/VBZ\n",
      "  become/VBN\n",
      "  a/DT\n",
      "  more/RBR\n",
      "  hopeful/JJ\n",
      "  nation/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Violent/JJ\n",
      "  crime/NN\n",
      "  rates/NNS\n",
      "  have/VBP\n",
      "  fallen/VBN\n",
      "  to/TO\n",
      "  their/PRP$\n",
      "  lowest/JJS\n",
      "  levels/NNS\n",
      "  since/IN\n",
      "  the/DT\n",
      "  1970s/CD\n",
      "  ./.)\n",
      "(S\n",
      "  Welfare/NN\n",
      "  cases/NNS\n",
      "  have/VBP\n",
      "  dropped/VBN\n",
      "  by/IN\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  half/NN\n",
      "  over/IN\n",
      "  the/DT\n",
      "  past/JJ\n",
      "  decade/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Drug/NN\n",
      "  use/NN\n",
      "  among/IN\n",
      "  youth/NN\n",
      "  is/VBZ\n",
      "  down/RB\n",
      "  19/CD\n",
      "  percent/NN\n",
      "  since/IN\n",
      "  2001/CD\n",
      "  ./.)\n",
      "(S\n",
      "  There/EX\n",
      "  are/VBP\n",
      "  fewer/JJR\n",
      "  abortions/NNS\n",
      "  in/IN\n",
      "  (Chunk America/NNP)\n",
      "  than/IN\n",
      "  at/IN\n",
      "  any/DT\n",
      "  point/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  three/CD\n",
      "  decades/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  number/NN\n",
      "  of/IN\n",
      "  children/NNS\n",
      "  born/VBN\n",
      "  to/TO\n",
      "  teenage/VB\n",
      "  mothers/NNS\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  falling/VBG\n",
      "  for/IN\n",
      "  a/DT\n",
      "  dozen/NN\n",
      "  years/NNS\n",
      "  in/IN\n",
      "  a/DT\n",
      "  row/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  These/DT\n",
      "  gains/NNS\n",
      "  are/VBP\n",
      "  evidence/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  quiet/JJ\n",
      "  transformation/NN\n",
      "  --/:\n",
      "  a/DT\n",
      "  revolution/NN\n",
      "  of/IN\n",
      "  conscience/NN\n",
      "  ,/,\n",
      "  in/IN\n",
      "  which/WDT\n",
      "  a/DT\n",
      "  rising/VBG\n",
      "  generation/NN\n",
      "  is/VBZ\n",
      "  finding/VBG\n",
      "  that/IN\n",
      "  a/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  personal/JJ\n",
      "  responsibility/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  fulfillment/NN\n",
      "  ./.)\n",
      "(S (Chunk Government/NNP) has/VBZ played/VBN a/DT role/NN ./.)\n",
      "(S\n",
      "  (Chunk Wise/NNP)\n",
      "  policies/NNS\n",
      "  ,/,\n",
      "  such/JJ\n",
      "  as/IN\n",
      "  welfare/NN\n",
      "  reform/NN\n",
      "  and/CC\n",
      "  drug/NN\n",
      "  education/NN\n",
      "  and/CC\n",
      "  support/NN\n",
      "  for/IN\n",
      "  abstinence/NN\n",
      "  and/CC\n",
      "  adoption/NN\n",
      "  have/VBP\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  difference/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  everyone/NN\n",
      "  here/RB\n",
      "  tonight/RB\n",
      "  ,/,\n",
      "  (Chunk Democrat/NNP)\n",
      "  and/CC\n",
      "  (Chunk Republican/NNP)\n",
      "  ,/,\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  right/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  proud/JJ\n",
      "  of/IN\n",
      "  this/DT\n",
      "  record/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Yet/RB\n",
      "  many/JJ\n",
      "  Americans/NNPS\n",
      "  ,/,\n",
      "  especially/RB\n",
      "  parents/NNS\n",
      "  ,/,\n",
      "  still/RB\n",
      "  have/VBP\n",
      "  deep/JJ\n",
      "  concerns/NNS\n",
      "  about/IN\n",
      "  the/DT\n",
      "  direction/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  culture/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  health/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  most/JJS\n",
      "  basic/JJ\n",
      "  institutions/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  're/VBP\n",
      "  concerned/VBN\n",
      "  about/IN\n",
      "  unethical/JJ\n",
      "  conduct/NN\n",
      "  by/IN\n",
      "  public/JJ\n",
      "  officials/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  discouraged/VBN\n",
      "  by/IN\n",
      "  activist/NN\n",
      "  courts/NNS\n",
      "  that/WDT\n",
      "  try/VBP\n",
      "  to/TO\n",
      "  redefine/VB\n",
      "  marriage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  worry/VBP\n",
      "  about/IN\n",
      "  children/NNS\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  society/NN\n",
      "  who/WP\n",
      "  need/VBP\n",
      "  direction/NN\n",
      "  and/CC\n",
      "  love/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  about/IN\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  still/RB\n",
      "  displaced/VBN\n",
      "  by/IN\n",
      "  natural/JJ\n",
      "  disaster/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  about/IN\n",
      "  suffering/VBG\n",
      "  caused/VBN\n",
      "  by/IN\n",
      "  treatable/JJ\n",
      "  diseases/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  look/VBP\n",
      "  at/IN\n",
      "  these/DT\n",
      "  challenges/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  never/RB\n",
      "  give/VB\n",
      "  in/IN\n",
      "  to/TO\n",
      "  the/DT\n",
      "  belief/NN\n",
      "  that/IN\n",
      "  (Chunk America/NNP)\n",
      "  is/VBZ\n",
      "  in/IN\n",
      "  decline/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  that/IN\n",
      "  our/PRP$\n",
      "  culture/NN\n",
      "  is/VBZ\n",
      "  doomed/VBN\n",
      "  to/TO\n",
      "  unravel/VB\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  American/JJ\n",
      "  people/NNS\n",
      "  know/VBP\n",
      "  better/JJR\n",
      "  than/IN\n",
      "  that/DT\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  proven/VBN\n",
      "  the/DT\n",
      "  pessimists/NNS\n",
      "  wrong/JJ\n",
      "  before/RB\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  it/PRP\n",
      "  again/RB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  depends/VBZ\n",
      "  on/IN\n",
      "  courts/NNS\n",
      "  that/IN\n",
      "  deliver/VBP\n",
      "  equal/JJ\n",
      "  justice/NN\n",
      "  under/IN\n",
      "  the/DT\n",
      "  law/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (Chunk Supreme/NNP)\n",
      "  (Chunk Court/NNP)\n",
      "  now/RB\n",
      "  has/VBZ\n",
      "  two/CD\n",
      "  superb/JJ\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  --/:\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  on/IN\n",
      "  its/PRP$\n",
      "  bench/NN\n",
      "  :/:\n",
      "  Chief/JJ\n",
      "  (Chunk Justice/NNP)\n",
      "  (Chunk John/NNP)\n",
      "  (Chunk Roberts/NNP)\n",
      "  and/CC\n",
      "  (Chunk Justice/NNP)\n",
      "  (Chunk Sam/NNP)\n",
      "  (Chunk Alito/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  I/PRP\n",
      "  thank/VBD\n",
      "  the/DT\n",
      "  (Chunk Senate/NNP)\n",
      "  for/IN\n",
      "  confirming/VBG\n",
      "  both/DT\n",
      "  of/IN\n",
      "  them/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  nominate/VB\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  who/WP\n",
      "  understand/VBP\n",
      "  that/IN\n",
      "  judges/NNS\n",
      "  must/MD\n",
      "  be/VB\n",
      "  servants/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  law/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  not/RB\n",
      "  legislate/VB\n",
      "  from/IN\n",
      "  the/DT\n",
      "  bench/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Today/NN\n",
      "  marks/VBZ\n",
      "  the/DT\n",
      "  official/JJ\n",
      "  retirement/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  very/RB\n",
      "  special/JJ\n",
      "  (Chunk American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  For/IN\n",
      "  24/CD\n",
      "  years/NNS\n",
      "  of/IN\n",
      "  faithful/JJ\n",
      "  service/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  is/VBZ\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  (Chunk Justice/NNP)\n",
      "  (Chunk Sandra/NNP)\n",
      "  (Chunk Day/NNP)\n",
      "  (Chunk O'Connor/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  has/VBZ\n",
      "  institutions/NNS\n",
      "  of/IN\n",
      "  science/NN\n",
      "  and/CC\n",
      "  medicine/NN\n",
      "  that/WDT\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  cut/VB\n",
      "  ethical/JJ\n",
      "  corners/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  that/IN\n",
      "  recognize/VBP\n",
      "  the/DT\n",
      "  matchless/NN\n",
      "  value/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Tonight/NNP)\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  pass/VB\n",
      "  legislation/NN\n",
      "  to/TO\n",
      "  prohibit/VB\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  egregious/JJ\n",
      "  abuses/NNS\n",
      "  of/IN\n",
      "  medical/JJ\n",
      "  research/NN\n",
      "  :/:\n",
      "  human/JJ\n",
      "  cloning/VBG\n",
      "  in/IN\n",
      "  all/DT\n",
      "  its/PRP$\n",
      "  forms/NNS\n",
      "  ,/,\n",
      "  creating/VBG\n",
      "  or/CC\n",
      "  implanting/VBG\n",
      "  embryos/NN\n",
      "  for/IN\n",
      "  experiments/NNS\n",
      "  ,/,\n",
      "  creating/VBG\n",
      "  human-animal/JJ\n",
      "  hybrids/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  buying/NN\n",
      "  ,/,\n",
      "  selling/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  patenting/VBG\n",
      "  human/JJ\n",
      "  embryos/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Human/NNP life/NN)\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  gift/NN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  (Chunk Creator/NNP)\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/IN\n",
      "  gift/NN\n",
      "  should/MD\n",
      "  never/RB\n",
      "  be/VB\n",
      "  discarded/VBN\n",
      "  ,/,\n",
      "  devalued/VBD\n",
      "  or/CC\n",
      "  put/VB\n",
      "  up/RP\n",
      "  for/IN\n",
      "  sale/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  expects/VBZ\n",
      "  elected/VBN\n",
      "  officials/NNS\n",
      "  to/TO\n",
      "  uphold/VB\n",
      "  the/DT\n",
      "  public/JJ\n",
      "  trust/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Honorable/JJ\n",
      "  people/NNS\n",
      "  in/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  are/VBP\n",
      "  working/VBG\n",
      "  on/IN\n",
      "  reforms/NNS\n",
      "  to/TO\n",
      "  strengthen/VB\n",
      "  the/DT\n",
      "  ethical/JJ\n",
      "  standards/NNS\n",
      "  of/IN\n",
      "  (Chunk Washington/NNP)\n",
      "  --/:\n",
      "  I/PRP\n",
      "  support/VBP\n",
      "  your/PRP$\n",
      "  efforts/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Each/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  has/VBZ\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  worthy/JJ\n",
      "  of/IN\n",
      "  public/JJ\n",
      "  responsibility/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/DT\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  never/RB\n",
      "  forget/VB\n",
      "  ,/,\n",
      "  never/RB\n",
      "  dismiss/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  never/RB\n",
      "  betray/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  renew/VBP\n",
      "  the/DT\n",
      "  promise/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  institutions/NNS\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  also/RB\n",
      "  show/VBP\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  compassion/NN\n",
      "  and/CC\n",
      "  care/NN\n",
      "  for/IN\n",
      "  one/CD\n",
      "  another/DT\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  gives/VBZ\n",
      "  special/JJ\n",
      "  attention/NN\n",
      "  to/TO\n",
      "  children/NNS\n",
      "  who/WP\n",
      "  lack/VBP\n",
      "  direction/NN\n",
      "  and/CC\n",
      "  love/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Through/IN\n",
      "  the/DT\n",
      "  (Chunk Helping/NNP)\n",
      "  (Chunk America/NNP)\n",
      "  's/POS\n",
      "  (Chunk Youth/NNP)\n",
      "  (Chunk Initiative/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  encouraging/VBG\n",
      "  caring/VBG\n",
      "  adults/NNS\n",
      "  to/TO\n",
      "  get/VB\n",
      "  involved/VBN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  child/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  this/DT\n",
      "  good/JJ\n",
      "  work/NN\n",
      "  is/VBZ\n",
      "  being/VBG\n",
      "  led/VBN\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  (Chunk First/NNP)\n",
      "  (Chunk Lady/NNP)\n",
      "  ,/,\n",
      "  (Chunk Laura/NNP)\n",
      "  (Chunk Bush/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  add/VB\n",
      "  resources/NNS\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  young/JJ\n",
      "  people/NNS\n",
      "  to/TO\n",
      "  stay/VB\n",
      "  in/IN\n",
      "  school/NN\n",
      "  ,/,\n",
      "  so/RB\n",
      "  more/JJR\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  's/POS\n",
      "  youth/NN\n",
      "  can/MD\n",
      "  raise/VB\n",
      "  their/PRP$\n",
      "  sights/NNS\n",
      "  and/CC\n",
      "  achieve/VBP\n",
      "  their/PRP$\n",
      "  dreams/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  comes/VBZ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  aid/NN\n",
      "  of/IN\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  in/IN\n",
      "  times/NNS\n",
      "  of/IN\n",
      "  suffering/NN\n",
      "  and/CC\n",
      "  emergency/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  stays/NNS\n",
      "  at/IN\n",
      "  it/PRP\n",
      "  until/IN\n",
      "  they/PRP\n",
      "  're/VBP\n",
      "  back/RB\n",
      "  on/IN\n",
      "  their/PRP$\n",
      "  feet/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  far/RB\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  government/NN\n",
      "  has/VBZ\n",
      "  committed/VBN\n",
      "  $/$\n",
      "  85/CD\n",
      "  billion/CD\n",
      "  to/TO\n",
      "  the/DT\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Gulf/NNP)\n",
      "  (Chunk Coast/NNP)\n",
      "  and/CC\n",
      "  (Chunk New/NNP)\n",
      "  (Chunk Orleans/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  removing/VBG\n",
      "  debris/NN\n",
      "  and/CC\n",
      "  repairing/NN\n",
      "  highways/NNS\n",
      "  and/CC\n",
      "  rebuilding/VBG\n",
      "  stronger/JJR\n",
      "  levees/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  providing/VBG\n",
      "  business/NN\n",
      "  loans/NNS\n",
      "  and/CC\n",
      "  housing/NN\n",
      "  assistance/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  as/IN\n",
      "  we/PRP\n",
      "  meet/VBP\n",
      "  these/DT\n",
      "  immediate/JJ\n",
      "  needs/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  address/VB\n",
      "  deeper/JJR\n",
      "  challenges/NNS\n",
      "  that/WDT\n",
      "  existed/VBD\n",
      "  before/IN\n",
      "  the/DT\n",
      "  storm/NN\n",
      "  arrived/VBD\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  (Chunk New/NNP)\n",
      "  (Chunk Orleans/NNP)\n",
      "  and/CC\n",
      "  in/IN\n",
      "  other/JJ\n",
      "  places/NNS\n",
      "  ,/,\n",
      "  many/JJ\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  have/VBP\n",
      "  felt/VBN\n",
      "  excluded/VBN\n",
      "  from/IN\n",
      "  the/DT\n",
      "  promise/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  answer/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  only/RB\n",
      "  temporary/JJ\n",
      "  relief/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  schools/NNS\n",
      "  that/WDT\n",
      "  teach/VBP\n",
      "  every/DT\n",
      "  child/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  job/NN\n",
      "  skills/NNS\n",
      "  that/IN\n",
      "  bring/VBG\n",
      "  upward/JJ\n",
      "  mobility/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  more/JJR\n",
      "  opportunities/NNS\n",
      "  to/TO\n",
      "  own/VB\n",
      "  a/DT\n",
      "  home/NN\n",
      "  and/CC\n",
      "  start/VB\n",
      "  a/DT\n",
      "  business/NN\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  recover/VBP\n",
      "  from/IN\n",
      "  a/DT\n",
      "  disaster/NN\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  also/RB\n",
      "  work/NN\n",
      "  for/IN\n",
      "  the/DT\n",
      "  day/NN\n",
      "  when/WRB\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  are/VBP\n",
      "  protected/VBN\n",
      "  by/IN\n",
      "  justice/NN\n",
      "  ,/,\n",
      "  equal/JJ\n",
      "  in/IN\n",
      "  hope/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  rich/JJ\n",
      "  in/IN\n",
      "  opportunity/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  acts/NNS\n",
      "  boldly/RB\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  diseases/NNS\n",
      "  like/IN\n",
      "  (Chunk HIV/AIDS/NNP)\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  can/MD\n",
      "  be/VB\n",
      "  prevented/VBN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  treated/VBD\n",
      "  ,/,\n",
      "  and/CC\n",
      "  defeated/VBD\n",
      "  ./.)\n",
      "(S\n",
      "  More/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  million/CD\n",
      "  Americans/NNPS\n",
      "  live/VBP\n",
      "  with/IN\n",
      "  (Chunk HIV/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  half/NN\n",
      "  of/IN\n",
      "  all/DT\n",
      "  (Chunk AIDS/NNP)\n",
      "  cases/NNS\n",
      "  occur/VBP\n",
      "  among/IN\n",
      "  African/JJ\n",
      "  Americans/NNPS\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  (Chunk ask/VBP Congress/NNP)\n",
      "  to/TO\n",
      "  reform/VB\n",
      "  and/CC\n",
      "  reauthorize/VB\n",
      "  the/DT\n",
      "  (Chunk Ryan/NNP)\n",
      "  (Chunk White/NNP)\n",
      "  (Chunk Act/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  provide/VB\n",
      "  new/JJ\n",
      "  funding/NN\n",
      "  to/TO\n",
      "  states/NNS\n",
      "  ,/,\n",
      "  so/IN\n",
      "  we/PRP\n",
      "  end/VBP\n",
      "  the/DT\n",
      "  waiting/NN\n",
      "  lists/NNS\n",
      "  for/IN\n",
      "  (Chunk AIDS/NNP)\n",
      "  medicines/NNS\n",
      "  in/IN\n",
      "  (Chunk America/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  also/RB\n",
      "  lead/VB\n",
      "  a/DT\n",
      "  nationwide/JJ\n",
      "  effort/NN\n",
      "  ,/,\n",
      "  working/VBG\n",
      "  closely/RB\n",
      "  with/IN\n",
      "  African/JJ\n",
      "  American/JJ\n",
      "  churches/NNS\n",
      "  and/CC\n",
      "  faith-based/JJ\n",
      "  groups/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  deliver/VB\n",
      "  rapid/JJ\n",
      "  (Chunk HIV/NNP)\n",
      "  tests/NNS\n",
      "  to/TO\n",
      "  millions/NNS\n",
      "  ,/,\n",
      "  end/VBP\n",
      "  the/DT\n",
      "  stigma/NN\n",
      "  of/IN\n",
      "  (Chunk AIDS/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  come/VB\n",
      "  closer/JJR\n",
      "  to/TO\n",
      "  the/DT\n",
      "  day/NN\n",
      "  when/WRB\n",
      "  there/EX\n",
      "  are/VBP\n",
      "  no/DT\n",
      "  new/JJ\n",
      "  infections/NNS\n",
      "  in/IN\n",
      "  (Chunk America/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Fellow/NNP)\n",
      "  citizens/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  been/VBN\n",
      "  called/VBN\n",
      "  to/TO\n",
      "  leadership/NN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  period/NN\n",
      "  of/IN\n",
      "  consequence/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  entered/VBN\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  ideological/JJ\n",
      "  conflict/NN\n",
      "  we/PRP\n",
      "  did/VBD\n",
      "  nothing/NN\n",
      "  to/TO\n",
      "  invite/VB\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  see/VBP\n",
      "  great/JJ\n",
      "  changes/NNS\n",
      "  in/IN\n",
      "  science/NN\n",
      "  and/CC\n",
      "  commerce/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  influence/VB\n",
      "  all/DT\n",
      "  our/PRP$\n",
      "  lives/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Sometimes/RB\n",
      "  it/PRP\n",
      "  can/MD\n",
      "  seem/VB\n",
      "  that/DT\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  turning/VBG\n",
      "  in/IN\n",
      "  a/DT\n",
      "  wide/JJ\n",
      "  arc/NN\n",
      "  ,/,\n",
      "  toward/IN\n",
      "  an/DT\n",
      "  unknown/JJ\n",
      "  shore/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/CC\n",
      "  the/DT\n",
      "  destination/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  determined/VBN\n",
      "  by/IN\n",
      "  human/JJ\n",
      "  action/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  every/DT\n",
      "  great/JJ\n",
      "  movement/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  comes/VBZ\n",
      "  to/TO\n",
      "  a/DT\n",
      "  point/NN\n",
      "  of/IN\n",
      "  choosing/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Lincoln/NNP)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  peace/NN\n",
      "  at/IN\n",
      "  the/DT\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  disunity/NN\n",
      "  and/CC\n",
      "  continued/JJ\n",
      "  slavery/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Martin/NNP)\n",
      "  (Chunk Luther/NNP)\n",
      "  (Chunk King/NNP)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  stopped/VBN\n",
      "  at/IN\n",
      "  (Chunk Birmingham/NNP)\n",
      "  or/CC\n",
      "  at/IN\n",
      "  (Chunk Selma/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  achieved/VBD\n",
      "  only/RB\n",
      "  half/PDT\n",
      "  a/DT\n",
      "  victory/NN\n",
      "  over/IN\n",
      "  segregation/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  could/MD\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  the/DT\n",
      "  permanent/JJ\n",
      "  division/NN\n",
      "  of/IN\n",
      "  (Chunk Europe/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  been/VBN\n",
      "  complicit/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  oppression/NN\n",
      "  of/IN\n",
      "  others/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Today/NN\n",
      "  ,/,\n",
      "  having/VBG\n",
      "  come/VBN\n",
      "  far/RB\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  historical/JJ\n",
      "  journey/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  decide/VB\n",
      "  :/:\n",
      "  Will/MD\n",
      "  we/PRP\n",
      "  turn/VB\n",
      "  back/RP\n",
      "  ,/,\n",
      "  or/CC\n",
      "  finish/VB\n",
      "  well/RB\n",
      "  ?/.)\n",
      "(S\n",
      "  Before/IN\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  down/RP\n",
      "  in/IN\n",
      "  books/NNS\n",
      "  ,/,\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  in/IN\n",
      "  courage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Like/IN\n",
      "  Americans/NNPS\n",
      "  before/IN\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  show/VB\n",
      "  that/DT\n",
      "  courage/NN\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  finish/VB\n",
      "  well/RB\n",
      "  ./.)\n",
      "(S We/PRP will/MD lead/VB freedom/NN 's/POS advance/NN ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  compete/VB\n",
      "  and/CC\n",
      "  excel/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  global/JJ\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  renew/VB\n",
      "  the/DT\n",
      "  defining/VBG\n",
      "  moral/JJ\n",
      "  commitments/NNS\n",
      "  of/IN\n",
      "  this/DT\n",
      "  land/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  so/RB\n",
      "  we/PRP\n",
      "  move/VBP\n",
      "  forward/RB\n",
      "  --/:\n",
      "  optimistic/JJ\n",
      "  about/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ,/,\n",
      "  faithful/JJ\n",
      "  to/TO\n",
      "  its/PRP$\n",
      "  cause/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  confident/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  victories/NNS\n",
      "  to/TO\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S (Chunk May/NNP) (Chunk God/NNP bless/NN) (Chunk America/NNP) ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n"
     ]
    }
   ],
   "source": [
    "def process_content_chunk():\n",
    "    try:\n",
    "        for i in tokenized:\n",
    "            words = nltk.word_tokenize(i)\n",
    "            tagged = nltk.pos_tag(words)\n",
    "\n",
    "            # <> are used for mentioning speech tags\n",
    "            #Any adverb. ? -> 0 or 1 characters\n",
    "            chunkGram = r\"\"\"Chunk: {<RB.?>*<VB.?>*<NNP><NN>?}\"\"\"\n",
    "            chunkParser = nltk.RegexpParser(chunkGram)\n",
    "            chunked = chunkParser.parse(tagged)\n",
    "            print(chunked)\n",
    "        \n",
    "    except Exception as e:\n",
    "        print(str(e))\n",
    "        \n",
    "process_content_chunk()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Chunk is a noun"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def process_content_chunk():\n",
    "    try:\n",
    "        for i in tokenized:\n",
    "            words = nltk.word_tokenize(i)\n",
    "            tagged = nltk.pos_tag(words)\n",
    "\n",
    "            # <> are used for mentioning speech tags\n",
    "            #Any adverb. ? -> 0 or 1 characters\n",
    "            chunkGram = r\"\"\"Chunk: {<RB.?>*<VB.?>*<NNP>+<NN>?}\"\"\"\n",
    "            chunkParser = nltk.RegexpParser(chunkGram)\n",
    "            chunked = chunkParser.parse(tagged)\n",
    "            chunked.draw()\n",
    "        \n",
    "    except Exception as e:\n",
    "        print(str(e))\n",
    "        \n",
    "process_content_chunk()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Chinking\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is the removal of something from a chunk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  (Chunk PRESIDENT/NNP GEORGE/NNP W./NNP BUSH/NNP 'S/POS ADDRESS/NNP)\n",
      "  BEFORE/IN\n",
      "  (Chunk A/NNP JOINT/NNP SESSION/NNP)\n",
      "  OF/IN\n",
      "  (Chunk THE/NNP CONGRESS/NNP ON/NNP THE/NNP STATE/NNP)\n",
      "  OF/IN\n",
      "  (Chunk\n",
      "    THE/NNP\n",
      "    UNION/NNP\n",
      "    January/NNP\n",
      "    31/CD\n",
      "    ,/,\n",
      "    2006/CD\n",
      "    THE/NNP\n",
      "    PRESIDENT/NNP\n",
      "    :/:\n",
      "    Thank/NNP\n",
      "    you/PRP)\n",
      "  all/DT\n",
      "  (Chunk ./.))\n",
      "(S\n",
      "  (Chunk\n",
      "    Mr./NNP\n",
      "    Speaker/NNP\n",
      "    ,/,\n",
      "    Vice/NNP\n",
      "    President/NNP\n",
      "    Cheney/NNP\n",
      "    ,/,\n",
      "    members/NNS)\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP ,/, members/NNS)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk\n",
      "    Supreme/NNP\n",
      "    Court/NNP\n",
      "    and/CC\n",
      "    diplomatic/JJ\n",
      "    corps/NN\n",
      "    ,/,\n",
      "    distinguished/JJ\n",
      "    guests/NNS\n",
      "    ,/,\n",
      "    and/CC\n",
      "    fellow/JJ\n",
      "    citizens/NNS\n",
      "    :/:)\n",
      "  Today/VB\n",
      "  (Chunk our/PRP$ nation/NN)\n",
      "  lost/VBD\n",
      "  a/DT\n",
      "  beloved/VBN\n",
      "  (Chunk ,/, graceful/JJ ,/, courageous/JJ woman/NN who/WP)\n",
      "  called/VBD\n",
      "  (Chunk America/NNP to/TO its/PRP$ founding/NN ideals/NNS and/CC)\n",
      "  carried/VBD\n",
      "  on/IN\n",
      "  a/DT\n",
      "  (Chunk noble/JJ dream/NN ./.))\n",
      "(S\n",
      "  (Chunk Tonight/NN we/PRP)\n",
      "  are/VBP\n",
      "  comforted/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  (Chunk hope/NN)\n",
      "  of/IN\n",
      "  a/DT\n",
      "  (Chunk glad/JJ reunion/NN)\n",
      "  with/IN\n",
      "  the/DT\n",
      "  (Chunk husband/NN who/WP)\n",
      "  was/VBD\n",
      "  taken/VBN\n",
      "  (Chunk so/RB long/RB ago/RB ,/, and/CC we/PRP)\n",
      "  are/VBP\n",
      "  (Chunk grateful/JJ)\n",
      "  for/IN\n",
      "  the/DT\n",
      "  (Chunk good/JJ life/NN)\n",
      "  of/IN\n",
      "  (Chunk Coretta/NNP Scott/NNP King/NNP ./.))\n",
      "(S (Chunk (/( Applause/NNP ./. )/)))\n",
      "(S\n",
      "  (Chunk President/NNP George/NNP W./NNP Bush/NNP)\n",
      "  reacts/VBZ\n",
      "  (Chunk to/TO)\n",
      "  applause/VB\n",
      "  during/IN\n",
      "  (Chunk his/PRP$ State/NNP)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk Capitol/NNP ,/, Tuesday/NNP ,/, Jan/NNP ./.))\n",
      "(S (Chunk 31/CD ,/, 2006/CD ./.))\n",
      "(S\n",
      "  (Chunk White/NNP House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP DraperEvery/NNP time/NN I/PRP)\n",
      "  'm/VBP\n",
      "  (Chunk invited/JJ to/TO)\n",
      "  this/DT\n",
      "  (Chunk rostrum/NN ,/, I/PRP)\n",
      "  'm/VBP\n",
      "  humbled/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  (Chunk privilege/NN ,/, and/CC mindful/NN)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk history/NN we/PRP)\n",
      "  've/VBP\n",
      "  seen/VBN\n",
      "  (Chunk together/RB ./.))\n",
      "(S\n",
      "  (Chunk We/PRP)\n",
      "  have/VBP\n",
      "  gathered/VBN\n",
      "  under/IN\n",
      "  this/DT\n",
      "  (Chunk Capitol/NNP dome/NN)\n",
      "  in/IN\n",
      "  (Chunk moments/NNS)\n",
      "  of/IN\n",
      "  (Chunk\n",
      "    national/JJ\n",
      "    mourning/NN\n",
      "    and/CC\n",
      "    national/JJ\n",
      "    achievement/NN\n",
      "    ./.))\n",
      "(S\n",
      "  (Chunk We/PRP)\n",
      "  have/VBP\n",
      "  served/VBN\n",
      "  (Chunk America/NNP)\n",
      "  through/IN\n",
      "  (Chunk one/CD)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk most/RBS consequential/JJ periods/NNS)\n",
      "  of/IN\n",
      "  (Chunk our/PRP$ history/NN --/: and/CC it/PRP)\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  (Chunk my/PRP$ honor/NN to/TO)\n",
      "  serve/VB\n",
      "  with/IN\n",
      "  (Chunk you/PRP ./.))\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  (Chunk system/NN)\n",
      "  of/IN\n",
      "  (Chunk\n",
      "    two/CD\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  of/IN\n",
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      "  (Chunk insurance/NN coverage/NN they/PRP)\n",
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      "  (Chunk unknown/JJ shore/NN ./.))\n",
      "(S\n",
      "  (Chunk Yet/CC)\n",
      "  the/DT\n",
      "  (Chunk destination/NN)\n",
      "  of/IN\n",
      "  (Chunk history/NN)\n",
      "  is/VBZ\n",
      "  determined/VBN\n",
      "  by/IN\n",
      "  (Chunk human/JJ action/NN ,/, and/CC)\n",
      "  every/DT\n",
      "  (Chunk great/JJ movement/NN)\n",
      "  of/IN\n",
      "  (Chunk history/NN)\n",
      "  comes/VBZ\n",
      "  (Chunk to/TO)\n",
      "  a/DT\n",
      "  (Chunk point/NN)\n",
      "  of/IN\n",
      "  (Chunk choosing/NN ./.))\n",
      "(S\n",
      "  (Chunk Lincoln/NNP could/MD)\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  (Chunk peace/NN)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk cost/NN)\n",
      "  of/IN\n",
      "  (Chunk disunity/NN and/CC continued/JJ slavery/NN ./.))\n",
      "(S\n",
      "  (Chunk Martin/NNP Luther/NNP King/NNP could/MD)\n",
      "  have/VB\n",
      "  stopped/VBN\n",
      "  at/IN\n",
      "  (Chunk Birmingham/NNP or/CC)\n",
      "  at/IN\n",
      "  (Chunk Selma/NNP ,/, and/CC)\n",
      "  achieved/VBD\n",
      "  (Chunk only/RB half/PDT)\n",
      "  a/DT\n",
      "  (Chunk victory/NN)\n",
      "  over/IN\n",
      "  (Chunk segregation/NN ./.))\n",
      "(S\n",
      "  The/DT\n",
      "  (Chunk United/NNP States/NNPS could/MD)\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  the/DT\n",
      "  (Chunk permanent/JJ division/NN)\n",
      "  of/IN\n",
      "  (Chunk Europe/NNP ,/, and/CC)\n",
      "  been/VBN\n",
      "  (Chunk complicit/NNS)\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (Chunk oppression/NN)\n",
      "  of/IN\n",
      "  (Chunk others/NNS ./.))\n",
      "(S\n",
      "  (Chunk Today/NN ,/,)\n",
      "  having/VBG\n",
      "  come/VBN\n",
      "  (Chunk far/RB)\n",
      "  in/IN\n",
      "  (Chunk our/PRP$ own/JJ historical/JJ journey/NN ,/, we/PRP must/MD)\n",
      "  decide/VB\n",
      "  (Chunk :/: Will/MD we/PRP)\n",
      "  turn/VB\n",
      "  (Chunk back/RP ,/, or/CC)\n",
      "  finish/VB\n",
      "  (Chunk well/RB ?/.))\n",
      "(S\n",
      "  Before/IN\n",
      "  (Chunk history/NN)\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  (Chunk down/RP)\n",
      "  in/IN\n",
      "  (Chunk books/NNS ,/, it/PRP)\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  in/IN\n",
      "  (Chunk courage/NN ./.))\n",
      "(S\n",
      "  Like/IN\n",
      "  (Chunk Americans/NNPS)\n",
      "  before/IN\n",
      "  (Chunk us/PRP ,/, we/PRP will/MD)\n",
      "  show/VB\n",
      "  that/DT\n",
      "  (Chunk courage/NN and/CC we/PRP will/MD)\n",
      "  finish/VB\n",
      "  (Chunk well/RB ./.))\n",
      "(S\n",
      "  (Chunk We/PRP will/MD)\n",
      "  lead/VB\n",
      "  (Chunk freedom/NN 's/POS advance/NN ./.))\n",
      "(S\n",
      "  (Chunk We/PRP will/MD)\n",
      "  compete/VB\n",
      "  (Chunk and/CC)\n",
      "  excel/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (Chunk global/JJ economy/NN ./.))\n",
      "(S\n",
      "  (Chunk We/PRP will/MD)\n",
      "  renew/VB\n",
      "  the/DT\n",
      "  defining/VBG\n",
      "  (Chunk moral/JJ commitments/NNS)\n",
      "  of/IN\n",
      "  this/DT\n",
      "  (Chunk land/NN ./.))\n",
      "(S\n",
      "  (Chunk And/CC so/RB we/PRP)\n",
      "  move/VBP\n",
      "  (Chunk forward/RB --/: optimistic/JJ)\n",
      "  about/IN\n",
      "  (Chunk\n",
      "    our/PRP$\n",
      "    country/NN\n",
      "    ,/,\n",
      "    faithful/JJ\n",
      "    to/TO\n",
      "    its/PRP$\n",
      "    cause/NN\n",
      "    ,/,\n",
      "    and/CC\n",
      "    confident/NN)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk victories/NNS to/TO)\n",
      "  come/VB\n",
      "  (Chunk ./.))\n",
      "(S (Chunk May/NNP God/NNP bless/NN America/NNP ./.))\n",
      "(S (Chunk (/( Applause/NNP ./. )/)))\n"
     ]
    }
   ],
   "source": [
    "def process_content_chink():\n",
    "    try:\n",
    "        for i in tokenized:\n",
    "            words = nltk.word_tokenize(i)\n",
    "            tagged = nltk.pos_tag(words)\n",
    "\n",
    "            # <> are used for mentioning speech tags\n",
    "            #Any adverb. ? -> 0 or 1 characters\n",
    "            chunkGram = r\"\"\"Chunk: {<.*>+}\n",
    "                                    }<VB.?|IN|DT>+{\"\"\"\n",
    "            chunkParser = nltk.RegexpParser(chunkGram)\n",
    "            chunked = chunkParser.parse(tagged)\n",
    "            print(chunked)\n",
    "        \n",
    "    except Exception as e:\n",
    "        print(str(e))\n",
    "        \n",
    "process_content_chink()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Named Entity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Organization, person, location, date, time, money, percent, facility, gpe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def process_content_ne(binary = False):\n",
    "    try:\n",
    "        for i in tokenized[2:]:\n",
    "            words = nltk.word_tokenize(i)\n",
    "            tagged = nltk.pos_tag(words)\n",
    "            \n",
    "            namedEnt = nltk.ne_chunk(tagged, binary = binary)\n",
    "            \n",
    "            print(namedEnt)\n",
    "        \n",
    "    except Exception as e:\n",
    "        print(str(e))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  Tonight/NN\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  comforted/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  glad/JJ\n",
      "  reunion/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  husband/NN\n",
      "  who/WP\n",
      "  was/VBD\n",
      "  taken/VBN\n",
      "  so/RB\n",
      "  long/RB\n",
      "  ago/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  grateful/JJ\n",
      "  for/IN\n",
      "  the/DT\n",
      "  good/JJ\n",
      "  life/NN\n",
      "  of/IN\n",
      "  (ORGANIZATION Coretta/NNP Scott/NNP King/NNP)\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  President/NNP\n",
      "  (PERSON George/NNP W./NNP Bush/NNP)\n",
      "  reacts/VBZ\n",
      "  to/TO\n",
      "  applause/VB\n",
      "  during/IN\n",
      "  his/PRP$\n",
      "  State/NNP\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (GPE Capitol/NNP)\n",
      "  ,/,\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (PERSON Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (FACILITY White/NNP)\n",
      "  (ORGANIZATION House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (PERSON Eric/NNP)\n",
      "  DraperEvery/NNP\n",
      "  time/NN\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  invited/JJ\n",
      "  to/TO\n",
      "  this/DT\n",
      "  rostrum/NN\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  humbled/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  privilege/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  mindful/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  history/NN\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  seen/VBN\n",
      "  together/RB\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  gathered/VBN\n",
      "  under/IN\n",
      "  this/DT\n",
      "  Capitol/NNP\n",
      "  dome/NN\n",
      "  in/IN\n",
      "  moments/NNS\n",
      "  of/IN\n",
      "  national/JJ\n",
      "  mourning/NN\n",
      "  and/CC\n",
      "  national/JJ\n",
      "  achievement/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  served/VBN\n",
      "  (GPE America/NNP)\n",
      "  through/IN\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  consequential/JJ\n",
      "  periods/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  history/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  it/PRP\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  my/PRP$\n",
      "  honor/NN\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  with/IN\n",
      "  you/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  system/NN\n",
      "  of/IN\n",
      "  two/CD\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  two/CD\n",
      "  chambers/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  two/CD\n",
      "  elected/JJ\n",
      "  branches/NNS\n",
      "  ,/,\n",
      "  there/EX\n",
      "  will/MD\n",
      "  always/RB\n",
      "  be/VB\n",
      "  differences/NNS\n",
      "  and/CC\n",
      "  debate/NN\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  even/RB\n",
      "  tough/JJ\n",
      "  debates/NNS\n",
      "  can/MD\n",
      "  be/VB\n",
      "  conducted/VBN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  civil/JJ\n",
      "  tone/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  differences/NNS\n",
      "  can/MD\n",
      "  not/RB\n",
      "  be/VB\n",
      "  allowed/VBN\n",
      "  to/TO\n",
      "  harden/VB\n",
      "  into/IN\n",
      "  anger/NN\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  great/JJ\n",
      "  issues/NNS\n",
      "  before/IN\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  act/VB\n",
      "  in/IN\n",
      "  a/DT\n",
      "  spirit/NN\n",
      "  of/IN\n",
      "  goodwill/NN\n",
      "  and/CC\n",
      "  respect/NN\n",
      "  for/IN\n",
      "  one/CD\n",
      "  another/DT\n",
      "  --/:\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  my/PRP$\n",
      "  part/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  the/DT\n",
      "  state/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  (ORGANIZATION Union/NNP)\n",
      "  is/VBZ\n",
      "  strong/JJ\n",
      "  --/:\n",
      "  and/CC\n",
      "  together/RB\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  it/PRP\n",
      "  stronger/JJR\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  this/DT\n",
      "  decisive/JJ\n",
      "  year/NN\n",
      "  ,/,\n",
      "  you/PRP\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  choices/NNS\n",
      "  that/WDT\n",
      "  determine/VBP\n",
      "  both/DT\n",
      "  the/DT\n",
      "  future/NN\n",
      "  and/CC\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  choose/VB\n",
      "  to/TO\n",
      "  act/VB\n",
      "  confidently/RB\n",
      "  in/IN\n",
      "  pursuing/VBG\n",
      "  the/DT\n",
      "  enemies/NNS\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  --/:\n",
      "  or/CC\n",
      "  retreat/NN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  duties/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  an/DT\n",
      "  easier/JJR\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  choose/VB\n",
      "  to/TO\n",
      "  build/VB\n",
      "  our/PRP$\n",
      "  prosperity/NN\n",
      "  by/IN\n",
      "  leading/VBG\n",
      "  the/DT\n",
      "  world/NN\n",
      "  economy/NN\n",
      "  --/:\n",
      "  or/CC\n",
      "  shut/VB\n",
      "  ourselves/PRP\n",
      "  off/RP\n",
      "  from/IN\n",
      "  trade/NN\n",
      "  and/CC\n",
      "  opportunity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  complex/JJ\n",
      "  and/CC\n",
      "  challenging/JJ\n",
      "  time/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  road/NN\n",
      "  of/IN\n",
      "  isolationism/NN\n",
      "  and/CC\n",
      "  protectionism/NN\n",
      "  may/MD\n",
      "  seem/VB\n",
      "  broad/JJ\n",
      "  and/CC\n",
      "  inviting/NN\n",
      "  --/:\n",
      "  yet/CC\n",
      "  it/PRP\n",
      "  ends/VBZ\n",
      "  in/IN\n",
      "  danger/NN\n",
      "  and/CC\n",
      "  decline/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  protect/VB\n",
      "  our/PRP$\n",
      "  people/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  secure/VB\n",
      "  the/DT\n",
      "  peace/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  control/VB\n",
      "  our/PRP$\n",
      "  destiny/NN\n",
      "  is/VBZ\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  leadership/NN\n",
      "  --/:\n",
      "  so/IN\n",
      "  the/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Abroad/RB\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  is/VBZ\n",
      "  committed/VBN\n",
      "  to/TO\n",
      "  an/DT\n",
      "  historic/JJ\n",
      "  ,/,\n",
      "  long-term/JJ\n",
      "  goal/NN\n",
      "  --/:\n",
      "  we/PRP\n",
      "  seek/VBP\n",
      "  the/DT\n",
      "  end/NN\n",
      "  of/IN\n",
      "  tyranny/NN\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Some/DT\n",
      "  dismiss/VBP\n",
      "  that/DT\n",
      "  goal/NN\n",
      "  as/IN\n",
      "  misguided/JJ\n",
      "  idealism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  reality/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  future/JJ\n",
      "  security/NN\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  depends/VBZ\n",
      "  on/IN\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  On/IN\n",
      "  September/NNP\n",
      "  the/DT\n",
      "  11th/CD\n",
      "  ,/,\n",
      "  2001/CD\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  found/VBD\n",
      "  that/IN\n",
      "  problems/NNS\n",
      "  originating/VBG\n",
      "  in/IN\n",
      "  a/DT\n",
      "  failed/JJ\n",
      "  and/CC\n",
      "  oppressive/JJ\n",
      "  state/NN\n",
      "  7,000/CD\n",
      "  miles/NNS\n",
      "  away/RB\n",
      "  could/MD\n",
      "  bring/VB\n",
      "  murder/NN\n",
      "  and/CC\n",
      "  destruction/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Dictatorships/NNP)\n",
      "  shelter/NN\n",
      "  terrorists/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  feed/VB\n",
      "  resentment/NN\n",
      "  and/CC\n",
      "  radicalism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  seek/JJ\n",
      "  weapons/NNS\n",
      "  of/IN\n",
      "  mass/NN\n",
      "  destruction/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Democracies/NNS\n",
      "  replace/VB\n",
      "  resentment/NN\n",
      "  with/IN\n",
      "  hope/NN\n",
      "  ,/,\n",
      "  respect/VB\n",
      "  the/DT\n",
      "  rights/NNS\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  citizens/NNS\n",
      "  and/CC\n",
      "  their/PRP$\n",
      "  neighbors/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  join/VB\n",
      "  the/DT\n",
      "  fight/NN\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Every/DT\n",
      "  step/NN\n",
      "  toward/IN\n",
      "  freedom/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  makes/VBZ\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  safer/NN\n",
      "  --/:\n",
      "  so/IN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  act/VB\n",
      "  boldly/RB\n",
      "  in/IN\n",
      "  freedom/NN\n",
      "  's/POS\n",
      "  cause/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Far/RB\n",
      "  from/IN\n",
      "  being/VBG\n",
      "  a/DT\n",
      "  hopeless/NN\n",
      "  dream/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  advance/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  great/JJ\n",
      "  story/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  time/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  1945/CD\n",
      "  ,/,\n",
      "  there/EX\n",
      "  were/VBD\n",
      "  about/RB\n",
      "  two/CD\n",
      "  dozen/NN\n",
      "  lonely/RB\n",
      "  democracies/VBZ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S Today/NN ,/, there/EX are/VBP 122/CD ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  writing/VBG\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  chapter/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  story/NN\n",
      "  of/IN\n",
      "  self-government/JJ\n",
      "  --/:\n",
      "  with/IN\n",
      "  women/NNS\n",
      "  lining/VBG\n",
      "  up/RP\n",
      "  to/TO\n",
      "  vote/VB\n",
      "  in/IN\n",
      "  (GPE Afghanistan/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  millions/NNS\n",
      "  of/IN\n",
      "  (GPE Iraqis/NNP)\n",
      "  marking/VBG\n",
      "  their/PRP$\n",
      "  liberty/NN\n",
      "  with/IN\n",
      "  purple/JJ\n",
      "  ink/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  from/IN\n",
      "  (GPE Lebanon/NNP)\n",
      "  to/TO\n",
      "  (GPE Egypt/NNP)\n",
      "  debating/VBG\n",
      "  the/DT\n",
      "  rights/NNS\n",
      "  of/IN\n",
      "  individuals/NNS\n",
      "  and/CC\n",
      "  the/DT\n",
      "  necessity/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  At/IN\n",
      "  the/DT\n",
      "  start/NN\n",
      "  of/IN\n",
      "  2006/CD\n",
      "  ,/,\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  half/PDT\n",
      "  the/DT\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  live/VBP\n",
      "  in/IN\n",
      "  democratic/JJ\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  forget/VB\n",
      "  the/DT\n",
      "  other/JJ\n",
      "  half/NN\n",
      "  --/:\n",
      "  in/IN\n",
      "  places/NNS\n",
      "  like/IN\n",
      "  (GSP Syria/NNP)\n",
      "  and/CC\n",
      "  (GPE Burma/NNP)\n",
      "  ,/,\n",
      "  (GPE Zimbabwe/NNP)\n",
      "  ,/,\n",
      "  (GPE North/NNP Korea/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (GPE Iran/NNP)\n",
      "  --/:\n",
      "  because/IN\n",
      "  the/DT\n",
      "  demands/NNS\n",
      "  of/IN\n",
      "  justice/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  peace/NN\n",
      "  of/IN\n",
      "  this/DT\n",
      "  world/NN\n",
      "  ,/,\n",
      "  require/VBP\n",
      "  their/PRP$\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  as/RB\n",
      "  well/RB\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  President/NNP\n",
      "  (PERSON George/NNP W./NNP Bush/NNP)\n",
      "  delivers/VBZ\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (GPE Capitol/NNP)\n",
      "  ,/,\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (PERSON Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (FACILITY White/NNP)\n",
      "  (ORGANIZATION House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (PERSON Eric/NNP Draper/NNP No/NNP)\n",
      "  one/NN\n",
      "  can/MD\n",
      "  deny/VB\n",
      "  the/DT\n",
      "  success/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  some/DT\n",
      "  men/NNS\n",
      "  rage/VB\n",
      "  and/CC\n",
      "  fight/VB\n",
      "  against/IN\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  main/JJ\n",
      "  sources/NNS\n",
      "  of/IN\n",
      "  reaction/NN\n",
      "  and/CC\n",
      "  opposition/NN\n",
      "  is/VBZ\n",
      "  radical/JJ\n",
      "  Islam/NNP\n",
      "  --/:\n",
      "  the/DT\n",
      "  perversion/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  few/JJ\n",
      "  of/IN\n",
      "  a/DT\n",
      "  noble/JJ\n",
      "  faith/NN\n",
      "  into/IN\n",
      "  an/DT\n",
      "  ideology/NN\n",
      "  of/IN\n",
      "  terror/NN\n",
      "  and/CC\n",
      "  death/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Terrorists/NNS\n",
      "  like/IN\n",
      "  bin/NN\n",
      "  Laden/NNP\n",
      "  are/VBP\n",
      "  serious/JJ\n",
      "  about/IN\n",
      "  mass/NN\n",
      "  murder/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  all/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  must/MD\n",
      "  take/VB\n",
      "  their/PRP$\n",
      "  declared/JJ\n",
      "  intentions/NNS\n",
      "  seriously/RB\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  seek/VBP\n",
      "  to/TO\n",
      "  impose/VB\n",
      "  a/DT\n",
      "  heartless/NN\n",
      "  system/NN\n",
      "  of/IN\n",
      "  totalitarian/JJ\n",
      "  control/NN\n",
      "  throughout/IN\n",
      "  the/DT\n",
      "  (GPE Middle/NNP East/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  arm/NN\n",
      "  themselves/PRP\n",
      "  with/IN\n",
      "  weapons/NNS\n",
      "  of/IN\n",
      "  mass/NN\n",
      "  murder/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Their/PRP$\n",
      "  aim/NN\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  seize/VB\n",
      "  power/NN\n",
      "  in/IN\n",
      "  (GPE Iraq/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  use/VB\n",
      "  it/PRP\n",
      "  as/IN\n",
      "  a/DT\n",
      "  safe/JJ\n",
      "  haven/NN\n",
      "  to/TO\n",
      "  launch/VB\n",
      "  attacks/NNS\n",
      "  against/IN\n",
      "  (GPE America/NNP)\n",
      "  and/CC\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Lacking/VBG\n",
      "  the/DT\n",
      "  military/JJ\n",
      "  strength/NN\n",
      "  to/TO\n",
      "  challenge/VB\n",
      "  us/PRP\n",
      "  directly/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  have/VBP\n",
      "  chosen/VBN\n",
      "  the/DT\n",
      "  weapon/NN\n",
      "  of/IN\n",
      "  fear/NN\n",
      "  ./.)\n",
      "(S\n",
      "  When/WRB\n",
      "  they/PRP\n",
      "  murder/VBP\n",
      "  children/NNS\n",
      "  at/IN\n",
      "  a/DT\n",
      "  school/NN\n",
      "  in/IN\n",
      "  (GPE Beslan/NNP)\n",
      "  ,/,\n",
      "  or/CC\n",
      "  blow/VB\n",
      "  up/RP\n",
      "  commuters/NNS\n",
      "  in/IN\n",
      "  (GPE London/NNP)\n",
      "  ,/,\n",
      "  or/CC\n",
      "  behead/VB\n",
      "  a/DT\n",
      "  bound/NN\n",
      "  captive/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  hope/VBP\n",
      "  these/DT\n",
      "  horrors/NNS\n",
      "  will/MD\n",
      "  break/VB\n",
      "  our/PRP$\n",
      "  will/MD\n",
      "  ,/,\n",
      "  allowing/VBG\n",
      "  the/DT\n",
      "  violent/NN\n",
      "  to/TO\n",
      "  inherit/VB\n",
      "  the/DT\n",
      "  (LOCATION Earth/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  miscalculated/VBN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  love/VBP\n",
      "  our/PRP$\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  fight/VB\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  time/NN\n",
      "  of/IN\n",
      "  testing/VBG\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  not/RB\n",
      "  find/VB\n",
      "  security/NN\n",
      "  by/IN\n",
      "  abandoning/VBG\n",
      "  our/PRP$\n",
      "  commitments/NNS\n",
      "  and/CC\n",
      "  retreating/VBG\n",
      "  within/IN\n",
      "  our/PRP$\n",
      "  borders/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  were/VBD\n",
      "  to/TO\n",
      "  leave/VB\n",
      "  these/DT\n",
      "  vicious/JJ\n",
      "  attackers/NNS\n",
      "  alone/RB\n",
      "  ,/,\n",
      "  they/PRP\n",
      "  would/MD\n",
      "  not/RB\n",
      "  leave/VB\n",
      "  us/PRP\n",
      "  alone/RB\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  would/MD\n",
      "  simply/RB\n",
      "  move/VB\n",
      "  the/DT\n",
      "  battlefield/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  shores/NNS\n",
      "  ./.)\n",
      "(S There/EX is/VBZ no/DT peace/NN in/IN retreat/NN ./.)\n",
      "(S And/CC there/EX is/VBZ no/DT honor/NN in/IN retreat/NN ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  allowing/VBG\n",
      "  radical/JJ\n",
      "  Islam/NNP\n",
      "  to/TO\n",
      "  work/VB\n",
      "  its/PRP$\n",
      "  will/MD\n",
      "  --/:\n",
      "  by/IN\n",
      "  leaving/VBG\n",
      "  an/DT\n",
      "  assaulted/JJ\n",
      "  world/NN\n",
      "  to/TO\n",
      "  fend/VB\n",
      "  for/IN\n",
      "  itself/PRP\n",
      "  --/:\n",
      "  we/PRP\n",
      "  would/MD\n",
      "  signal/VB\n",
      "  to/TO\n",
      "  all/PDT\n",
      "  that/IN\n",
      "  we/PRP\n",
      "  no/DT\n",
      "  longer/RBR\n",
      "  believe/VBP\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  ideals/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  even/RB\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  courage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  our/PRP$\n",
      "  enemies/NNS\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  can/MD\n",
      "  be/VB\n",
      "  certain/JJ\n",
      "  :/:\n",
      "  The/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  will/MD\n",
      "  not/RB\n",
      "  retreat/VB\n",
      "  from/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  never/RB\n",
      "  surrender/VB\n",
      "  to/TO\n",
      "  evil/VB\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (GPE America/NNP)\n",
      "  rejects/VBZ\n",
      "  the/DT\n",
      "  false/JJ\n",
      "  comfort/NN\n",
      "  of/IN\n",
      "  isolationism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  are/VBP\n",
      "  the/DT\n",
      "  nation/NN\n",
      "  that/IN\n",
      "  saved/VBD\n",
      "  liberty/NN\n",
      "  in/IN\n",
      "  (GPE Europe/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  liberated/VBD\n",
      "  death/NN\n",
      "  camps/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  helped/VBD\n",
      "  raise/VB\n",
      "  up/RP\n",
      "  democracies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  faced/VBD\n",
      "  down/IN\n",
      "  an/DT\n",
      "  evil/JJ\n",
      "  empire/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Once/RB\n",
      "  again/RB\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  accept/VBP\n",
      "  the/DT\n",
      "  call/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  to/TO\n",
      "  deliver/VB\n",
      "  the/DT\n",
      "  oppressed/VBN\n",
      "  and/CC\n",
      "  move/VB\n",
      "  this/DT\n",
      "  world/NN\n",
      "  toward/IN\n",
      "  peace/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  remain/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  networks/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  killed/VBN\n",
      "  or/CC\n",
      "  captured/VBN\n",
      "  many/JJ\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  leaders/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  for/IN\n",
      "  the/DT\n",
      "  others/NNS\n",
      "  ,/,\n",
      "  their/PRP$\n",
      "  day/NN\n",
      "  will/MD\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S\n",
      "  President/NNP\n",
      "  (PERSON George/NNP W./NNP Bush/NNP)\n",
      "  greets/VBZ\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  after/IN\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (GPE Capitol/NNP)\n",
      "  ,/,\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (PERSON Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (FACILITY White/NNP)\n",
      "  (ORGANIZATION House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (PERSON Eric/NNP Draper/NNP)\n",
      "  We/PRP\n",
      "  remain/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  in/IN\n",
      "  (GPE Afghanistan/NNP)\n",
      "  ,/,\n",
      "  where/WRB\n",
      "  a/DT\n",
      "  fine/JJ\n",
      "  President/NNP\n",
      "  and/CC\n",
      "  a/DT\n",
      "  (ORGANIZATION National/NNP Assembly/NNP)\n",
      "  are/VBP\n",
      "  fighting/VBG\n",
      "  terror/NN\n",
      "  while/IN\n",
      "  building/VBG\n",
      "  the/DT\n",
      "  institutions/NNS\n",
      "  of/IN\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  democracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  in/IN\n",
      "  (GPE Iraq/NNP)\n",
      "  ,/,\n",
      "  with/IN\n",
      "  a/DT\n",
      "  clear/JJ\n",
      "  plan/NN\n",
      "  for/IN\n",
      "  victory/NN\n",
      "  ./.)\n",
      "(S\n",
      "  First/RB\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  helping/VBG\n",
      "  (GPE Iraqis/NNP)\n",
      "  build/VB\n",
      "  an/DT\n",
      "  inclusive/JJ\n",
      "  government/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  that/DT\n",
      "  old/JJ\n",
      "  resentments/NNS\n",
      "  will/MD\n",
      "  be/VB\n",
      "  eased/VBN\n",
      "  and/CC\n",
      "  the/DT\n",
      "  insurgency/NN\n",
      "  will/MD\n",
      "  be/VB\n",
      "  marginalized/VBN\n",
      "  ./.)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  (GPE Second/JJ)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  continuing/VBG\n",
      "  reconstruction/NN\n",
      "  efforts/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  helping/VBG\n",
      "  the/DT\n",
      "  (GPE Iraqi/NNP)\n",
      "  government/NN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  corruption/NN\n",
      "  and/CC\n",
      "  build/VB\n",
      "  a/DT\n",
      "  modern/JJ\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  all/DT\n",
      "  (GPE Iraqis/NNP)\n",
      "  can/MD\n",
      "  experience/VB\n",
      "  the/DT\n",
      "  benefits/NNS\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  ,/,\n",
      "  third/JJ\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  striking/VBG\n",
      "  terrorist/JJ\n",
      "  targets/NNS\n",
      "  while/IN\n",
      "  we/PRP\n",
      "  train/VBP\n",
      "  (GPE Iraqi/JJ)\n",
      "  forces/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  increasingly/RB\n",
      "  capable/JJ\n",
      "  of/IN\n",
      "  defeating/VBG\n",
      "  the/DT\n",
      "  enemy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Iraqis/NNP)\n",
      "  are/VBP\n",
      "  showing/VBG\n",
      "  their/PRP$\n",
      "  courage/NN\n",
      "  every/DT\n",
      "  day/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  proud/JJ\n",
      "  to/TO\n",
      "  be/VB\n",
      "  their/PRP$\n",
      "  allies/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  cause/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  work/NN\n",
      "  in/IN\n",
      "  (GPE Iraq/NNP)\n",
      "  is/VBZ\n",
      "  difficult/JJ\n",
      "  because/IN\n",
      "  our/PRP$\n",
      "  enemy/NN\n",
      "  is/VBZ\n",
      "  brutal/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  that/DT\n",
      "  brutality/NN\n",
      "  has/VBZ\n",
      "  not/RB\n",
      "  stopped/VBN\n",
      "  the/DT\n",
      "  dramatic/JJ\n",
      "  progress/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  democracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  less/JJR\n",
      "  than/IN\n",
      "  three/CD\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  gone/VBN\n",
      "  from/IN\n",
      "  dictatorship/NN\n",
      "  to/TO\n",
      "  liberation/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  sovereignty/VB\n",
      "  ,/,\n",
      "  to/TO\n",
      "  a/DT\n",
      "  constitution/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  national/JJ\n",
      "  elections/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  At/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  time/NN\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  coalition/NN\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  relentless/VBN\n",
      "  in/IN\n",
      "  shutting/VBG\n",
      "  off/RP\n",
      "  terrorist/JJ\n",
      "  infiltration/NN\n",
      "  ,/,\n",
      "  clearing/VBG\n",
      "  out/RP\n",
      "  insurgent/JJ\n",
      "  strongholds/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  turning/VBG\n",
      "  over/RP\n",
      "  territory/NN\n",
      "  to/TO\n",
      "  (GPE Iraqi/NNP)\n",
      "  security/NN\n",
      "  forces/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  plan/NN\n",
      "  for/IN\n",
      "  victory/NN\n",
      "  ;/:\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  will/MD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (GPE Iraqi/NNP)\n",
      "  people/NNS\n",
      "  ;/:\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  skill/NN\n",
      "  and/CC\n",
      "  spirit/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Fellow/NNP)\n",
      "  citizens/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  in/IN\n",
      "  this/DT\n",
      "  fight/NN\n",
      "  to/TO\n",
      "  win/VB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  winning/VBG\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  The/DT\n",
      "  road/NN\n",
      "  of/IN\n",
      "  victory/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  road/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  take/VB\n",
      "  our/PRP$\n",
      "  troops/NNS\n",
      "  home/NN\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  make/VBP\n",
      "  progress/NN\n",
      "  on/IN\n",
      "  the/DT\n",
      "  ground/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (GPE Iraqi/NNP)\n",
      "  forces/NNS\n",
      "  increasingly/RB\n",
      "  take/VBP\n",
      "  the/DT\n",
      "  lead/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  should/MD\n",
      "  be/VB\n",
      "  able/JJ\n",
      "  to/TO\n",
      "  further/JJ\n",
      "  decrease/VB\n",
      "  our/PRP$\n",
      "  troop/NN\n",
      "  levels/NNS\n",
      "  --/:\n",
      "  but/CC\n",
      "  those/DT\n",
      "  decisions/NNS\n",
      "  will/MD\n",
      "  be/VB\n",
      "  made/VBN\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  commanders/NNS\n",
      "  ,/,\n",
      "  not/RB\n",
      "  by/IN\n",
      "  politicians/NNS\n",
      "  in/IN\n",
      "  (GPE Washington/NNP)\n",
      "  ,/,\n",
      "  D.C/NNP\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  coalition/NN\n",
      "  has/VBZ\n",
      "  learned/VBN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  experience/NN\n",
      "  in/IN\n",
      "  (GPE Iraq/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  adjusted/VBN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  tactics/NNS\n",
      "  and/CC\n",
      "  changed/VBD\n",
      "  our/PRP$\n",
      "  approach/NN\n",
      "  to/TO\n",
      "  reconstruction/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Along/IN\n",
      "  the/DT\n",
      "  way/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  benefitted/VBN\n",
      "  from/IN\n",
      "  responsible/JJ\n",
      "  criticism/NN\n",
      "  and/CC\n",
      "  counsel/NN\n",
      "  offered/VBN\n",
      "  by/IN\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  coming/VBG\n",
      "  year/NN\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  reach/VB\n",
      "  out/RP\n",
      "  and/CC\n",
      "  seek/VB\n",
      "  your/PRP$\n",
      "  good/JJ\n",
      "  advice/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  ,/,\n",
      "  there/EX\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  difference/NN\n",
      "  between/IN\n",
      "  responsible/JJ\n",
      "  criticism/NN\n",
      "  that/WDT\n",
      "  aims/VBZ\n",
      "  for/IN\n",
      "  success/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  defeatism/NN\n",
      "  that/WDT\n",
      "  refuses/VBZ\n",
      "  to/TO\n",
      "  acknowledge/VB\n",
      "  anything/NN\n",
      "  but/CC\n",
      "  failure/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (PERSON Hindsight/NNP)\n",
      "  alone/RB\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  wisdom/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  second-guessing/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  a/DT\n",
      "  strategy/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  With/IN\n",
      "  so/RB\n",
      "  much/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  balance/NN\n",
      "  ,/,\n",
      "  those/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  in/IN\n",
      "  public/JJ\n",
      "  office/NN\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  duty/NN\n",
      "  to/TO\n",
      "  speak/VB\n",
      "  with/IN\n",
      "  candor/NN\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  sudden/JJ\n",
      "  withdrawal/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  forces/NNS\n",
      "  from/IN\n",
      "  (GPE Iraq/NNP)\n",
      "  would/MD\n",
      "  abandon/VB\n",
      "  our/PRP$\n",
      "  (GPE Iraqi/NNP)\n",
      "  allies/NNS\n",
      "  to/TO\n",
      "  death/NN\n",
      "  and/CC\n",
      "  prison/NN\n",
      "  ,/,\n",
      "  would/MD\n",
      "  put/VB\n",
      "  men/NNS\n",
      "  like/IN\n",
      "  bin/NN\n",
      "  (PERSON Laden/NNP)\n",
      "  and/CC\n",
      "  (GPE Zarqawi/NNP)\n",
      "  in/IN\n",
      "  charge/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  strategic/JJ\n",
      "  country/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  show/VBP\n",
      "  that/IN\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  from/IN\n",
      "  (GPE America/NNP)\n",
      "  means/VBZ\n",
      "  little/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  Members/NNS\n",
      "  of/IN\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  ,/,\n",
      "  however/RB\n",
      "  we/PRP\n",
      "  feel/VBP\n",
      "  about/IN\n",
      "  the/DT\n",
      "  decisions/NNS\n",
      "  and/CC\n",
      "  debates/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  past/NN\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  only/RB\n",
      "  one/CD\n",
      "  option/NN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  keep/VB\n",
      "  our/PRP$\n",
      "  word/NN\n",
      "  ,/,\n",
      "  defeat/VB\n",
      "  our/PRP$\n",
      "  enemies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  stand/VBP\n",
      "  behind/IN\n",
      "  the/DT\n",
      "  (GPE American/JJ)\n",
      "  military/NN\n",
      "  in/IN\n",
      "  this/DT\n",
      "  vital/JJ\n",
      "  mission/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (PERSON Laura/NNP)\n",
      "  (ORGANIZATION Bush/NNP)\n",
      "  is/VBZ\n",
      "  applauded/VBN\n",
      "  as/IN\n",
      "  she/PRP\n",
      "  is/VBZ\n",
      "  introduced/VBN\n",
      "  Tuesday/NNP\n",
      "  evening/NN\n",
      "  ,/,\n",
      "  (PERSON Jan/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  during/IN\n",
      "  the/DT\n",
      "  State/NNP\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  Capitol/NNP\n",
      "  in/IN\n",
      "  (GPE Washington/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  (FACILITY White/NNP)\n",
      "  (ORGANIZATION House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (PERSON Eric/NNP Draper/NNP)\n",
      "  Our/PRP$\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  in/IN\n",
      "  uniform/JJ\n",
      "  are/VBP\n",
      "  making/VBG\n",
      "  sacrifices/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  showing/VBG\n",
      "  a/DT\n",
      "  sense/NN\n",
      "  of/IN\n",
      "  duty/NN\n",
      "  stronger/JJR\n",
      "  than/IN\n",
      "  all/DT\n",
      "  fear/NN\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  it/PRP\n",
      "  's/VBZ\n",
      "  like/IN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  house/NN\n",
      "  to/TO\n",
      "  house/NN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  maze/NN\n",
      "  of/IN\n",
      "  streets/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  wear/VB\n",
      "  heavy/JJ\n",
      "  gear/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  desert/NN\n",
      "  heat/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  see/VB\n",
      "  a/DT\n",
      "  comrade/NN\n",
      "  killed/VBN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  roadside/NN\n",
      "  bomb/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  those/DT\n",
      "  who/WP\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  costs/NNS\n",
      "  also/RB\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  stakes/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (PERSON Marine/JJ)\n",
      "  (PERSON Staff/NNP Sergeant/NNP Dan/NNP Clay/NNP)\n",
      "  was/VBD\n",
      "  killed/VBN\n",
      "  last/JJ\n",
      "  month/NN\n",
      "  fighting/VBG\n",
      "  in/IN\n",
      "  (GPE Fallujah/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  He/PRP\n",
      "  left/VBD\n",
      "  behind/RP\n",
      "  a/DT\n",
      "  letter/NN\n",
      "  to/TO\n",
      "  his/PRP$\n",
      "  family/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  his/PRP$\n",
      "  words/NNS\n",
      "  could/MD\n",
      "  just/RB\n",
      "  as/RB\n",
      "  well/RB\n",
      "  be/VB\n",
      "  addressed/VBN\n",
      "  to/TO\n",
      "  every/DT\n",
      "  (GPE American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Here/RB\n",
      "  is/VBZ\n",
      "  what/WP\n",
      "  (PERSON Dan/NNP)\n",
      "  wrote/VBD\n",
      "  :/:\n",
      "  ``/``\n",
      "  I/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  honor/NN\n",
      "  is/VBZ\n",
      "  ./.)\n",
      "(S\n",
      "  .../:\n",
      "  It/PRP\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  an/DT\n",
      "  honor/NN\n",
      "  to/TO\n",
      "  protect/VB\n",
      "  and/CC\n",
      "  serve/VB\n",
      "  all/DT\n",
      "  of/IN\n",
      "  you/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  faced/VBD\n",
      "  death/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  secure/NN\n",
      "  knowledge/NN\n",
      "  that/IN\n",
      "  you/PRP\n",
      "  would/MD\n",
      "  not/RB\n",
      "  have/VB\n",
      "  to/TO\n",
      "  .../:\n",
      "  ./.)\n",
      "(S Never/RB falter/NN !/.)\n",
      "(S\n",
      "  Do/VBP\n",
      "  n't/RB\n",
      "  hesitate/VB\n",
      "  to/TO\n",
      "  honor/VB\n",
      "  and/CC\n",
      "  support/VB\n",
      "  those/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  who/WP\n",
      "  have/VBP\n",
      "  the/DT\n",
      "  honor/NN\n",
      "  of/IN\n",
      "  protecting/VBG\n",
      "  that/DT\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  worth/JJ\n",
      "  protecting/VBG\n",
      "  ./.\n",
      "  ''/'')\n",
      "(S\n",
      "  Staff/NNP\n",
      "  Sergeant/NNP\n",
      "  (PERSON Dan/NNP Clay/NNP)\n",
      "  's/POS\n",
      "  wife/NN\n",
      "  ,/,\n",
      "  (PERSON Lisa/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  his/PRP$\n",
      "  mom/NN\n",
      "  and/CC\n",
      "  dad/NN\n",
      "  ,/,\n",
      "  (PERSON Sara/NNP Jo/NNP)\n",
      "  and/CC\n",
      "  (PERSON Bud/NNP)\n",
      "  ,/,\n",
      "  are/VBP\n",
      "  with/IN\n",
      "  us/PRP\n",
      "  this/DT\n",
      "  evening/NN\n",
      "  ./.)\n",
      "(S (GPE Welcome/NNP) ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  nation/NN\n",
      "  is/VBZ\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  fallen/VBN\n",
      "  ,/,\n",
      "  who/WP\n",
      "  live/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  memory/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  all/DT\n",
      "  who/WP\n",
      "  volunteer/VBP\n",
      "  to/TO\n",
      "  wear/VB\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  's/POS\n",
      "  uniform/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  as/IN\n",
      "  we/PRP\n",
      "  honor/VBP\n",
      "  our/PRP$\n",
      "  brave/NN\n",
      "  troops/NNS\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  never/RB\n",
      "  forget/VBP\n",
      "  the/DT\n",
      "  sacrifices/NNS\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  's/POS\n",
      "  military/JJ\n",
      "  families/NNS\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  Our/PRP$\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  involves/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  military/JJ\n",
      "  action/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Ultimately/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  defeat/VB\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  defeat/VB\n",
      "  their/PRP$\n",
      "  dark/JJ\n",
      "  vision/NN\n",
      "  of/IN\n",
      "  hatred/VBN\n",
      "  and/CC\n",
      "  fear/VBN\n",
      "  by/IN\n",
      "  offering/VBG\n",
      "  the/DT\n",
      "  hopeful/JJ\n",
      "  alternative/NN\n",
      "  of/IN\n",
      "  political/JJ\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  peaceful/JJ\n",
      "  change/NN\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  the/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  supports/NNS\n",
      "  democratic/JJ\n",
      "  reform/NN\n",
      "  across/IN\n",
      "  the/DT\n",
      "  broader/JJR\n",
      "  (GPE Middle/NNP East/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Elections/NNS\n",
      "  are/VBP\n",
      "  vital/JJ\n",
      "  ,/,\n",
      "  but/CC\n",
      "  they/PRP\n",
      "  are/VBP\n",
      "  only/RB\n",
      "  the/DT\n",
      "  beginning/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Raising/VBG\n",
      "  up/RP\n",
      "  a/DT\n",
      "  democracy/NN\n",
      "  requires/VBZ\n",
      "  the/DT\n",
      "  rule/NN\n",
      "  of/IN\n",
      "  law/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  protection/NN\n",
      "  of/IN\n",
      "  minorities/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  strong/JJ\n",
      "  ,/,\n",
      "  accountable/JJ\n",
      "  institutions/NNS\n",
      "  that/IN\n",
      "  last/JJ\n",
      "  longer/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  single/JJ\n",
      "  vote/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  great/JJ\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  (GPE Egypt/NNP)\n",
      "  have/VBP\n",
      "  voted/VBN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  multi-party/JJ\n",
      "  presidential/JJ\n",
      "  election/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  now/RB\n",
      "  their/PRP$\n",
      "  government/NN\n",
      "  should/MD\n",
      "  open/VB\n",
      "  paths/NNS\n",
      "  of/IN\n",
      "  peaceful/JJ\n",
      "  opposition/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  reduce/VB\n",
      "  the/DT\n",
      "  appeal/NN\n",
      "  of/IN\n",
      "  radicalism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (GPE Palestinian/JJ)\n",
      "  people/NNS\n",
      "  have/VBP\n",
      "  voted/VBN\n",
      "  in/IN\n",
      "  elections/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  now/RB\n",
      "  the/DT\n",
      "  leaders/NNS\n",
      "  of/IN\n",
      "  (GPE Hamas/NNP)\n",
      "  must/MD\n",
      "  recognize/VB\n",
      "  (GPE Israel/NNP)\n",
      "  ,/,\n",
      "  disarm/NN\n",
      "  ,/,\n",
      "  reject/JJ\n",
      "  terrorism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  work/NN\n",
      "  for/IN\n",
      "  lasting/VBG\n",
      "  peace/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (GPE Saudi/NNP)\n",
      "  (PERSON Arabia/NNP)\n",
      "  has/VBZ\n",
      "  taken/VBN\n",
      "  the/DT\n",
      "  first/JJ\n",
      "  steps/NNS\n",
      "  of/IN\n",
      "  reform/NN\n",
      "  --/:\n",
      "  now/RB\n",
      "  it/PRP\n",
      "  can/MD\n",
      "  offer/VB\n",
      "  its/PRP$\n",
      "  people/NNS\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  future/NN\n",
      "  by/IN\n",
      "  pressing/VBG\n",
      "  forward/RB\n",
      "  with/IN\n",
      "  those/DT\n",
      "  efforts/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Democracies/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (GPE Middle/NNP East/NNP)\n",
      "  will/MD\n",
      "  not/RB\n",
      "  look/VB\n",
      "  like/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  ,/,\n",
      "  because/IN\n",
      "  they/PRP\n",
      "  will/MD\n",
      "  reflect/VB\n",
      "  the/DT\n",
      "  traditions/NNS\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  own/JJ\n",
      "  citizens/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  liberty/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  future/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  nation/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (GPE Middle/NNP East/NNP)\n",
      "  ,/,\n",
      "  because/IN\n",
      "  liberty/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  right/NN\n",
      "  and/CC\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  all/DT\n",
      "  humanity/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  President/NNP\n",
      "  (PERSON George/NNP W./NNP Bush/NNP)\n",
      "  waves/VBZ\n",
      "  toward/IN\n",
      "  the/DT\n",
      "  upper/JJ\n",
      "  visitors/NNS\n",
      "  gallery/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION House/NNP)\n",
      "  Chamber/NNP\n",
      "  following/VBG\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Union/NNP)\n",
      "  remarks/NNS\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (PERSON Jan/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  Capitol/NNP\n",
      "  ./.)\n",
      "(S\n",
      "  (FACILITY White/NNP)\n",
      "  (ORGANIZATION House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (PERSON Eric/NNP Draper/NNP)\n",
      "  The/DT\n",
      "  same/JJ\n",
      "  is/VBZ\n",
      "  true/JJ\n",
      "  of/IN\n",
      "  (GPE Iran/NNP)\n",
      "  ,/,\n",
      "  a/DT\n",
      "  nation/NN\n",
      "  now/RB\n",
      "  held/VBN\n",
      "  hostage/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  small/JJ\n",
      "  clerical/JJ\n",
      "  elite/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  isolating/VBG\n",
      "  and/CC\n",
      "  repressing/VBG\n",
      "  its/PRP$\n",
      "  people/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  regime/NN\n",
      "  in/IN\n",
      "  that/DT\n",
      "  country/NN\n",
      "  sponsors/NNS\n",
      "  terrorists/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (GPE Palestinian/JJ)\n",
      "  territories/NNS\n",
      "  and/CC\n",
      "  in/IN\n",
      "  (GPE Lebanon/NNP)\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/DT\n",
      "  must/MD\n",
      "  come/VB\n",
      "  to/TO\n",
      "  an/DT\n",
      "  end/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  The/DT\n",
      "  (GPE Iranian/JJ)\n",
      "  government/NN\n",
      "  is/VBZ\n",
      "  defying/VBG\n",
      "  the/DT\n",
      "  world/NN\n",
      "  with/IN\n",
      "  its/PRP$\n",
      "  nuclear/JJ\n",
      "  ambitions/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  nations/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  must/MD\n",
      "  not/RB\n",
      "  permit/VB\n",
      "  the/DT\n",
      "  (GPE Iranian/JJ)\n",
      "  regime/NN\n",
      "  to/TO\n",
      "  gain/VB\n",
      "  nuclear/JJ\n",
      "  weapons/NNS\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (GPE America/NNP)\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  rally/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  to/TO\n",
      "  confront/VB\n",
      "  these/DT\n",
      "  threats/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Tonight/NNP)\n",
      "  ,/,\n",
      "  let/VB\n",
      "  me/PRP\n",
      "  speak/VB\n",
      "  directly/RB\n",
      "  to/TO\n",
      "  the/DT\n",
      "  citizens/NNS\n",
      "  of/IN\n",
      "  (GPE Iran/NNP)\n",
      "  :/:\n",
      "  (GPE America/NNP)\n",
      "  respects/VBZ\n",
      "  you/PRP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  respect/VBP\n",
      "  your/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  respect/VBP\n",
      "  your/PRP$\n",
      "  right/NN\n",
      "  to/TO\n",
      "  choose/VB\n",
      "  your/PRP$\n",
      "  own/JJ\n",
      "  future/NN\n",
      "  and/CC\n",
      "  win/VB\n",
      "  your/PRP$\n",
      "  own/JJ\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  hopes/VBZ\n",
      "  one/CD\n",
      "  day/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  the/DT\n",
      "  closest/JJS\n",
      "  of/IN\n",
      "  friends/NNS\n",
      "  with/IN\n",
      "  a/DT\n",
      "  free/JJ\n",
      "  and/CC\n",
      "  democratic/JJ\n",
      "  (GPE Iran/NNP)\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  To/TO\n",
      "  overcome/VB\n",
      "  dangers/NNS\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  take/VB\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  by/IN\n",
      "  encouraging/VBG\n",
      "  economic/JJ\n",
      "  progress/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  fighting/VBG\n",
      "  disease/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  spreading/VBG\n",
      "  hope/NN\n",
      "  in/IN\n",
      "  hopeless/JJ\n",
      "  lands/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Isolationism/NNP)\n",
      "  would/MD\n",
      "  not/RB\n",
      "  only/RB\n",
      "  tie/VB\n",
      "  our/PRP$\n",
      "  hands/NNS\n",
      "  in/IN\n",
      "  fighting/VBG\n",
      "  enemies/NNS\n",
      "  ,/,\n",
      "  it/PRP\n",
      "  would/MD\n",
      "  keep/VB\n",
      "  us/PRP\n",
      "  from/IN\n",
      "  helping/VBG\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  in/IN\n",
      "  desperate/JJ\n",
      "  need/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  show/VBP\n",
      "  compassion/JJ\n",
      "  abroad/RB\n",
      "  because/IN\n",
      "  (GSP Americans/NNPS)\n",
      "  believe/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  God-given/NNP\n",
      "  dignity/NN\n",
      "  and/CC\n",
      "  worth/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  villager/NN\n",
      "  with/IN\n",
      "  HIV/AIDS/NNP\n",
      "  ,/,\n",
      "  or/CC\n",
      "  an/DT\n",
      "  infant/NN\n",
      "  with/IN\n",
      "  malaria/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  a/DT\n",
      "  refugee/JJ\n",
      "  fleeing/NN\n",
      "  genocide/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  a/DT\n",
      "  young/JJ\n",
      "  girl/NN\n",
      "  sold/VBN\n",
      "  into/IN\n",
      "  slavery/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  also/RB\n",
      "  show/VBP\n",
      "  compassion/NN\n",
      "  abroad/RB\n",
      "  because/IN\n",
      "  regions/NNS\n",
      "  overwhelmed/VBN\n",
      "  by/IN\n",
      "  poverty/NN\n",
      "  ,/,\n",
      "  corruption/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  despair/NN\n",
      "  are/VBP\n",
      "  sources/NNS\n",
      "  of/IN\n",
      "  terrorism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  organized/VBD\n",
      "  crime/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  human/JJ\n",
      "  trafficking/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  drug/NN\n",
      "  trade/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  recent/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  you/PRP\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  taken/VBN\n",
      "  unprecedented/JJ\n",
      "  action/NN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  (ORGANIZATION AIDS/NNP)\n",
      "  and/CC\n",
      "  malaria/NNS\n",
      "  ,/,\n",
      "  expand/VBP\n",
      "  the/DT\n",
      "  education/NN\n",
      "  of/IN\n",
      "  girls/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reward/RB\n",
      "  developing/VBG\n",
      "  nations/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  moving/VBG\n",
      "  forward/RB\n",
      "  with/IN\n",
      "  economic/JJ\n",
      "  and/CC\n",
      "  political/JJ\n",
      "  reform/NN\n",
      "  ./.)\n",
      "(S\n",
      "  For/IN\n",
      "  people/NNS\n",
      "  everywhere/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  partner/NN\n",
      "  for/IN\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Short-changing/VBG\n",
      "  these/DT\n",
      "  efforts/NNS\n",
      "  would/MD\n",
      "  increase/VB\n",
      "  the/DT\n",
      "  suffering/NN\n",
      "  and/CC\n",
      "  chaos/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ,/,\n",
      "  undercut/JJ\n",
      "  our/PRP$\n",
      "  long-term/JJ\n",
      "  security/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  dull/VB\n",
      "  the/DT\n",
      "  conscience/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  the/DT\n",
      "  interests/NNS\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  by/IN\n",
      "  showing/VBG\n",
      "  the/DT\n",
      "  compassion/NN\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  country/NN\n",
      "  must/MD\n",
      "  also/RB\n",
      "  remain/VB\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terrorism/NN\n",
      "  here/RB\n",
      "  at/IN\n",
      "  home/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  enemy/NN\n",
      "  has/VBZ\n",
      "  not/RB\n",
      "  lost/VBN\n",
      "  the/DT\n",
      "  desire/NN\n",
      "  or/CC\n",
      "  capability/NN\n",
      "  to/TO\n",
      "  attack/VB\n",
      "  us/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  Fortunately/RB\n",
      "  ,/,\n",
      "  this/DT\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  superb/VBN\n",
      "  professionals/NNS\n",
      "  in/IN\n",
      "  law/NN\n",
      "  enforcement/NN\n",
      "  ,/,\n",
      "  intelligence/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  military/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  homeland/VBP\n",
      "  security/NN\n",
      "  ./.)\n",
      "(S\n",
      "  These/DT\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  are/VBP\n",
      "  dedicating/VBG\n",
      "  their/PRP$\n",
      "  lives/NNS\n",
      "  ,/,\n",
      "  protecting/VBG\n",
      "  us/PRP\n",
      "  all/DT\n",
      "  ,/,\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  deserve/VBP\n",
      "  our/PRP$\n",
      "  support/NN\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  thanks/NNS\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  They/PRP\n",
      "  also/RB\n",
      "  deserve/VBP\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  tools/NNS\n",
      "  they/PRP\n",
      "  already/RB\n",
      "  use/VBP\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  drug/NN\n",
      "  trafficking/NN\n",
      "  and/CC\n",
      "  organized/VBN\n",
      "  crime/NN\n",
      "  --/:\n",
      "  so/RB\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  reauthorize/VB\n",
      "  the/DT\n",
      "  (ORGANIZATION Patriot/NNP Act/NNP)\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  It/PRP\n",
      "  is/VBZ\n",
      "  said/VBD\n",
      "  that/IN\n",
      "  prior/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  attacks/NNS\n",
      "  of/IN\n",
      "  September/NNP\n",
      "  the/DT\n",
      "  11th/CD\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  government/NN\n",
      "  failed/VBD\n",
      "  to/TO\n",
      "  connect/VB\n",
      "  the/DT\n",
      "  dots/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  conspiracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  now/RB\n",
      "  know/VBP\n",
      "  that/IN\n",
      "  two/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  hijackers/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  placed/VBD\n",
      "  telephone/NN\n",
      "  calls/NNS\n",
      "  to/TO\n",
      "  al/VB\n",
      "  (PERSON Qaeda/NNP)\n",
      "  operatives/VBZ\n",
      "  overseas/RB\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  we/PRP\n",
      "  did/VBD\n",
      "  not/RB\n",
      "  know/VB\n",
      "  about/IN\n",
      "  their/PRP$\n",
      "  plans/NNS\n",
      "  until/IN\n",
      "  it/PRP\n",
      "  was/VBD\n",
      "  too/RB\n",
      "  late/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  to/TO\n",
      "  prevent/VB\n",
      "  another/DT\n",
      "  attack/NN\n",
      "  --/:\n",
      "  based/VBN\n",
      "  on/IN\n",
      "  authority/NN\n",
      "  given/VBN\n",
      "  to/TO\n",
      "  me/PRP\n",
      "  by/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Constitution/NNP)\n",
      "  and/CC\n",
      "  by/IN\n",
      "  statute/NN\n",
      "  --/:\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  authorized/VBN\n",
      "  a/DT\n",
      "  terrorist/JJ\n",
      "  surveillance/NN\n",
      "  program/NN\n",
      "  to/TO\n",
      "  aggressively/RB\n",
      "  pursue/VB\n",
      "  the/DT\n",
      "  international/JJ\n",
      "  communications/NNS\n",
      "  of/IN\n",
      "  suspected/JJ\n",
      "  al/JJ\n",
      "  Qaeda/NNP\n",
      "  operatives/NNS\n",
      "  and/CC\n",
      "  affiliates/NNS\n",
      "  to/TO\n",
      "  and/CC\n",
      "  from/IN\n",
      "  (GPE America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Previous/JJ\n",
      "  Presidents/NNS\n",
      "  have/VBP\n",
      "  used/VBN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  constitutional/JJ\n",
      "  authority/NN\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  federal/JJ\n",
      "  courts/NNS\n",
      "  have/VBP\n",
      "  approved/VBN\n",
      "  the/DT\n",
      "  use/NN\n",
      "  of/IN\n",
      "  that/DT\n",
      "  authority/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Appropriate/JJ\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  have/VBP\n",
      "  been/VBN\n",
      "  kept/VBN\n",
      "  informed/VBN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  terrorist/JJ\n",
      "  surveillance/NN\n",
      "  program/NN\n",
      "  has/VBZ\n",
      "  helped/VBN\n",
      "  prevent/VB\n",
      "  terrorist/JJ\n",
      "  attacks/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  It/PRP\n",
      "  remains/VBZ\n",
      "  essential/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  security/NN\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  there/EX\n",
      "  are/VBP\n",
      "  people/NNS\n",
      "  inside/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  who/WP\n",
      "  are/VBP\n",
      "  talking/VBG\n",
      "  with/IN\n",
      "  al/NN\n",
      "  (PERSON Qaeda/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  want/VBP\n",
      "  to/TO\n",
      "  know/VB\n",
      "  about/IN\n",
      "  it/PRP\n",
      "  ,/,\n",
      "  because/IN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  not/RB\n",
      "  sit/VB\n",
      "  back/RB\n",
      "  and/CC\n",
      "  wait/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  hit/VBN\n",
      "  again/RB\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  all/PDT\n",
      "  these/DT\n",
      "  areas/NNS\n",
      "  --/:\n",
      "  from/IN\n",
      "  the/DT\n",
      "  disruption/NN\n",
      "  of/IN\n",
      "  terror/NN\n",
      "  networks/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  victory/NN\n",
      "  in/IN\n",
      "  (GPE Iraq/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  the/DT\n",
      "  spread/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  hope/NN\n",
      "  in/IN\n",
      "  troubled/JJ\n",
      "  regions/NNS\n",
      "  --/:\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  the/DT\n",
      "  support/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  and/CC\n",
      "  allies/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  draw/VB\n",
      "  that/DT\n",
      "  support/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  always/RB\n",
      "  be/VB\n",
      "  clear/JJ\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  principles/NNS\n",
      "  and/CC\n",
      "  willing/JJ\n",
      "  to/TO\n",
      "  act/VB\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  only/JJ\n",
      "  alternative/NN\n",
      "  to/TO\n",
      "  (GPE American/JJ)\n",
      "  leadership/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  dramatically/RB\n",
      "  more/RBR\n",
      "  dangerous/JJ\n",
      "  and/CC\n",
      "  anxious/JJ\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/CC\n",
      "  we/PRP\n",
      "  also/RB\n",
      "  choose/VBP\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  because/IN\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  privilege/NN\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  the/DT\n",
      "  values/NNS\n",
      "  that/WDT\n",
      "  gave/VBD\n",
      "  us/PRP\n",
      "  birth/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE American/JJ)\n",
      "  leaders/NNS\n",
      "  --/:\n",
      "  from/IN\n",
      "  (GPE Roosevelt/NNP)\n",
      "  to/TO\n",
      "  (PERSON Truman/NNP)\n",
      "  to/TO\n",
      "  (PERSON Kennedy/NNP)\n",
      "  to/TO\n",
      "  (GPE Reagan/NNP)\n",
      "  --/:\n",
      "  rejected/VBD\n",
      "  isolation/NN\n",
      "  and/CC\n",
      "  retreat/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  they/PRP\n",
      "  knew/VBD\n",
      "  that/IN\n",
      "  (GPE America/NNP)\n",
      "  is/VBZ\n",
      "  always/RB\n",
      "  more/RBR\n",
      "  secure/JJ\n",
      "  when/WRB\n",
      "  freedom/NN\n",
      "  is/VBZ\n",
      "  on/IN\n",
      "  the/DT\n",
      "  march/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  own/JJ\n",
      "  generation/NN\n",
      "  is/VBZ\n",
      "  in/IN\n",
      "  a/DT\n",
      "  long/JJ\n",
      "  war/NN\n",
      "  against/IN\n",
      "  a/DT\n",
      "  determined/JJ\n",
      "  enemy/NN\n",
      "  --/:\n",
      "  a/DT\n",
      "  war/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  be/VB\n",
      "  fought/VBN\n",
      "  by/IN\n",
      "  Presidents/NNS\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  who/WP\n",
      "  will/MD\n",
      "  need/VB\n",
      "  steady/JJ\n",
      "  bipartisan/JJ\n",
      "  support/NN\n",
      "  from/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  ./.)\n",
      "(S And/CC tonight/NN I/PRP ask/VBP for/IN yours/NNS ./.)\n",
      "(S\n",
      "  Together/RB\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  protect/VB\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ,/,\n",
      "  support/VB\n",
      "  the/DT\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  who/WP\n",
      "  defend/VBP\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  lead/VB\n",
      "  this/DT\n",
      "  world/NN\n",
      "  toward/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Here/RB\n",
      "  at/IN\n",
      "  home/NN\n",
      "  ,/,\n",
      "  (GPE America/NNP)\n",
      "  also/RB\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  opportunity/NN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  build/VB\n",
      "  the/DT\n",
      "  prosperity/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  by/IN\n",
      "  strengthening/VBG\n",
      "  our/PRP$\n",
      "  economic/JJ\n",
      "  leadership/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  economy/NN\n",
      "  is/VBZ\n",
      "  healthy/JJ\n",
      "  and/CC\n",
      "  vigorous/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  growing/VBG\n",
      "  faster/RBR\n",
      "  than/IN\n",
      "  other/JJ\n",
      "  major/JJ\n",
      "  industrialized/VBN\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  two-and-a-half/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  (GPE America/NNP)\n",
      "  has/VBZ\n",
      "  created/VBN\n",
      "  4.6/CD\n",
      "  million/CD\n",
      "  new/JJ\n",
      "  jobs/NNS\n",
      "  --/:\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  (GPE Japan/NNP)\n",
      "  and/CC\n",
      "  the/DT\n",
      "  (ORGANIZATION European/NNP Union/NNP)\n",
      "  combined/VBD\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Even/RB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  face/NN\n",
      "  of/IN\n",
      "  higher/JJR\n",
      "  energy/NN\n",
      "  prices/NNS\n",
      "  and/CC\n",
      "  natural/JJ\n",
      "  disasters/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (GPE American/JJ)\n",
      "  people/NNS\n",
      "  have/VBP\n",
      "  turned/VBN\n",
      "  in/IN\n",
      "  an/DT\n",
      "  economic/JJ\n",
      "  performance/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  envy/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (GPE American/JJ)\n",
      "  economy/NN\n",
      "  is/VBZ\n",
      "  preeminent/JJ\n",
      "  ,/,\n",
      "  but/CC\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  not/RB\n",
      "  afford/VB\n",
      "  to/TO\n",
      "  be/VB\n",
      "  complacent/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  dynamic/JJ\n",
      "  world/NN\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  seeing/VBG\n",
      "  new/JJ\n",
      "  competitors/NNS\n",
      "  ,/,\n",
      "  like/IN\n",
      "  (GPE China/NNP)\n",
      "  and/CC\n",
      "  (GPE India/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  this/DT\n",
      "  creates/VBZ\n",
      "  uncertainty/NN\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  makes/VBZ\n",
      "  it/PRP\n",
      "  easier/JJR\n",
      "  to/TO\n",
      "  feed/VB\n",
      "  people/NNS\n",
      "  's/POS\n",
      "  fears/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  seeing/VBG\n",
      "  some/DT\n",
      "  old/JJ\n",
      "  temptations/NNS\n",
      "  return/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Protectionists/NNS\n",
      "  want/VBP\n",
      "  to/TO\n",
      "  escape/VB\n",
      "  competition/NN\n",
      "  ,/,\n",
      "  pretending/VBG\n",
      "  that/IN\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  keep/VB\n",
      "  our/PRP$\n",
      "  high/JJ\n",
      "  standard/NN\n",
      "  of/IN\n",
      "  living/NN\n",
      "  while/IN\n",
      "  walling/VBG\n",
      "  off/RP\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Others/NNS\n",
      "  say/VBP\n",
      "  that/IN\n",
      "  the/DT\n",
      "  government/NN\n",
      "  needs/VBZ\n",
      "  to/TO\n",
      "  take/VB\n",
      "  a/DT\n",
      "  larger/JJR\n",
      "  role/NN\n",
      "  in/IN\n",
      "  directing/VBG\n",
      "  the/DT\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  centralizing/VBG\n",
      "  more/JJR\n",
      "  power/NN\n",
      "  in/IN\n",
      "  (GPE Washington/NNP)\n",
      "  and/CC\n",
      "  increasing/VBG\n",
      "  taxes/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  hear/VBP\n",
      "  claims/NNS\n",
      "  that/IN\n",
      "  immigrants/NNS\n",
      "  are/VBP\n",
      "  somehow/RB\n",
      "  bad/JJ\n",
      "  for/IN\n",
      "  the/DT\n",
      "  economy/NN\n",
      "  --/:\n",
      "  even/RB\n",
      "  though/IN\n",
      "  this/DT\n",
      "  economy/NN\n",
      "  could/MD\n",
      "  not/RB\n",
      "  function/VB\n",
      "  without/IN\n",
      "  them/PRP\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  All/PDT\n",
      "  these/DT\n",
      "  are/VBP\n",
      "  forms/NNS\n",
      "  of/IN\n",
      "  economic/JJ\n",
      "  retreat/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  lead/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  direction/NN\n",
      "  --/:\n",
      "  toward/IN\n",
      "  a/DT\n",
      "  stagnant/JJ\n",
      "  and/CC\n",
      "  second-rate/JJ\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  set/VB\n",
      "  out/RP\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  path/NN\n",
      "  :/:\n",
      "  an/DT\n",
      "  agenda/NN\n",
      "  for/IN\n",
      "  a/DT\n",
      "  nation/NN\n",
      "  that/WDT\n",
      "  competes/VBZ\n",
      "  with/IN\n",
      "  confidence/NN\n",
      "  ;/:\n",
      "  an/DT\n",
      "  agenda/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  raise/VB\n",
      "  standards/NNS\n",
      "  of/IN\n",
      "  living/NN\n",
      "  and/CC\n",
      "  generate/VB\n",
      "  new/JJ\n",
      "  jobs/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Americans/NNPS)\n",
      "  should/MD\n",
      "  not/RB\n",
      "  fear/VB\n",
      "  our/PRP$\n",
      "  economic/JJ\n",
      "  future/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  we/PRP\n",
      "  intend/VBP\n",
      "  to/TO\n",
      "  shape/VB\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (GPE America/NNP)\n",
      "  competitive/JJ\n",
      "  begins/NNS\n",
      "  with/IN\n",
      "  keeping/VBG\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  growing/VBG\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  grows/VBZ\n",
      "  when/WRB\n",
      "  (GPE Americans/NNPS)\n",
      "  have/VBP\n",
      "  more/JJR\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  own/JJ\n",
      "  money/NN\n",
      "  to/TO\n",
      "  spend/VB\n",
      "  ,/,\n",
      "  save/VB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  invest/JJS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  five/CD\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  you/PRP\n",
      "  passed/VBN\n",
      "  has/VBZ\n",
      "  left/VBN\n",
      "  $/$\n",
      "  880/CD\n",
      "  billion/CD\n",
      "  in/IN\n",
      "  the/DT\n",
      "  hands/NNS\n",
      "  of/IN\n",
      "  (GPE American/JJ)\n",
      "  workers/NNS\n",
      "  ,/,\n",
      "  investors/NNS\n",
      "  ,/,\n",
      "  small/JJ\n",
      "  businesses/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  families/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  used/VBN\n",
      "  it/PRP\n",
      "  to/TO\n",
      "  help/VB\n",
      "  produce/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  four/CD\n",
      "  years/NNS\n",
      "  of/IN\n",
      "  uninterrupted/JJ\n",
      "  economic/JJ\n",
      "  growth/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Yet/RB\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  is/VBZ\n",
      "  set/VBN\n",
      "  to/TO\n",
      "  expire/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  next/JJ\n",
      "  few/JJ\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  do/VBP\n",
      "  nothing/NN\n",
      "  ,/,\n",
      "  (GPE American/NNP)\n",
      "  families/NNS\n",
      "  will/MD\n",
      "  face/VB\n",
      "  a/DT\n",
      "  massive/JJ\n",
      "  tax/NN\n",
      "  increase/NN\n",
      "  they/PRP\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  expect/VB\n",
      "  and/CC\n",
      "  will/MD\n",
      "  not/RB\n",
      "  welcome/VB\n",
      "  ./.)\n",
      "(S\n",
      "  Because/IN\n",
      "  (GPE America/NNP)\n",
      "  needs/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  temporary/JJ\n",
      "  expansion/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  temporary/JJ\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  the/DT\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  to/TO\n",
      "  act/VB\n",
      "  responsibly/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  make/VB\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  cuts/NNS\n",
      "  permanent/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (GPE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  us/PRP\n",
      "  to/TO\n",
      "  be/VB\n",
      "  good/JJ\n",
      "  stewards/NNS\n",
      "  of/IN\n",
      "  tax/NN\n",
      "  dollars/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Every/DT\n",
      "  year/NN\n",
      "  of/IN\n",
      "  my/PRP$\n",
      "  presidency/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  reduced/VBN\n",
      "  the/DT\n",
      "  growth/NN\n",
      "  of/IN\n",
      "  non-security/JJ\n",
      "  discretionary/JJ\n",
      "  spending/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  last/JJ\n",
      "  year/NN\n",
      "  you/PRP\n",
      "  passed/VBD\n",
      "  bills/NNS\n",
      "  that/IN\n",
      "  cut/VBD\n",
      "  this/DT\n",
      "  spending/NN\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  my/PRP$\n",
      "  budget/NN\n",
      "  will/MD\n",
      "  cut/VB\n",
      "  it/PRP\n",
      "  again/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reduce/VB\n",
      "  or/CC\n",
      "  eliminate/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  140/CD\n",
      "  programs/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  performing/VBG\n",
      "  poorly/RB\n",
      "  or/CC\n",
      "  not/RB\n",
      "  fulfilling/JJ\n",
      "  essential/JJ\n",
      "  priorities/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  passing/VBG\n",
      "  these/DT\n",
      "  reforms/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  save/VB\n",
      "  the/DT\n",
      "  (GPE American/NNP)\n",
      "  taxpayer/NN\n",
      "  another/DT\n",
      "  $/$\n",
      "  14/CD\n",
      "  billion/CD\n",
      "  next/JJ\n",
      "  year/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  stay/VB\n",
      "  on/IN\n",
      "  track/NN\n",
      "  to/TO\n",
      "  cut/VB\n",
      "  the/DT\n",
      "  deficit/NN\n",
      "  in/IN\n",
      "  half/NN\n",
      "  by/IN\n",
      "  2009/CD\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  pleased/JJ\n",
      "  that/IN\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  are/VBP\n",
      "  working/VBG\n",
      "  on/IN\n",
      "  earmark/NN\n",
      "  reform/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  budget/NN\n",
      "  has/VBZ\n",
      "  too/RB\n",
      "  many/JJ\n",
      "  special/JJ\n",
      "  interest/NN\n",
      "  projects/NNS\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  tackle/VB\n",
      "  this/DT\n",
      "  problem/NN\n",
      "  together/RB\n",
      "  ,/,\n",
      "  if/IN\n",
      "  you/PRP\n",
      "  pass/VBP\n",
      "  the/DT\n",
      "  line-item/JJ\n",
      "  veto/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  larger/JJR\n",
      "  challenge/NN\n",
      "  of/IN\n",
      "  mandatory/JJ\n",
      "  spending/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  entitlements/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  first/JJ\n",
      "  of/IN\n",
      "  about/RB\n",
      "  78/CD\n",
      "  million/CD\n",
      "  baby/NN\n",
      "  boomers/NNS\n",
      "  turn/VBP\n",
      "  60/CD\n",
      "  ,/,\n",
      "  including/VBG\n",
      "  two/CD\n",
      "  of/IN\n",
      "  my/PRP$\n",
      "  (GPE Dad/NNP)\n",
      "  's/POS\n",
      "  favorite/JJ\n",
      "  people/NNS\n",
      "  --/:\n",
      "  me/PRP\n",
      "  and/CC\n",
      "  President/NNP\n",
      "  (PERSON Clinton/NNP)\n",
      "  ./.)\n",
      "(S (/( Laughter/NNP ./. )/))\n",
      "(S\n",
      "  This/DT\n",
      "  milestone/NN\n",
      "  is/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  personal/JJ\n",
      "  crisis/NN\n",
      "  --/:\n",
      "  (/(\n",
      "  laughter/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  national/JJ\n",
      "  challenge/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  retirement/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  baby/NN\n",
      "  boom/NN\n",
      "  generation/NN\n",
      "  will/MD\n",
      "  put/VB\n",
      "  unprecedented/JJ\n",
      "  strains/NNS\n",
      "  on/IN\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  government/NN\n",
      "  ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  2030/CD\n",
      "  ,/,\n",
      "  spending/VBG\n",
      "  for/IN\n",
      "  (ORGANIZATION Social/NNP)\n",
      "  Security/NNP\n",
      "  ,/,\n",
      "  (ORGANIZATION Medicare/NNP)\n",
      "  and/CC\n",
      "  (PERSON Medicaid/NNP)\n",
      "  alone/RB\n",
      "  will/MD\n",
      "  be/VB\n",
      "  almost/RB\n",
      "  60/CD\n",
      "  percent/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  entire/JJ\n",
      "  federal/JJ\n",
      "  budget/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  that/DT\n",
      "  will/MD\n",
      "  present/VB\n",
      "  future/JJ\n",
      "  Congresses/NNS\n",
      "  with/IN\n",
      "  impossible/JJ\n",
      "  choices/NNS\n",
      "  --/:\n",
      "  staggering/VBG\n",
      "  tax/NN\n",
      "  increases/NNS\n",
      "  ,/,\n",
      "  immense/JJ\n",
      "  deficits/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  deep/JJ\n",
      "  cuts/NNS\n",
      "  in/IN\n",
      "  every/DT\n",
      "  category/NN\n",
      "  of/IN\n",
      "  spending/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  did/VBD\n",
      "  not/RB\n",
      "  act/VB\n",
      "  last/JJ\n",
      "  year/NN\n",
      "  on/IN\n",
      "  my/PRP$\n",
      "  proposal/NN\n",
      "  to/TO\n",
      "  save/VB\n",
      "  (ORGANIZATION Social/NNP)\n",
      "  Security/NNP\n",
      "  --/:\n",
      "  (/(\n",
      "  applause/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  yet/RB\n",
      "  the/DT\n",
      "  rising/VBG\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  entitlements/NNS\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  problem/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  going/VBG\n",
      "  away/RB\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  every/DT\n",
      "  year/NN\n",
      "  we/PRP\n",
      "  fail/VBP\n",
      "  to/TO\n",
      "  act/VB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  situation/NN\n",
      "  gets/VBZ\n",
      "  worse/JJR\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  tonight/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  join/VB\n",
      "  me/PRP\n",
      "  in/IN\n",
      "  creating/VBG\n",
      "  a/DT\n",
      "  commission/NN\n",
      "  to/TO\n",
      "  examine/VB\n",
      "  the/DT\n",
      "  full/JJ\n",
      "  impact/NN\n",
      "  of/IN\n",
      "  baby/NN\n",
      "  boom/NN\n",
      "  retirements/NNS\n",
      "  on/IN\n",
      "  (ORGANIZATION Social/NNP)\n",
      "  Security/NNP\n",
      "  ,/,\n",
      "  (GPE Medicare/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (ORGANIZATION Medicaid/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  commission/NN\n",
      "  should/MD\n",
      "  include/VB\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  offer/VBP\n",
      "  bipartisan/JJ\n",
      "  solutions/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  need/VBP\n",
      "  to/TO\n",
      "  put/VB\n",
      "  aside/RP\n",
      "  partisan/JJ\n",
      "  politics/NNS\n",
      "  and/CC\n",
      "  work/NN\n",
      "  together/RB\n",
      "  and/CC\n",
      "  get/VB\n",
      "  this/DT\n",
      "  problem/NN\n",
      "  solved/VBD\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  Keeping/VBG\n",
      "  (GPE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  us/PRP\n",
      "  to/TO\n",
      "  open/VB\n",
      "  more/JJR\n",
      "  markets/NNS\n",
      "  for/IN\n",
      "  all/DT\n",
      "  that/DT\n",
      "  Americans/NNPS\n",
      "  make/VBP\n",
      "  and/CC\n",
      "  grow/VB\n",
      "  ./.)\n",
      "(S\n",
      "  One/CD\n",
      "  out/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  five/CD\n",
      "  factory/NN\n",
      "  jobs/NNS\n",
      "  in/IN\n",
      "  (GPE America/NNP)\n",
      "  is/VBZ\n",
      "  related/VBN\n",
      "  to/TO\n",
      "  global/JJ\n",
      "  trade/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  want/VBP\n",
      "  people/NNS\n",
      "  everywhere/RB\n",
      "  to/TO\n",
      "  buy/VB\n",
      "  (GPE American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  With/IN\n",
      "  open/JJ\n",
      "  markets/NNS\n",
      "  and/CC\n",
      "  a/DT\n",
      "  level/JJ\n",
      "  playing/NN\n",
      "  field/NN\n",
      "  ,/,\n",
      "  no/DT\n",
      "  one/NN\n",
      "  can/MD\n",
      "  out-produce/VB\n",
      "  or/CC\n",
      "  out-compete/VB\n",
      "  the/DT\n",
      "  (GPE American/JJ)\n",
      "  worker/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (GPE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  an/DT\n",
      "  immigration/NN\n",
      "  system/NN\n",
      "  that/WDT\n",
      "  upholds/VBZ\n",
      "  our/PRP$\n",
      "  laws/NNS\n",
      "  ,/,\n",
      "  reflects/VBZ\n",
      "  our/PRP$\n",
      "  values/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  serves/VBZ\n",
      "  the/DT\n",
      "  interests/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  nation/NN\n",
      "  needs/VBZ\n",
      "  orderly/JJ\n",
      "  and/CC\n",
      "  secure/JJ\n",
      "  borders/NNS\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  To/TO\n",
      "  meet/VB\n",
      "  this/DT\n",
      "  goal/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  have/VB\n",
      "  stronger/JJR\n",
      "  immigration/NN\n",
      "  enforcement/NN\n",
      "  and/CC\n",
      "  border/NN\n",
      "  protection/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  have/VB\n",
      "  a/DT\n",
      "  rational/JJ\n",
      "  ,/,\n",
      "  humane/JJ\n",
      "  guest/JJS\n",
      "  worker/NN\n",
      "  program/NN\n",
      "  that/WDT\n",
      "  rejects/VBZ\n",
      "  amnesty/JJ\n",
      "  ,/,\n",
      "  allows/VBZ\n",
      "  temporary/JJ\n",
      "  jobs/NNS\n",
      "  for/IN\n",
      "  people/NNS\n",
      "  who/WP\n",
      "  seek/VBP\n",
      "  them/PRP\n",
      "  legally/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reduces/NNS\n",
      "  smuggling/VBG\n",
      "  and/CC\n",
      "  crime/NN\n",
      "  at/IN\n",
      "  the/DT\n",
      "  border/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (GPE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  affordable/JJ\n",
      "  health/NN\n",
      "  care/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  government/NN\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  responsibility/NN\n",
      "  to/TO\n",
      "  provide/VB\n",
      "  health/NN\n",
      "  care/NN\n",
      "  for/IN\n",
      "  the/DT\n",
      "  poor/JJ\n",
      "  and/CC\n",
      "  the/DT\n",
      "  elderly/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  meeting/VBG\n",
      "  that/IN\n",
      "  responsibility/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  For/IN\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  --/:\n",
      "  for/IN\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  rising/VBG\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  care/NN\n",
      "  ,/,\n",
      "  strengthen/VB\n",
      "  the/DT\n",
      "  doctor-patient/JJ\n",
      "  relationship/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  help/NN\n",
      "  people/NNS\n",
      "  afford/VBP\n",
      "  the/DT\n",
      "  insurance/NN\n",
      "  coverage/NN\n",
      "  they/PRP\n",
      "  need/VBP\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  wider/JJR\n",
      "  use/NN\n",
      "  of/IN\n",
      "  electronic/JJ\n",
      "  records/NNS\n",
      "  and/CC\n",
      "  other/JJ\n",
      "  health/NN\n",
      "  information/NN\n",
      "  technology/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  help/VB\n",
      "  control/VB\n",
      "  costs/NNS\n",
      "  and/CC\n",
      "  reduce/VB\n",
      "  dangerous/JJ\n",
      "  medical/JJ\n",
      "  errors/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  strengthen/VB\n",
      "  health/NN\n",
      "  savings/NNS\n",
      "  accounts/NNS\n",
      "  --/:\n",
      "  making/VBG\n",
      "  sure/JJ\n",
      "  individuals/NNS\n",
      "  and/CC\n",
      "  small/JJ\n",
      "  business/NN\n",
      "  employees/NNS\n",
      "  can/MD\n",
      "  buy/VB\n",
      "  insurance/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  advantages/VBZ\n",
      "  that/IN\n",
      "  people/NNS\n",
      "  working/VBG\n",
      "  for/IN\n",
      "  big/JJ\n",
      "  businesses/NNS\n",
      "  now/RB\n",
      "  get/VBP\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  more/JJR\n",
      "  to/TO\n",
      "  make/VB\n",
      "  this/DT\n",
      "  coverage/NN\n",
      "  portable/JJ\n",
      "  ,/,\n",
      "  so/IN\n",
      "  workers/NNS\n",
      "  can/MD\n",
      "  switch/VB\n",
      "  jobs/NNS\n",
      "  without/IN\n",
      "  having/VBG\n",
      "  to/TO\n",
      "  worry/VB\n",
      "  about/IN\n",
      "  losing/VBG\n",
      "  their/PRP$\n",
      "  health/NN\n",
      "  insurance/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  because/IN\n",
      "  lawsuits/NNS\n",
      "  are/VBP\n",
      "  driving/VBG\n",
      "  many/JJ\n",
      "  good/JJ\n",
      "  doctors/NNS\n",
      "  out/IN\n",
      "  of/IN\n",
      "  practice/NN\n",
      "  --/:\n",
      "  leaving/VBG\n",
      "  women/NNS\n",
      "  in/IN\n",
      "  nearly/RB\n",
      "  1,500/CD\n",
      "  (GPE American/JJ)\n",
      "  counties/NNS\n",
      "  without/IN\n",
      "  a/DT\n",
      "  single/JJ\n",
      "  OB/GYN/NNP\n",
      "  --/:\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  the/DT\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  to/TO\n",
      "  pass/VB\n",
      "  medical/JJ\n",
      "  liability/NN\n",
      "  reform/NN\n",
      "  this/DT\n",
      "  year/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (GPE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  affordable/JJ\n",
      "  energy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  here/RB\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  serious/JJ\n",
      "  problem/NN\n",
      "  :/:\n",
      "  (GPE America/NNP)\n",
      "  is/VBZ\n",
      "  addicted/VBN\n",
      "  to/TO\n",
      "  oil/NN\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  often/RB\n",
      "  imported/VBN\n",
      "  from/IN\n",
      "  unstable/JJ\n",
      "  parts/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  best/JJS\n",
      "  way/NN\n",
      "  to/TO\n",
      "  break/VB\n",
      "  this/DT\n",
      "  addiction/NN\n",
      "  is/VBZ\n",
      "  through/IN\n",
      "  technology/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Since/IN\n",
      "  2001/CD\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  spent/VBN\n",
      "  nearly/RB\n",
      "  $/$\n",
      "  10/CD\n",
      "  billion/CD\n",
      "  to/TO\n",
      "  develop/VB\n",
      "  cleaner/JJR\n",
      "  ,/,\n",
      "  cheaper/JJR\n",
      "  ,/,\n",
      "  and/CC\n",
      "  more/RBR\n",
      "  reliable/JJ\n",
      "  alternative/JJ\n",
      "  energy/NN\n",
      "  sources/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  threshold/NN\n",
      "  of/IN\n",
      "  incredible/JJ\n",
      "  advances/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  tonight/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  announce/VBP\n",
      "  the/DT\n",
      "  (ORGANIZATION Advanced/NNP Energy/NNP)\n",
      "  Initiative/NNP\n",
      "  --/:\n",
      "  a/DT\n",
      "  22-percent/JJ\n",
      "  increase/NN\n",
      "  in/IN\n",
      "  clean-energy/JJ\n",
      "  research/NN\n",
      "  --/:\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Department/NNP)\n",
      "  of/IN\n",
      "  (GPE Energy/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  push/VB\n",
      "  for/IN\n",
      "  breakthroughs/NNS\n",
      "  in/IN\n",
      "  two/CD\n",
      "  vital/JJ\n",
      "  areas/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  change/VB\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  power/NN\n",
      "  our/PRP$\n",
      "  homes/NNS\n",
      "  and/CC\n",
      "  offices/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  invest/VB\n",
      "  more/RBR\n",
      "  in/IN\n",
      "  zero-emission/JJ\n",
      "  coal-fired/JJ\n",
      "  plants/NNS\n",
      "  ,/,\n",
      "  revolutionary/JJ\n",
      "  solar/NN\n",
      "  and/CC\n",
      "  wind/NN\n",
      "  technologies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  clean/JJ\n",
      "  ,/,\n",
      "  safe/JJ\n",
      "  nuclear/JJ\n",
      "  energy/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  change/VB\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  power/NN\n",
      "  our/PRP$\n",
      "  automobiles/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  increase/VB\n",
      "  our/PRP$\n",
      "  research/NN\n",
      "  in/IN\n",
      "  better/JJR\n",
      "  batteries/NNS\n",
      "  for/IN\n",
      "  hybrid/JJ\n",
      "  and/CC\n",
      "  electric/JJ\n",
      "  cars/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  in/IN\n",
      "  pollution-free/JJ\n",
      "  cars/NNS\n",
      "  that/WDT\n",
      "  run/VBP\n",
      "  on/IN\n",
      "  hydrogen/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  'll/MD\n",
      "  also/RB\n",
      "  fund/VB\n",
      "  additional/JJ\n",
      "  research/NN\n",
      "  in/IN\n",
      "  cutting-edge/JJ\n",
      "  methods/NNS\n",
      "  of/IN\n",
      "  producing/VBG\n",
      "  ethanol/NN\n",
      "  ,/,\n",
      "  not/RB\n",
      "  just/RB\n",
      "  from/IN\n",
      "  corn/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  from/IN\n",
      "  wood/NN\n",
      "  chips/NNS\n",
      "  and/CC\n",
      "  stalks/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  switch/VB\n",
      "  grass/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  goal/NN\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  make/VB\n",
      "  this/DT\n",
      "  new/JJ\n",
      "  kind/NN\n",
      "  of/IN\n",
      "  ethanol/JJ\n",
      "  practical/JJ\n",
      "  and/CC\n",
      "  competitive/JJ\n",
      "  within/IN\n",
      "  six/CD\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Breakthroughs/NNS\n",
      "  on/IN\n",
      "  this/DT\n",
      "  and/CC\n",
      "  other/JJ\n",
      "  new/JJ\n",
      "  technologies/NNS\n",
      "  will/MD\n",
      "  help/VB\n",
      "  us/PRP\n",
      "  reach/VB\n",
      "  another/DT\n",
      "  great/JJ\n",
      "  goal/NN\n",
      "  :/:\n",
      "  to/TO\n",
      "  replace/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  75/CD\n",
      "  percent/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  oil/NN\n",
      "  imports/NNS\n",
      "  from/IN\n",
      "  the/DT\n",
      "  (GPE Middle/NNP East/NNP)\n",
      "  by/IN\n",
      "  2025/CD\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  By/IN\n",
      "  applying/VBG\n",
      "  the/DT\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  technology/NN\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  ,/,\n",
      "  this/DT\n",
      "  country/NN\n",
      "  can/MD\n",
      "  dramatically/RB\n",
      "  improve/VB\n",
      "  our/PRP$\n",
      "  environment/NN\n",
      "  ,/,\n",
      "  move/VB\n",
      "  beyond/IN\n",
      "  a/DT\n",
      "  petroleum-based/JJ\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  make/VB\n",
      "  our/PRP$\n",
      "  dependence/NN\n",
      "  on/IN\n",
      "  (GPE Middle/NNP Eastern/NNP)\n",
      "  oil/NN\n",
      "  a/DT\n",
      "  thing/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  past/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  (GPE America/NNP)\n",
      "  competitive/JJ\n",
      "  ,/,\n",
      "  one/CD\n",
      "  commitment/NN\n",
      "  is/VBZ\n",
      "  necessary/JJ\n",
      "  above/IN\n",
      "  all/DT\n",
      "  :/:\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  in/IN\n",
      "  human/JJ\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  creativity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  greatest/JJS\n",
      "  advantage/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  has/VBZ\n",
      "  always/RB\n",
      "  been/VBN\n",
      "  our/PRP$\n",
      "  educated/VBN\n",
      "  ,/,\n",
      "  hardworking/VBG\n",
      "  ,/,\n",
      "  ambitious/JJ\n",
      "  people/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  going/VBG\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  that/DT\n",
      "  edge/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NN\n",
      "  I/PRP\n",
      "  announce/VBP\n",
      "  an/DT\n",
      "  (ORGANIZATION American/JJ)\n",
      "  (ORGANIZATION Competitiveness/NNP Initiative/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  innovation/NN\n",
      "  throughout/IN\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  to/TO\n",
      "  give/VB\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  's/POS\n",
      "  children/NNS\n",
      "  a/DT\n",
      "  firm/NN\n",
      "  grounding/VBG\n",
      "  in/IN\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  First/RB\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  double/VB\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  commitment/NN\n",
      "  to/TO\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  critical/JJ\n",
      "  basic/JJ\n",
      "  research/NN\n",
      "  programs/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  physical/JJ\n",
      "  sciences/NNS\n",
      "  over/IN\n",
      "  the/DT\n",
      "  next/JJ\n",
      "  10/CD\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  funding/NN\n",
      "  will/MD\n",
      "  support/VB\n",
      "  the/DT\n",
      "  work/NN\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  's/POS\n",
      "  most/RBS\n",
      "  creative/JJ\n",
      "  minds/NNS\n",
      "  as/IN\n",
      "  they/PRP\n",
      "  explore/VBP\n",
      "  promising/VBG\n",
      "  areas/NNS\n",
      "  such/JJ\n",
      "  as/IN\n",
      "  nanotechnology/NN\n",
      "  ,/,\n",
      "  supercomputing/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  alternative/JJ\n",
      "  energy/NN\n",
      "  sources/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Second/JJ)\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  make/VB\n",
      "  permanent/JJ\n",
      "  the/DT\n",
      "  research/NN\n",
      "  and/CC\n",
      "  development/NN\n",
      "  tax/NN\n",
      "  credit/NN\n",
      "  --/:\n",
      "  (/(\n",
      "  applause/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  bolder/VB\n",
      "  private-sector/JJ\n",
      "  initiatives/NNS\n",
      "  in/IN\n",
      "  technology/NN\n",
      "  ./.)\n",
      "(S\n",
      "  With/IN\n",
      "  more/JJR\n",
      "  research/NN\n",
      "  in/IN\n",
      "  both/CC\n",
      "  the/DT\n",
      "  public/NN\n",
      "  and/CC\n",
      "  private/JJ\n",
      "  sectors/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  improve/VB\n",
      "  our/PRP$\n",
      "  quality/NN\n",
      "  of/IN\n",
      "  life/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  ensure/VB\n",
      "  that/DT\n",
      "  (GPE America/NNP)\n",
      "  will/MD\n",
      "  lead/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  in/IN\n",
      "  opportunity/NN\n",
      "  and/CC\n",
      "  innovation/NN\n",
      "  for/IN\n",
      "  decades/NNS\n",
      "  to/TO\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (GPE Third/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  children/NNS\n",
      "  to/TO\n",
      "  take/VB\n",
      "  more/JJR\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  to/TO\n",
      "  make/VB\n",
      "  sure/JJ\n",
      "  those/DT\n",
      "  courses/NNS\n",
      "  are/VBP\n",
      "  rigorous/JJ\n",
      "  enough/RB\n",
      "  to/TO\n",
      "  compete/VB\n",
      "  with/IN\n",
      "  other/JJ\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  good/JJ\n",
      "  start/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  early/JJ\n",
      "  grades/NNS\n",
      "  with/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION No/NNP Child/NNP Left/NNP Behind/NNP Act/NNP)\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  raising/VBG\n",
      "  standards/NNS\n",
      "  and/CC\n",
      "  lifting/VBG\n",
      "  test/NN\n",
      "  scores/NNS\n",
      "  across/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  train/VB\n",
      "  70,000/CD\n",
      "  high/JJ\n",
      "  school/NN\n",
      "  teachers/NNS\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  advanced-placement/JJ\n",
      "  courses/NNS\n",
      "  in/IN\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ,/,\n",
      "  bring/VBG\n",
      "  30,000/CD\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  professionals/NNS\n",
      "  to/TO\n",
      "  teach/VB\n",
      "  in/IN\n",
      "  classrooms/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  give/VB\n",
      "  early/JJ\n",
      "  help/NN\n",
      "  to/TO\n",
      "  students/NNS\n",
      "  who/WP\n",
      "  struggle/VBP\n",
      "  with/IN\n",
      "  math/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  chance/NN\n",
      "  at/IN\n",
      "  good/JJ\n",
      "  ,/,\n",
      "  high-wage/JJ\n",
      "  jobs/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (GPE America/NNP)\n",
      "  's/POS\n",
      "  children/NNS\n",
      "  succeed/VB\n",
      "  in/IN\n",
      "  life/NN\n",
      "  ,/,\n",
      "  they/PRP\n",
      "  will/MD\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (GPE America/NNP)\n",
      "  succeeds/VBZ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Preparing/VBG\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  to/TO\n",
      "  compete/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  goal/NN\n",
      "  that/IN\n",
      "  all/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  can/MD\n",
      "  share/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  support/VB\n",
      "  the/DT\n",
      "  (ORGANIZATION American/JJ)\n",
      "  (ORGANIZATION Competitiveness/NNP Initiative/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  together/RB\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  show/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  what/WP\n",
      "  the/DT\n",
      "  (GPE American/JJ)\n",
      "  people/NNS\n",
      "  can/MD\n",
      "  achieve/VB\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE America/NNP)\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  force/NN\n",
      "  for/IN\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  prosperity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  our/PRP$\n",
      "  greatness/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  measured/VBN\n",
      "  in/IN\n",
      "  power/NN\n",
      "  or/CC\n",
      "  luxuries/NNS\n",
      "  ,/,\n",
      "  but/CC\n",
      "  by/IN\n",
      "  who/WP\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  and/CC\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  treat/VBP\n",
      "  one/CD\n",
      "  another/DT\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  we/PRP\n",
      "  strive/VBP\n",
      "  to/TO\n",
      "  be/VB\n",
      "  a/DT\n",
      "  compassionate/NN\n",
      "  ,/,\n",
      "  decent/NN\n",
      "  ,/,\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  recent/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  (GPE America/NNP)\n",
      "  has/VBZ\n",
      "  become/VBN\n",
      "  a/DT\n",
      "  more/RBR\n",
      "  hopeful/JJ\n",
      "  nation/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Violent/JJ\n",
      "  crime/NN\n",
      "  rates/NNS\n",
      "  have/VBP\n",
      "  fallen/VBN\n",
      "  to/TO\n",
      "  their/PRP$\n",
      "  lowest/JJS\n",
      "  levels/NNS\n",
      "  since/IN\n",
      "  the/DT\n",
      "  1970s/CD\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Welfare/NN)\n",
      "  cases/NNS\n",
      "  have/VBP\n",
      "  dropped/VBN\n",
      "  by/IN\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  half/NN\n",
      "  over/IN\n",
      "  the/DT\n",
      "  past/JJ\n",
      "  decade/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Drug/NN)\n",
      "  use/NN\n",
      "  among/IN\n",
      "  youth/NN\n",
      "  is/VBZ\n",
      "  down/RB\n",
      "  19/CD\n",
      "  percent/NN\n",
      "  since/IN\n",
      "  2001/CD\n",
      "  ./.)\n",
      "(S\n",
      "  There/EX\n",
      "  are/VBP\n",
      "  fewer/JJR\n",
      "  abortions/NNS\n",
      "  in/IN\n",
      "  (GPE America/NNP)\n",
      "  than/IN\n",
      "  at/IN\n",
      "  any/DT\n",
      "  point/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  three/CD\n",
      "  decades/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  number/NN\n",
      "  of/IN\n",
      "  children/NNS\n",
      "  born/VBN\n",
      "  to/TO\n",
      "  teenage/VB\n",
      "  mothers/NNS\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  falling/VBG\n",
      "  for/IN\n",
      "  a/DT\n",
      "  dozen/NN\n",
      "  years/NNS\n",
      "  in/IN\n",
      "  a/DT\n",
      "  row/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  These/DT\n",
      "  gains/NNS\n",
      "  are/VBP\n",
      "  evidence/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  quiet/JJ\n",
      "  transformation/NN\n",
      "  --/:\n",
      "  a/DT\n",
      "  revolution/NN\n",
      "  of/IN\n",
      "  conscience/NN\n",
      "  ,/,\n",
      "  in/IN\n",
      "  which/WDT\n",
      "  a/DT\n",
      "  rising/VBG\n",
      "  generation/NN\n",
      "  is/VBZ\n",
      "  finding/VBG\n",
      "  that/IN\n",
      "  a/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  personal/JJ\n",
      "  responsibility/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  fulfillment/NN\n",
      "  ./.)\n",
      "(S Government/NNP has/VBZ played/VBN a/DT role/NN ./.)\n",
      "(S\n",
      "  (GPE Wise/NNP)\n",
      "  policies/NNS\n",
      "  ,/,\n",
      "  such/JJ\n",
      "  as/IN\n",
      "  welfare/NN\n",
      "  reform/NN\n",
      "  and/CC\n",
      "  drug/NN\n",
      "  education/NN\n",
      "  and/CC\n",
      "  support/NN\n",
      "  for/IN\n",
      "  abstinence/NN\n",
      "  and/CC\n",
      "  adoption/NN\n",
      "  have/VBP\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  difference/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  everyone/NN\n",
      "  here/RB\n",
      "  tonight/RB\n",
      "  ,/,\n",
      "  (ORGANIZATION Democrat/NNP)\n",
      "  and/CC\n",
      "  (ORGANIZATION Republican/NNP)\n",
      "  ,/,\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  right/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  proud/JJ\n",
      "  of/IN\n",
      "  this/DT\n",
      "  record/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Yet/RB\n",
      "  many/JJ\n",
      "  Americans/NNPS\n",
      "  ,/,\n",
      "  especially/RB\n",
      "  parents/NNS\n",
      "  ,/,\n",
      "  still/RB\n",
      "  have/VBP\n",
      "  deep/JJ\n",
      "  concerns/NNS\n",
      "  about/IN\n",
      "  the/DT\n",
      "  direction/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  culture/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  health/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  most/JJS\n",
      "  basic/JJ\n",
      "  institutions/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  're/VBP\n",
      "  concerned/VBN\n",
      "  about/IN\n",
      "  unethical/JJ\n",
      "  conduct/NN\n",
      "  by/IN\n",
      "  public/JJ\n",
      "  officials/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  discouraged/VBN\n",
      "  by/IN\n",
      "  activist/NN\n",
      "  courts/NNS\n",
      "  that/WDT\n",
      "  try/VBP\n",
      "  to/TO\n",
      "  redefine/VB\n",
      "  marriage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  worry/VBP\n",
      "  about/IN\n",
      "  children/NNS\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  society/NN\n",
      "  who/WP\n",
      "  need/VBP\n",
      "  direction/NN\n",
      "  and/CC\n",
      "  love/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  about/IN\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  still/RB\n",
      "  displaced/VBN\n",
      "  by/IN\n",
      "  natural/JJ\n",
      "  disaster/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  about/IN\n",
      "  suffering/VBG\n",
      "  caused/VBN\n",
      "  by/IN\n",
      "  treatable/JJ\n",
      "  diseases/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  look/VBP\n",
      "  at/IN\n",
      "  these/DT\n",
      "  challenges/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  never/RB\n",
      "  give/VB\n",
      "  in/IN\n",
      "  to/TO\n",
      "  the/DT\n",
      "  belief/NN\n",
      "  that/IN\n",
      "  (GPE America/NNP)\n",
      "  is/VBZ\n",
      "  in/IN\n",
      "  decline/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  that/IN\n",
      "  our/PRP$\n",
      "  culture/NN\n",
      "  is/VBZ\n",
      "  doomed/VBN\n",
      "  to/TO\n",
      "  unravel/VB\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (GPE American/JJ)\n",
      "  people/NNS\n",
      "  know/VBP\n",
      "  better/JJR\n",
      "  than/IN\n",
      "  that/DT\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  proven/VBN\n",
      "  the/DT\n",
      "  pessimists/NNS\n",
      "  wrong/JJ\n",
      "  before/RB\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  it/PRP\n",
      "  again/RB\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  depends/VBZ\n",
      "  on/IN\n",
      "  courts/NNS\n",
      "  that/IN\n",
      "  deliver/VBP\n",
      "  equal/JJ\n",
      "  justice/NN\n",
      "  under/IN\n",
      "  the/DT\n",
      "  law/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (ORGANIZATION Supreme/NNP Court/NNP)\n",
      "  now/RB\n",
      "  has/VBZ\n",
      "  two/CD\n",
      "  superb/JJ\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  --/:\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  on/IN\n",
      "  its/PRP$\n",
      "  bench/NN\n",
      "  :/:\n",
      "  Chief/JJ\n",
      "  Justice/NNP\n",
      "  (PERSON John/NNP Roberts/NNP)\n",
      "  and/CC\n",
      "  (ORGANIZATION Justice/NNP Sam/NNP Alito/NNP)\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  I/PRP\n",
      "  thank/VBD\n",
      "  the/DT\n",
      "  (ORGANIZATION Senate/NNP)\n",
      "  for/IN\n",
      "  confirming/VBG\n",
      "  both/DT\n",
      "  of/IN\n",
      "  them/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  nominate/VB\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  who/WP\n",
      "  understand/VBP\n",
      "  that/IN\n",
      "  judges/NNS\n",
      "  must/MD\n",
      "  be/VB\n",
      "  servants/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  law/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  not/RB\n",
      "  legislate/VB\n",
      "  from/IN\n",
      "  the/DT\n",
      "  bench/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Today/NN\n",
      "  marks/VBZ\n",
      "  the/DT\n",
      "  official/JJ\n",
      "  retirement/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  very/RB\n",
      "  special/JJ\n",
      "  (GPE American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  For/IN\n",
      "  24/CD\n",
      "  years/NNS\n",
      "  of/IN\n",
      "  faithful/JJ\n",
      "  service/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  is/VBZ\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  (ORGANIZATION Justice/NNP Sandra/NNP)\n",
      "  Day/NNP\n",
      "  O'Connor/NNP\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  has/VBZ\n",
      "  institutions/NNS\n",
      "  of/IN\n",
      "  science/NN\n",
      "  and/CC\n",
      "  medicine/NN\n",
      "  that/WDT\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  cut/VB\n",
      "  ethical/JJ\n",
      "  corners/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  that/IN\n",
      "  recognize/VBP\n",
      "  the/DT\n",
      "  matchless/NN\n",
      "  value/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  pass/VB\n",
      "  legislation/NN\n",
      "  to/TO\n",
      "  prohibit/VB\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  egregious/JJ\n",
      "  abuses/NNS\n",
      "  of/IN\n",
      "  medical/JJ\n",
      "  research/NN\n",
      "  :/:\n",
      "  human/JJ\n",
      "  cloning/VBG\n",
      "  in/IN\n",
      "  all/DT\n",
      "  its/PRP$\n",
      "  forms/NNS\n",
      "  ,/,\n",
      "  creating/VBG\n",
      "  or/CC\n",
      "  implanting/VBG\n",
      "  embryos/NN\n",
      "  for/IN\n",
      "  experiments/NNS\n",
      "  ,/,\n",
      "  creating/VBG\n",
      "  human-animal/JJ\n",
      "  hybrids/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  buying/NN\n",
      "  ,/,\n",
      "  selling/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  patenting/VBG\n",
      "  human/JJ\n",
      "  embryos/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (GPE Human/NNP)\n",
      "  life/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  gift/NN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  Creator/NNP\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/IN\n",
      "  gift/NN\n",
      "  should/MD\n",
      "  never/RB\n",
      "  be/VB\n",
      "  discarded/VBN\n",
      "  ,/,\n",
      "  devalued/VBD\n",
      "  or/CC\n",
      "  put/VB\n",
      "  up/RP\n",
      "  for/IN\n",
      "  sale/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  expects/VBZ\n",
      "  elected/VBN\n",
      "  officials/NNS\n",
      "  to/TO\n",
      "  uphold/VB\n",
      "  the/DT\n",
      "  public/JJ\n",
      "  trust/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (GPE Honorable/JJ)\n",
      "  people/NNS\n",
      "  in/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  are/VBP\n",
      "  working/VBG\n",
      "  on/IN\n",
      "  reforms/NNS\n",
      "  to/TO\n",
      "  strengthen/VB\n",
      "  the/DT\n",
      "  ethical/JJ\n",
      "  standards/NNS\n",
      "  of/IN\n",
      "  (GPE Washington/NNP)\n",
      "  --/:\n",
      "  I/PRP\n",
      "  support/VBP\n",
      "  your/PRP$\n",
      "  efforts/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Each/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  has/VBZ\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  worthy/JJ\n",
      "  of/IN\n",
      "  public/JJ\n",
      "  responsibility/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/DT\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  never/RB\n",
      "  forget/VB\n",
      "  ,/,\n",
      "  never/RB\n",
      "  dismiss/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  never/RB\n",
      "  betray/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  renew/VBP\n",
      "  the/DT\n",
      "  promise/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  institutions/NNS\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  also/RB\n",
      "  show/VBP\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  compassion/NN\n",
      "  and/CC\n",
      "  care/NN\n",
      "  for/IN\n",
      "  one/CD\n",
      "  another/DT\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  gives/VBZ\n",
      "  special/JJ\n",
      "  attention/NN\n",
      "  to/TO\n",
      "  children/NNS\n",
      "  who/WP\n",
      "  lack/VBP\n",
      "  direction/NN\n",
      "  and/CC\n",
      "  love/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Through/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Helping/NNP America/NNP)\n",
      "  's/POS\n",
      "  Youth/NNP\n",
      "  Initiative/NNP\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  encouraging/VBG\n",
      "  caring/VBG\n",
      "  adults/NNS\n",
      "  to/TO\n",
      "  get/VB\n",
      "  involved/VBN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  child/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  this/DT\n",
      "  good/JJ\n",
      "  work/NN\n",
      "  is/VBZ\n",
      "  being/VBG\n",
      "  led/VBN\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  First/NNP\n",
      "  Lady/NNP\n",
      "  ,/,\n",
      "  (PERSON Laura/NNP Bush/NNP)\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  add/VB\n",
      "  resources/NNS\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  young/JJ\n",
      "  people/NNS\n",
      "  to/TO\n",
      "  stay/VB\n",
      "  in/IN\n",
      "  school/NN\n",
      "  ,/,\n",
      "  so/RB\n",
      "  more/JJR\n",
      "  of/IN\n",
      "  (GPE America/NNP)\n",
      "  's/POS\n",
      "  youth/NN\n",
      "  can/MD\n",
      "  raise/VB\n",
      "  their/PRP$\n",
      "  sights/NNS\n",
      "  and/CC\n",
      "  achieve/VBP\n",
      "  their/PRP$\n",
      "  dreams/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  comes/VBZ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  aid/NN\n",
      "  of/IN\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  in/IN\n",
      "  times/NNS\n",
      "  of/IN\n",
      "  suffering/NN\n",
      "  and/CC\n",
      "  emergency/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  stays/NNS\n",
      "  at/IN\n",
      "  it/PRP\n",
      "  until/IN\n",
      "  they/PRP\n",
      "  're/VBP\n",
      "  back/RB\n",
      "  on/IN\n",
      "  their/PRP$\n",
      "  feet/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  far/RB\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  government/NN\n",
      "  has/VBZ\n",
      "  committed/VBN\n",
      "  $/$\n",
      "  85/CD\n",
      "  billion/CD\n",
      "  to/TO\n",
      "  the/DT\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (ORGANIZATION Gulf/NNP Coast/NNP)\n",
      "  and/CC\n",
      "  (GSP New/NNP Orleans/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  removing/VBG\n",
      "  debris/NN\n",
      "  and/CC\n",
      "  repairing/NN\n",
      "  highways/NNS\n",
      "  and/CC\n",
      "  rebuilding/VBG\n",
      "  stronger/JJR\n",
      "  levees/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  providing/VBG\n",
      "  business/NN\n",
      "  loans/NNS\n",
      "  and/CC\n",
      "  housing/NN\n",
      "  assistance/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  as/IN\n",
      "  we/PRP\n",
      "  meet/VBP\n",
      "  these/DT\n",
      "  immediate/JJ\n",
      "  needs/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  address/VB\n",
      "  deeper/JJR\n",
      "  challenges/NNS\n",
      "  that/WDT\n",
      "  existed/VBD\n",
      "  before/IN\n",
      "  the/DT\n",
      "  storm/NN\n",
      "  arrived/VBD\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  (GSP New/NNP Orleans/NNP)\n",
      "  and/CC\n",
      "  in/IN\n",
      "  other/JJ\n",
      "  places/NNS\n",
      "  ,/,\n",
      "  many/JJ\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  have/VBP\n",
      "  felt/VBN\n",
      "  excluded/VBN\n",
      "  from/IN\n",
      "  the/DT\n",
      "  promise/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  answer/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  only/RB\n",
      "  temporary/JJ\n",
      "  relief/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  schools/NNS\n",
      "  that/WDT\n",
      "  teach/VBP\n",
      "  every/DT\n",
      "  child/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  job/NN\n",
      "  skills/NNS\n",
      "  that/IN\n",
      "  bring/VBG\n",
      "  upward/JJ\n",
      "  mobility/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  more/JJR\n",
      "  opportunities/NNS\n",
      "  to/TO\n",
      "  own/VB\n",
      "  a/DT\n",
      "  home/NN\n",
      "  and/CC\n",
      "  start/VB\n",
      "  a/DT\n",
      "  business/NN\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  recover/VBP\n",
      "  from/IN\n",
      "  a/DT\n",
      "  disaster/NN\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  also/RB\n",
      "  work/NN\n",
      "  for/IN\n",
      "  the/DT\n",
      "  day/NN\n",
      "  when/WRB\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  are/VBP\n",
      "  protected/VBN\n",
      "  by/IN\n",
      "  justice/NN\n",
      "  ,/,\n",
      "  equal/JJ\n",
      "  in/IN\n",
      "  hope/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  rich/JJ\n",
      "  in/IN\n",
      "  opportunity/NN\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  acts/NNS\n",
      "  boldly/RB\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  diseases/NNS\n",
      "  like/IN\n",
      "  HIV/AIDS/NNP\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  can/MD\n",
      "  be/VB\n",
      "  prevented/VBN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  treated/VBD\n",
      "  ,/,\n",
      "  and/CC\n",
      "  defeated/VBD\n",
      "  ./.)\n",
      "(S\n",
      "  More/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  million/CD\n",
      "  Americans/NNPS\n",
      "  live/VBP\n",
      "  with/IN\n",
      "  (ORGANIZATION HIV/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  half/NN\n",
      "  of/IN\n",
      "  all/DT\n",
      "  AIDS/NNP\n",
      "  cases/NNS\n",
      "  occur/VBP\n",
      "  among/IN\n",
      "  (ORGANIZATION African/JJ Americans/NNPS)\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  (ORGANIZATION Congress/NNP)\n",
      "  to/TO\n",
      "  reform/VB\n",
      "  and/CC\n",
      "  reauthorize/VB\n",
      "  the/DT\n",
      "  (ORGANIZATION Ryan/NNP)\n",
      "  (FACILITY White/NNP Act/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  provide/VB\n",
      "  new/JJ\n",
      "  funding/NN\n",
      "  to/TO\n",
      "  states/NNS\n",
      "  ,/,\n",
      "  so/IN\n",
      "  we/PRP\n",
      "  end/VBP\n",
      "  the/DT\n",
      "  waiting/NN\n",
      "  lists/NNS\n",
      "  for/IN\n",
      "  (ORGANIZATION AIDS/NNP)\n",
      "  medicines/NNS\n",
      "  in/IN\n",
      "  (GPE America/NNP)\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  also/RB\n",
      "  lead/VB\n",
      "  a/DT\n",
      "  nationwide/JJ\n",
      "  effort/NN\n",
      "  ,/,\n",
      "  working/VBG\n",
      "  closely/RB\n",
      "  with/IN\n",
      "  (GSP African/JJ)\n",
      "  (GPE American/JJ)\n",
      "  churches/NNS\n",
      "  and/CC\n",
      "  faith-based/JJ\n",
      "  groups/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  deliver/VB\n",
      "  rapid/JJ\n",
      "  HIV/NNP\n",
      "  tests/NNS\n",
      "  to/TO\n",
      "  millions/NNS\n",
      "  ,/,\n",
      "  end/VBP\n",
      "  the/DT\n",
      "  stigma/NN\n",
      "  of/IN\n",
      "  (ORGANIZATION AIDS/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  come/VB\n",
      "  closer/JJR\n",
      "  to/TO\n",
      "  the/DT\n",
      "  day/NN\n",
      "  when/WRB\n",
      "  there/EX\n",
      "  are/VBP\n",
      "  no/DT\n",
      "  new/JJ\n",
      "  infections/NNS\n",
      "  in/IN\n",
      "  (GPE America/NNP)\n",
      "  ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (GPE Fellow/NNP)\n",
      "  citizens/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  been/VBN\n",
      "  called/VBN\n",
      "  to/TO\n",
      "  leadership/NN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  period/NN\n",
      "  of/IN\n",
      "  consequence/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  entered/VBN\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  ideological/JJ\n",
      "  conflict/NN\n",
      "  we/PRP\n",
      "  did/VBD\n",
      "  nothing/NN\n",
      "  to/TO\n",
      "  invite/VB\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  see/VBP\n",
      "  great/JJ\n",
      "  changes/NNS\n",
      "  in/IN\n",
      "  science/NN\n",
      "  and/CC\n",
      "  commerce/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  influence/VB\n",
      "  all/DT\n",
      "  our/PRP$\n",
      "  lives/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Sometimes/RB\n",
      "  it/PRP\n",
      "  can/MD\n",
      "  seem/VB\n",
      "  that/DT\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  turning/VBG\n",
      "  in/IN\n",
      "  a/DT\n",
      "  wide/JJ\n",
      "  arc/NN\n",
      "  ,/,\n",
      "  toward/IN\n",
      "  an/DT\n",
      "  unknown/JJ\n",
      "  shore/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/CC\n",
      "  the/DT\n",
      "  destination/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  determined/VBN\n",
      "  by/IN\n",
      "  human/JJ\n",
      "  action/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  every/DT\n",
      "  great/JJ\n",
      "  movement/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  comes/VBZ\n",
      "  to/TO\n",
      "  a/DT\n",
      "  point/NN\n",
      "  of/IN\n",
      "  choosing/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (PERSON Lincoln/NNP)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  peace/NN\n",
      "  at/IN\n",
      "  the/DT\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  disunity/NN\n",
      "  and/CC\n",
      "  continued/JJ\n",
      "  slavery/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (PERSON Martin/NNP)\n",
      "  (PERSON Luther/NNP King/NNP)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  stopped/VBN\n",
      "  at/IN\n",
      "  (ORGANIZATION Birmingham/NNP)\n",
      "  or/CC\n",
      "  at/IN\n",
      "  (ORGANIZATION Selma/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  achieved/VBD\n",
      "  only/RB\n",
      "  half/PDT\n",
      "  a/DT\n",
      "  victory/NN\n",
      "  over/IN\n",
      "  segregation/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (GPE United/NNP States/NNPS)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  the/DT\n",
      "  permanent/JJ\n",
      "  division/NN\n",
      "  of/IN\n",
      "  (GPE Europe/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  been/VBN\n",
      "  complicit/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  oppression/NN\n",
      "  of/IN\n",
      "  others/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Today/NN\n",
      "  ,/,\n",
      "  having/VBG\n",
      "  come/VBN\n",
      "  far/RB\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  historical/JJ\n",
      "  journey/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  decide/VB\n",
      "  :/:\n",
      "  Will/MD\n",
      "  we/PRP\n",
      "  turn/VB\n",
      "  back/RP\n",
      "  ,/,\n",
      "  or/CC\n",
      "  finish/VB\n",
      "  well/RB\n",
      "  ?/.)\n",
      "(S\n",
      "  Before/IN\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  down/RP\n",
      "  in/IN\n",
      "  books/NNS\n",
      "  ,/,\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  in/IN\n",
      "  courage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Like/IN\n",
      "  Americans/NNPS\n",
      "  before/IN\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  show/VB\n",
      "  that/DT\n",
      "  courage/NN\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  finish/VB\n",
      "  well/RB\n",
      "  ./.)\n",
      "(S We/PRP will/MD lead/VB freedom/NN 's/POS advance/NN ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  compete/VB\n",
      "  and/CC\n",
      "  excel/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  global/JJ\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  renew/VB\n",
      "  the/DT\n",
      "  defining/VBG\n",
      "  moral/JJ\n",
      "  commitments/NNS\n",
      "  of/IN\n",
      "  this/DT\n",
      "  land/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  so/RB\n",
      "  we/PRP\n",
      "  move/VBP\n",
      "  forward/RB\n",
      "  --/:\n",
      "  optimistic/JJ\n",
      "  about/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ,/,\n",
      "  faithful/JJ\n",
      "  to/TO\n",
      "  its/PRP$\n",
      "  cause/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  confident/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  victories/NNS\n",
      "  to/TO\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S May/NNP God/NNP bless/NN (GPE America/NNP) ./.)\n",
      "(S (/( (ORGANIZATION Applause/NNP) ./. )/))\n"
     ]
    }
   ],
   "source": [
    "process_content_ne()\n",
    "#The first item in the tuple is NE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  Tonight/NN\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  comforted/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  glad/JJ\n",
      "  reunion/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  husband/NN\n",
      "  who/WP\n",
      "  was/VBD\n",
      "  taken/VBN\n",
      "  so/RB\n",
      "  long/RB\n",
      "  ago/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  grateful/JJ\n",
      "  for/IN\n",
      "  the/DT\n",
      "  good/JJ\n",
      "  life/NN\n",
      "  of/IN\n",
      "  (NE Coretta/NNP Scott/NNP King/NNP)\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  President/NNP\n",
      "  (NE George/NNP)\n",
      "  W./NNP\n",
      "  Bush/NNP\n",
      "  reacts/VBZ\n",
      "  to/TO\n",
      "  applause/VB\n",
      "  during/IN\n",
      "  his/PRP$\n",
      "  State/NNP\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (NE Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (NE Capitol/NNP)\n",
      "  ,/,\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (NE Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (NE White/NNP House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (NE Eric/NNP)\n",
      "  DraperEvery/NNP\n",
      "  time/NN\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  invited/JJ\n",
      "  to/TO\n",
      "  this/DT\n",
      "  rostrum/NN\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  humbled/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  privilege/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  mindful/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  history/NN\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  seen/VBN\n",
      "  together/RB\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  gathered/VBN\n",
      "  under/IN\n",
      "  this/DT\n",
      "  Capitol/NNP\n",
      "  dome/NN\n",
      "  in/IN\n",
      "  moments/NNS\n",
      "  of/IN\n",
      "  national/JJ\n",
      "  mourning/NN\n",
      "  and/CC\n",
      "  national/JJ\n",
      "  achievement/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  served/VBN\n",
      "  (NE America/NNP)\n",
      "  through/IN\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  consequential/JJ\n",
      "  periods/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  history/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  it/PRP\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  my/PRP$\n",
      "  honor/NN\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  with/IN\n",
      "  you/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  system/NN\n",
      "  of/IN\n",
      "  two/CD\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  two/CD\n",
      "  chambers/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  two/CD\n",
      "  elected/JJ\n",
      "  branches/NNS\n",
      "  ,/,\n",
      "  there/EX\n",
      "  will/MD\n",
      "  always/RB\n",
      "  be/VB\n",
      "  differences/NNS\n",
      "  and/CC\n",
      "  debate/NN\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  even/RB\n",
      "  tough/JJ\n",
      "  debates/NNS\n",
      "  can/MD\n",
      "  be/VB\n",
      "  conducted/VBN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  civil/JJ\n",
      "  tone/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  differences/NNS\n",
      "  can/MD\n",
      "  not/RB\n",
      "  be/VB\n",
      "  allowed/VBN\n",
      "  to/TO\n",
      "  harden/VB\n",
      "  into/IN\n",
      "  anger/NN\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  great/JJ\n",
      "  issues/NNS\n",
      "  before/IN\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  act/VB\n",
      "  in/IN\n",
      "  a/DT\n",
      "  spirit/NN\n",
      "  of/IN\n",
      "  goodwill/NN\n",
      "  and/CC\n",
      "  respect/NN\n",
      "  for/IN\n",
      "  one/CD\n",
      "  another/DT\n",
      "  --/:\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  my/PRP$\n",
      "  part/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  the/DT\n",
      "  state/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  Union/NNP\n",
      "  is/VBZ\n",
      "  strong/JJ\n",
      "  --/:\n",
      "  and/CC\n",
      "  together/RB\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  it/PRP\n",
      "  stronger/JJR\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  this/DT\n",
      "  decisive/JJ\n",
      "  year/NN\n",
      "  ,/,\n",
      "  you/PRP\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  choices/NNS\n",
      "  that/WDT\n",
      "  determine/VBP\n",
      "  both/DT\n",
      "  the/DT\n",
      "  future/NN\n",
      "  and/CC\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  choose/VB\n",
      "  to/TO\n",
      "  act/VB\n",
      "  confidently/RB\n",
      "  in/IN\n",
      "  pursuing/VBG\n",
      "  the/DT\n",
      "  enemies/NNS\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  --/:\n",
      "  or/CC\n",
      "  retreat/NN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  duties/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  an/DT\n",
      "  easier/JJR\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  choose/VB\n",
      "  to/TO\n",
      "  build/VB\n",
      "  our/PRP$\n",
      "  prosperity/NN\n",
      "  by/IN\n",
      "  leading/VBG\n",
      "  the/DT\n",
      "  world/NN\n",
      "  economy/NN\n",
      "  --/:\n",
      "  or/CC\n",
      "  shut/VB\n",
      "  ourselves/PRP\n",
      "  off/RP\n",
      "  from/IN\n",
      "  trade/NN\n",
      "  and/CC\n",
      "  opportunity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  complex/JJ\n",
      "  and/CC\n",
      "  challenging/JJ\n",
      "  time/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  road/NN\n",
      "  of/IN\n",
      "  isolationism/NN\n",
      "  and/CC\n",
      "  protectionism/NN\n",
      "  may/MD\n",
      "  seem/VB\n",
      "  broad/JJ\n",
      "  and/CC\n",
      "  inviting/NN\n",
      "  --/:\n",
      "  yet/CC\n",
      "  it/PRP\n",
      "  ends/VBZ\n",
      "  in/IN\n",
      "  danger/NN\n",
      "  and/CC\n",
      "  decline/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  protect/VB\n",
      "  our/PRP$\n",
      "  people/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  secure/VB\n",
      "  the/DT\n",
      "  peace/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  control/VB\n",
      "  our/PRP$\n",
      "  destiny/NN\n",
      "  is/VBZ\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  leadership/NN\n",
      "  --/:\n",
      "  so/IN\n",
      "  the/DT\n",
      "  (NE United/NNP States/NNPS)\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Abroad/RB\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  is/VBZ\n",
      "  committed/VBN\n",
      "  to/TO\n",
      "  an/DT\n",
      "  historic/JJ\n",
      "  ,/,\n",
      "  long-term/JJ\n",
      "  goal/NN\n",
      "  --/:\n",
      "  we/PRP\n",
      "  seek/VBP\n",
      "  the/DT\n",
      "  end/NN\n",
      "  of/IN\n",
      "  tyranny/NN\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Some/DT\n",
      "  dismiss/VBP\n",
      "  that/DT\n",
      "  goal/NN\n",
      "  as/IN\n",
      "  misguided/JJ\n",
      "  idealism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  reality/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  future/JJ\n",
      "  security/NN\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  depends/VBZ\n",
      "  on/IN\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  On/IN\n",
      "  September/NNP\n",
      "  the/DT\n",
      "  11th/CD\n",
      "  ,/,\n",
      "  2001/CD\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  found/VBD\n",
      "  that/IN\n",
      "  problems/NNS\n",
      "  originating/VBG\n",
      "  in/IN\n",
      "  a/DT\n",
      "  failed/JJ\n",
      "  and/CC\n",
      "  oppressive/JJ\n",
      "  state/NN\n",
      "  7,000/CD\n",
      "  miles/NNS\n",
      "  away/RB\n",
      "  could/MD\n",
      "  bring/VB\n",
      "  murder/NN\n",
      "  and/CC\n",
      "  destruction/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Dictatorships/NNP)\n",
      "  shelter/NN\n",
      "  terrorists/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  feed/VB\n",
      "  resentment/NN\n",
      "  and/CC\n",
      "  radicalism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  seek/JJ\n",
      "  weapons/NNS\n",
      "  of/IN\n",
      "  mass/NN\n",
      "  destruction/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Democracies/NNS\n",
      "  replace/VB\n",
      "  resentment/NN\n",
      "  with/IN\n",
      "  hope/NN\n",
      "  ,/,\n",
      "  respect/VB\n",
      "  the/DT\n",
      "  rights/NNS\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  citizens/NNS\n",
      "  and/CC\n",
      "  their/PRP$\n",
      "  neighbors/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  join/VB\n",
      "  the/DT\n",
      "  fight/NN\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Every/DT\n",
      "  step/NN\n",
      "  toward/IN\n",
      "  freedom/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  makes/VBZ\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  safer/NN\n",
      "  --/:\n",
      "  so/IN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  act/VB\n",
      "  boldly/RB\n",
      "  in/IN\n",
      "  freedom/NN\n",
      "  's/POS\n",
      "  cause/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Far/RB\n",
      "  from/IN\n",
      "  being/VBG\n",
      "  a/DT\n",
      "  hopeless/NN\n",
      "  dream/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  advance/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  great/JJ\n",
      "  story/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  time/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  1945/CD\n",
      "  ,/,\n",
      "  there/EX\n",
      "  were/VBD\n",
      "  about/RB\n",
      "  two/CD\n",
      "  dozen/NN\n",
      "  lonely/RB\n",
      "  democracies/VBZ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S Today/NN ,/, there/EX are/VBP 122/CD ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  writing/VBG\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  chapter/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  story/NN\n",
      "  of/IN\n",
      "  self-government/JJ\n",
      "  --/:\n",
      "  with/IN\n",
      "  women/NNS\n",
      "  lining/VBG\n",
      "  up/RP\n",
      "  to/TO\n",
      "  vote/VB\n",
      "  in/IN\n",
      "  (NE Afghanistan/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  millions/NNS\n",
      "  of/IN\n",
      "  (NE Iraqis/NNP)\n",
      "  marking/VBG\n",
      "  their/PRP$\n",
      "  liberty/NN\n",
      "  with/IN\n",
      "  purple/JJ\n",
      "  ink/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  from/IN\n",
      "  (NE Lebanon/NNP)\n",
      "  to/TO\n",
      "  (NE Egypt/NNP)\n",
      "  debating/VBG\n",
      "  the/DT\n",
      "  rights/NNS\n",
      "  of/IN\n",
      "  individuals/NNS\n",
      "  and/CC\n",
      "  the/DT\n",
      "  necessity/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  At/IN\n",
      "  the/DT\n",
      "  start/NN\n",
      "  of/IN\n",
      "  2006/CD\n",
      "  ,/,\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  half/PDT\n",
      "  the/DT\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  live/VBP\n",
      "  in/IN\n",
      "  democratic/JJ\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  forget/VB\n",
      "  the/DT\n",
      "  other/JJ\n",
      "  half/NN\n",
      "  --/:\n",
      "  in/IN\n",
      "  places/NNS\n",
      "  like/IN\n",
      "  (NE Syria/NNP)\n",
      "  and/CC\n",
      "  (NE Burma/NNP)\n",
      "  ,/,\n",
      "  (NE Zimbabwe/NNP)\n",
      "  ,/,\n",
      "  (NE North/NNP Korea/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (NE Iran/NNP)\n",
      "  --/:\n",
      "  because/IN\n",
      "  the/DT\n",
      "  demands/NNS\n",
      "  of/IN\n",
      "  justice/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  peace/NN\n",
      "  of/IN\n",
      "  this/DT\n",
      "  world/NN\n",
      "  ,/,\n",
      "  require/VBP\n",
      "  their/PRP$\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  as/RB\n",
      "  well/RB\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  President/NNP\n",
      "  (NE George/NNP)\n",
      "  W./NNP\n",
      "  Bush/NNP\n",
      "  delivers/VBZ\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (NE Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (NE Capitol/NNP)\n",
      "  ,/,\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (NE Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (NE White/NNP House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (NE Eric/NNP Draper/NNP No/NNP)\n",
      "  one/NN\n",
      "  can/MD\n",
      "  deny/VB\n",
      "  the/DT\n",
      "  success/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  some/DT\n",
      "  men/NNS\n",
      "  rage/VB\n",
      "  and/CC\n",
      "  fight/VB\n",
      "  against/IN\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  main/JJ\n",
      "  sources/NNS\n",
      "  of/IN\n",
      "  reaction/NN\n",
      "  and/CC\n",
      "  opposition/NN\n",
      "  is/VBZ\n",
      "  radical/JJ\n",
      "  Islam/NNP\n",
      "  --/:\n",
      "  the/DT\n",
      "  perversion/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  few/JJ\n",
      "  of/IN\n",
      "  a/DT\n",
      "  noble/JJ\n",
      "  faith/NN\n",
      "  into/IN\n",
      "  an/DT\n",
      "  ideology/NN\n",
      "  of/IN\n",
      "  terror/NN\n",
      "  and/CC\n",
      "  death/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Terrorists/NNS\n",
      "  like/IN\n",
      "  bin/NN\n",
      "  Laden/NNP\n",
      "  are/VBP\n",
      "  serious/JJ\n",
      "  about/IN\n",
      "  mass/NN\n",
      "  murder/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  all/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  must/MD\n",
      "  take/VB\n",
      "  their/PRP$\n",
      "  declared/JJ\n",
      "  intentions/NNS\n",
      "  seriously/RB\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  seek/VBP\n",
      "  to/TO\n",
      "  impose/VB\n",
      "  a/DT\n",
      "  heartless/NN\n",
      "  system/NN\n",
      "  of/IN\n",
      "  totalitarian/JJ\n",
      "  control/NN\n",
      "  throughout/IN\n",
      "  the/DT\n",
      "  (NE Middle/NNP East/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  arm/NN\n",
      "  themselves/PRP\n",
      "  with/IN\n",
      "  weapons/NNS\n",
      "  of/IN\n",
      "  mass/NN\n",
      "  murder/NN\n",
      "  ./.)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  Their/PRP$\n",
      "  aim/NN\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  seize/VB\n",
      "  power/NN\n",
      "  in/IN\n",
      "  (NE Iraq/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  use/VB\n",
      "  it/PRP\n",
      "  as/IN\n",
      "  a/DT\n",
      "  safe/JJ\n",
      "  haven/NN\n",
      "  to/TO\n",
      "  launch/VB\n",
      "  attacks/NNS\n",
      "  against/IN\n",
      "  (NE America/NNP)\n",
      "  and/CC\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Lacking/VBG\n",
      "  the/DT\n",
      "  military/JJ\n",
      "  strength/NN\n",
      "  to/TO\n",
      "  challenge/VB\n",
      "  us/PRP\n",
      "  directly/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  have/VBP\n",
      "  chosen/VBN\n",
      "  the/DT\n",
      "  weapon/NN\n",
      "  of/IN\n",
      "  fear/NN\n",
      "  ./.)\n",
      "(S\n",
      "  When/WRB\n",
      "  they/PRP\n",
      "  murder/VBP\n",
      "  children/NNS\n",
      "  at/IN\n",
      "  a/DT\n",
      "  school/NN\n",
      "  in/IN\n",
      "  (NE Beslan/NNP)\n",
      "  ,/,\n",
      "  or/CC\n",
      "  blow/VB\n",
      "  up/RP\n",
      "  commuters/NNS\n",
      "  in/IN\n",
      "  (NE London/NNP)\n",
      "  ,/,\n",
      "  or/CC\n",
      "  behead/VB\n",
      "  a/DT\n",
      "  bound/NN\n",
      "  captive/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  hope/VBP\n",
      "  these/DT\n",
      "  horrors/NNS\n",
      "  will/MD\n",
      "  break/VB\n",
      "  our/PRP$\n",
      "  will/MD\n",
      "  ,/,\n",
      "  allowing/VBG\n",
      "  the/DT\n",
      "  violent/NN\n",
      "  to/TO\n",
      "  inherit/VB\n",
      "  the/DT\n",
      "  (NE Earth/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  miscalculated/VBN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  love/VBP\n",
      "  our/PRP$\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  fight/VB\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  time/NN\n",
      "  of/IN\n",
      "  testing/VBG\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  not/RB\n",
      "  find/VB\n",
      "  security/NN\n",
      "  by/IN\n",
      "  abandoning/VBG\n",
      "  our/PRP$\n",
      "  commitments/NNS\n",
      "  and/CC\n",
      "  retreating/VBG\n",
      "  within/IN\n",
      "  our/PRP$\n",
      "  borders/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  were/VBD\n",
      "  to/TO\n",
      "  leave/VB\n",
      "  these/DT\n",
      "  vicious/JJ\n",
      "  attackers/NNS\n",
      "  alone/RB\n",
      "  ,/,\n",
      "  they/PRP\n",
      "  would/MD\n",
      "  not/RB\n",
      "  leave/VB\n",
      "  us/PRP\n",
      "  alone/RB\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  would/MD\n",
      "  simply/RB\n",
      "  move/VB\n",
      "  the/DT\n",
      "  battlefield/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  shores/NNS\n",
      "  ./.)\n",
      "(S There/EX is/VBZ no/DT peace/NN in/IN retreat/NN ./.)\n",
      "(S And/CC there/EX is/VBZ no/DT honor/NN in/IN retreat/NN ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  allowing/VBG\n",
      "  radical/JJ\n",
      "  Islam/NNP\n",
      "  to/TO\n",
      "  work/VB\n",
      "  its/PRP$\n",
      "  will/MD\n",
      "  --/:\n",
      "  by/IN\n",
      "  leaving/VBG\n",
      "  an/DT\n",
      "  assaulted/JJ\n",
      "  world/NN\n",
      "  to/TO\n",
      "  fend/VB\n",
      "  for/IN\n",
      "  itself/PRP\n",
      "  --/:\n",
      "  we/PRP\n",
      "  would/MD\n",
      "  signal/VB\n",
      "  to/TO\n",
      "  all/PDT\n",
      "  that/IN\n",
      "  we/PRP\n",
      "  no/DT\n",
      "  longer/RBR\n",
      "  believe/VBP\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  ideals/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  even/RB\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  courage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  our/PRP$\n",
      "  enemies/NNS\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  can/MD\n",
      "  be/VB\n",
      "  certain/JJ\n",
      "  :/:\n",
      "  The/DT\n",
      "  (NE United/NNP States/NNPS)\n",
      "  will/MD\n",
      "  not/RB\n",
      "  retreat/VB\n",
      "  from/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  never/RB\n",
      "  surrender/VB\n",
      "  to/TO\n",
      "  evil/VB\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (NE America/NNP)\n",
      "  rejects/VBZ\n",
      "  the/DT\n",
      "  false/JJ\n",
      "  comfort/NN\n",
      "  of/IN\n",
      "  isolationism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  are/VBP\n",
      "  the/DT\n",
      "  nation/NN\n",
      "  that/IN\n",
      "  saved/VBD\n",
      "  liberty/NN\n",
      "  in/IN\n",
      "  (NE Europe/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  liberated/VBD\n",
      "  death/NN\n",
      "  camps/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  helped/VBD\n",
      "  raise/VB\n",
      "  up/RP\n",
      "  democracies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  faced/VBD\n",
      "  down/IN\n",
      "  an/DT\n",
      "  evil/JJ\n",
      "  empire/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Once/RB\n",
      "  again/RB\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  accept/VBP\n",
      "  the/DT\n",
      "  call/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  to/TO\n",
      "  deliver/VB\n",
      "  the/DT\n",
      "  oppressed/VBN\n",
      "  and/CC\n",
      "  move/VB\n",
      "  this/DT\n",
      "  world/NN\n",
      "  toward/IN\n",
      "  peace/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  remain/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  networks/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  killed/VBN\n",
      "  or/CC\n",
      "  captured/VBN\n",
      "  many/JJ\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  leaders/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  for/IN\n",
      "  the/DT\n",
      "  others/NNS\n",
      "  ,/,\n",
      "  their/PRP$\n",
      "  day/NN\n",
      "  will/MD\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S\n",
      "  President/NNP\n",
      "  (NE George/NNP)\n",
      "  W./NNP\n",
      "  Bush/NNP\n",
      "  greets/VBZ\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (NE Congress/NNP)\n",
      "  after/IN\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (NE Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (NE Capitol/NNP)\n",
      "  ,/,\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (NE Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (NE White/NNP House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (NE Eric/NNP Draper/NNP)\n",
      "  We/PRP\n",
      "  remain/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  in/IN\n",
      "  (NE Afghanistan/NNP)\n",
      "  ,/,\n",
      "  where/WRB\n",
      "  a/DT\n",
      "  fine/JJ\n",
      "  President/NNP\n",
      "  and/CC\n",
      "  a/DT\n",
      "  (NE National/NNP Assembly/NNP)\n",
      "  are/VBP\n",
      "  fighting/VBG\n",
      "  terror/NN\n",
      "  while/IN\n",
      "  building/VBG\n",
      "  the/DT\n",
      "  institutions/NNS\n",
      "  of/IN\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  democracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  in/IN\n",
      "  (NE Iraq/NNP)\n",
      "  ,/,\n",
      "  with/IN\n",
      "  a/DT\n",
      "  clear/JJ\n",
      "  plan/NN\n",
      "  for/IN\n",
      "  victory/NN\n",
      "  ./.)\n",
      "(S\n",
      "  First/RB\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  helping/VBG\n",
      "  (NE Iraqis/NNP)\n",
      "  build/VB\n",
      "  an/DT\n",
      "  inclusive/JJ\n",
      "  government/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  that/DT\n",
      "  old/JJ\n",
      "  resentments/NNS\n",
      "  will/MD\n",
      "  be/VB\n",
      "  eased/VBN\n",
      "  and/CC\n",
      "  the/DT\n",
      "  insurgency/NN\n",
      "  will/MD\n",
      "  be/VB\n",
      "  marginalized/VBN\n",
      "  ./.)\n",
      "(S\n",
      "  Second/JJ\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  continuing/VBG\n",
      "  reconstruction/NN\n",
      "  efforts/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  helping/VBG\n",
      "  the/DT\n",
      "  (NE Iraqi/NNP)\n",
      "  government/NN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  corruption/NN\n",
      "  and/CC\n",
      "  build/VB\n",
      "  a/DT\n",
      "  modern/JJ\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  all/DT\n",
      "  (NE Iraqis/NNP)\n",
      "  can/MD\n",
      "  experience/VB\n",
      "  the/DT\n",
      "  benefits/NNS\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  ,/,\n",
      "  third/JJ\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  striking/VBG\n",
      "  terrorist/JJ\n",
      "  targets/NNS\n",
      "  while/IN\n",
      "  we/PRP\n",
      "  train/VBP\n",
      "  (NE Iraqi/JJ)\n",
      "  forces/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  increasingly/RB\n",
      "  capable/JJ\n",
      "  of/IN\n",
      "  defeating/VBG\n",
      "  the/DT\n",
      "  enemy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Iraqis/NNP)\n",
      "  are/VBP\n",
      "  showing/VBG\n",
      "  their/PRP$\n",
      "  courage/NN\n",
      "  every/DT\n",
      "  day/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  proud/JJ\n",
      "  to/TO\n",
      "  be/VB\n",
      "  their/PRP$\n",
      "  allies/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  cause/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  work/NN\n",
      "  in/IN\n",
      "  (NE Iraq/NNP)\n",
      "  is/VBZ\n",
      "  difficult/JJ\n",
      "  because/IN\n",
      "  our/PRP$\n",
      "  enemy/NN\n",
      "  is/VBZ\n",
      "  brutal/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  that/DT\n",
      "  brutality/NN\n",
      "  has/VBZ\n",
      "  not/RB\n",
      "  stopped/VBN\n",
      "  the/DT\n",
      "  dramatic/JJ\n",
      "  progress/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  new/JJ\n",
      "  democracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  less/JJR\n",
      "  than/IN\n",
      "  three/CD\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  gone/VBN\n",
      "  from/IN\n",
      "  dictatorship/NN\n",
      "  to/TO\n",
      "  liberation/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  sovereignty/VB\n",
      "  ,/,\n",
      "  to/TO\n",
      "  a/DT\n",
      "  constitution/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  national/JJ\n",
      "  elections/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  At/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  time/NN\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  coalition/NN\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  relentless/VBN\n",
      "  in/IN\n",
      "  shutting/VBG\n",
      "  off/RP\n",
      "  terrorist/JJ\n",
      "  infiltration/NN\n",
      "  ,/,\n",
      "  clearing/VBG\n",
      "  out/RP\n",
      "  insurgent/JJ\n",
      "  strongholds/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  turning/VBG\n",
      "  over/RP\n",
      "  territory/NN\n",
      "  to/TO\n",
      "  (NE Iraqi/NNP)\n",
      "  security/NN\n",
      "  forces/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  plan/NN\n",
      "  for/IN\n",
      "  victory/NN\n",
      "  ;/:\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  will/MD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (NE Iraqi/NNP)\n",
      "  people/NNS\n",
      "  ;/:\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  confident/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  skill/NN\n",
      "  and/CC\n",
      "  spirit/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Fellow/NNP)\n",
      "  citizens/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  in/IN\n",
      "  this/DT\n",
      "  fight/NN\n",
      "  to/TO\n",
      "  win/VB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  winning/VBG\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  The/DT\n",
      "  road/NN\n",
      "  of/IN\n",
      "  victory/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  road/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  take/VB\n",
      "  our/PRP$\n",
      "  troops/NNS\n",
      "  home/NN\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  make/VBP\n",
      "  progress/NN\n",
      "  on/IN\n",
      "  the/DT\n",
      "  ground/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (NE Iraqi/NNP)\n",
      "  forces/NNS\n",
      "  increasingly/RB\n",
      "  take/VBP\n",
      "  the/DT\n",
      "  lead/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  should/MD\n",
      "  be/VB\n",
      "  able/JJ\n",
      "  to/TO\n",
      "  further/JJ\n",
      "  decrease/VB\n",
      "  our/PRP$\n",
      "  troop/NN\n",
      "  levels/NNS\n",
      "  --/:\n",
      "  but/CC\n",
      "  those/DT\n",
      "  decisions/NNS\n",
      "  will/MD\n",
      "  be/VB\n",
      "  made/VBN\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  commanders/NNS\n",
      "  ,/,\n",
      "  not/RB\n",
      "  by/IN\n",
      "  politicians/NNS\n",
      "  in/IN\n",
      "  (NE Washington/NNP)\n",
      "  ,/,\n",
      "  D.C/NNP\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  coalition/NN\n",
      "  has/VBZ\n",
      "  learned/VBN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  experience/NN\n",
      "  in/IN\n",
      "  (NE Iraq/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  adjusted/VBN\n",
      "  our/PRP$\n",
      "  military/JJ\n",
      "  tactics/NNS\n",
      "  and/CC\n",
      "  changed/VBD\n",
      "  our/PRP$\n",
      "  approach/NN\n",
      "  to/TO\n",
      "  reconstruction/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Along/IN\n",
      "  the/DT\n",
      "  way/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  benefitted/VBN\n",
      "  from/IN\n",
      "  responsible/JJ\n",
      "  criticism/NN\n",
      "  and/CC\n",
      "  counsel/NN\n",
      "  offered/VBN\n",
      "  by/IN\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (NE Congress/NNP)\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  coming/VBG\n",
      "  year/NN\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  reach/VB\n",
      "  out/RP\n",
      "  and/CC\n",
      "  seek/VB\n",
      "  your/PRP$\n",
      "  good/JJ\n",
      "  advice/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  ,/,\n",
      "  there/EX\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  difference/NN\n",
      "  between/IN\n",
      "  responsible/JJ\n",
      "  criticism/NN\n",
      "  that/WDT\n",
      "  aims/VBZ\n",
      "  for/IN\n",
      "  success/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  defeatism/NN\n",
      "  that/WDT\n",
      "  refuses/VBZ\n",
      "  to/TO\n",
      "  acknowledge/VB\n",
      "  anything/NN\n",
      "  but/CC\n",
      "  failure/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (NE Hindsight/NNP)\n",
      "  alone/RB\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  wisdom/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  second-guessing/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  a/DT\n",
      "  strategy/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  With/IN\n",
      "  so/RB\n",
      "  much/JJ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  balance/NN\n",
      "  ,/,\n",
      "  those/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  in/IN\n",
      "  public/JJ\n",
      "  office/NN\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  duty/NN\n",
      "  to/TO\n",
      "  speak/VB\n",
      "  with/IN\n",
      "  candor/NN\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  sudden/JJ\n",
      "  withdrawal/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  forces/NNS\n",
      "  from/IN\n",
      "  (NE Iraq/NNP)\n",
      "  would/MD\n",
      "  abandon/VB\n",
      "  our/PRP$\n",
      "  (NE Iraqi/NNP)\n",
      "  allies/NNS\n",
      "  to/TO\n",
      "  death/NN\n",
      "  and/CC\n",
      "  prison/NN\n",
      "  ,/,\n",
      "  would/MD\n",
      "  put/VB\n",
      "  men/NNS\n",
      "  like/IN\n",
      "  bin/NN\n",
      "  (NE Laden/NNP)\n",
      "  and/CC\n",
      "  (NE Zarqawi/NNP)\n",
      "  in/IN\n",
      "  charge/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  strategic/JJ\n",
      "  country/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  show/VBP\n",
      "  that/IN\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  from/IN\n",
      "  (NE America/NNP)\n",
      "  means/VBZ\n",
      "  little/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  Members/NNS\n",
      "  of/IN\n",
      "  (NE Congress/NNP)\n",
      "  ,/,\n",
      "  however/RB\n",
      "  we/PRP\n",
      "  feel/VBP\n",
      "  about/IN\n",
      "  the/DT\n",
      "  decisions/NNS\n",
      "  and/CC\n",
      "  debates/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  past/NN\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  only/RB\n",
      "  one/CD\n",
      "  option/NN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  keep/VB\n",
      "  our/PRP$\n",
      "  word/NN\n",
      "  ,/,\n",
      "  defeat/VB\n",
      "  our/PRP$\n",
      "  enemies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  stand/VBP\n",
      "  behind/IN\n",
      "  the/DT\n",
      "  (NE American/JJ)\n",
      "  military/NN\n",
      "  in/IN\n",
      "  this/DT\n",
      "  vital/JJ\n",
      "  mission/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (NE Laura/NNP Bush/NNP)\n",
      "  is/VBZ\n",
      "  applauded/VBN\n",
      "  as/IN\n",
      "  she/PRP\n",
      "  is/VBZ\n",
      "  introduced/VBN\n",
      "  Tuesday/NNP\n",
      "  evening/NN\n",
      "  ,/,\n",
      "  (NE Jan/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  during/IN\n",
      "  the/DT\n",
      "  State/NNP\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (NE Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  (NE United/NNP States/NNPS Capitol/NNP)\n",
      "  in/IN\n",
      "  (NE Washington/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  (NE White/NNP House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (NE Eric/NNP Draper/NNP)\n",
      "  Our/PRP$\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  in/IN\n",
      "  uniform/JJ\n",
      "  are/VBP\n",
      "  making/VBG\n",
      "  sacrifices/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  showing/VBG\n",
      "  a/DT\n",
      "  sense/NN\n",
      "  of/IN\n",
      "  duty/NN\n",
      "  stronger/JJR\n",
      "  than/IN\n",
      "  all/DT\n",
      "  fear/NN\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  it/PRP\n",
      "  's/VBZ\n",
      "  like/IN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  house/NN\n",
      "  to/TO\n",
      "  house/NN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  maze/NN\n",
      "  of/IN\n",
      "  streets/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  wear/VB\n",
      "  heavy/JJ\n",
      "  gear/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  desert/NN\n",
      "  heat/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  see/VB\n",
      "  a/DT\n",
      "  comrade/NN\n",
      "  killed/VBN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  roadside/NN\n",
      "  bomb/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  those/DT\n",
      "  who/WP\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  costs/NNS\n",
      "  also/RB\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  stakes/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Marine/JJ Staff/NNP Sergeant/NNP Dan/NNP Clay/NNP)\n",
      "  was/VBD\n",
      "  killed/VBN\n",
      "  last/JJ\n",
      "  month/NN\n",
      "  fighting/VBG\n",
      "  in/IN\n",
      "  (NE Fallujah/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  He/PRP\n",
      "  left/VBD\n",
      "  behind/RP\n",
      "  a/DT\n",
      "  letter/NN\n",
      "  to/TO\n",
      "  his/PRP$\n",
      "  family/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  his/PRP$\n",
      "  words/NNS\n",
      "  could/MD\n",
      "  just/RB\n",
      "  as/RB\n",
      "  well/RB\n",
      "  be/VB\n",
      "  addressed/VBN\n",
      "  to/TO\n",
      "  every/DT\n",
      "  (NE American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Here/RB\n",
      "  is/VBZ\n",
      "  what/WP\n",
      "  (NE Dan/NNP)\n",
      "  wrote/VBD\n",
      "  :/:\n",
      "  ``/``\n",
      "  I/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  honor/NN\n",
      "  is/VBZ\n",
      "  ./.)\n",
      "(S\n",
      "  .../:\n",
      "  It/PRP\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  an/DT\n",
      "  honor/NN\n",
      "  to/TO\n",
      "  protect/VB\n",
      "  and/CC\n",
      "  serve/VB\n",
      "  all/DT\n",
      "  of/IN\n",
      "  you/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  faced/VBD\n",
      "  death/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  secure/NN\n",
      "  knowledge/NN\n",
      "  that/IN\n",
      "  you/PRP\n",
      "  would/MD\n",
      "  not/RB\n",
      "  have/VB\n",
      "  to/TO\n",
      "  .../:\n",
      "  ./.)\n",
      "(S Never/RB falter/NN !/.)\n",
      "(S\n",
      "  Do/VBP\n",
      "  n't/RB\n",
      "  hesitate/VB\n",
      "  to/TO\n",
      "  honor/VB\n",
      "  and/CC\n",
      "  support/VB\n",
      "  those/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  who/WP\n",
      "  have/VBP\n",
      "  the/DT\n",
      "  honor/NN\n",
      "  of/IN\n",
      "  protecting/VBG\n",
      "  that/DT\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  worth/JJ\n",
      "  protecting/VBG\n",
      "  ./.\n",
      "  ''/'')\n",
      "(S\n",
      "  (NE Staff/NNP Sergeant/NNP Dan/NNP Clay/NNP)\n",
      "  's/POS\n",
      "  wife/NN\n",
      "  ,/,\n",
      "  (NE Lisa/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  his/PRP$\n",
      "  mom/NN\n",
      "  and/CC\n",
      "  dad/NN\n",
      "  ,/,\n",
      "  (NE Sara/NNP Jo/NNP)\n",
      "  and/CC\n",
      "  (NE Bud/NNP)\n",
      "  ,/,\n",
      "  are/VBP\n",
      "  with/IN\n",
      "  us/PRP\n",
      "  this/DT\n",
      "  evening/NN\n",
      "  ./.)\n",
      "(S (NE Welcome/NNP) ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  nation/NN\n",
      "  is/VBZ\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  fallen/VBN\n",
      "  ,/,\n",
      "  who/WP\n",
      "  live/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  memory/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  all/DT\n",
      "  who/WP\n",
      "  volunteer/VBP\n",
      "  to/TO\n",
      "  wear/VB\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  's/POS\n",
      "  uniform/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  as/IN\n",
      "  we/PRP\n",
      "  honor/VBP\n",
      "  our/PRP$\n",
      "  brave/NN\n",
      "  troops/NNS\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  never/RB\n",
      "  forget/VBP\n",
      "  the/DT\n",
      "  sacrifices/NNS\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  's/POS\n",
      "  military/JJ\n",
      "  families/NNS\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terror/NN\n",
      "  involves/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  military/JJ\n",
      "  action/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Ultimately/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  only/JJ\n",
      "  way/NN\n",
      "  to/TO\n",
      "  defeat/VB\n",
      "  the/DT\n",
      "  terrorists/NNS\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  defeat/VB\n",
      "  their/PRP$\n",
      "  dark/JJ\n",
      "  vision/NN\n",
      "  of/IN\n",
      "  hatred/VBN\n",
      "  and/CC\n",
      "  fear/VBN\n",
      "  by/IN\n",
      "  offering/VBG\n",
      "  the/DT\n",
      "  hopeful/JJ\n",
      "  alternative/NN\n",
      "  of/IN\n",
      "  political/JJ\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  peaceful/JJ\n",
      "  change/NN\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  the/DT\n",
      "  (NE United/NNP States/NNPS)\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  supports/NNS\n",
      "  democratic/JJ\n",
      "  reform/NN\n",
      "  across/IN\n",
      "  the/DT\n",
      "  broader/JJR\n",
      "  (NE Middle/NNP East/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Elections/NNS\n",
      "  are/VBP\n",
      "  vital/JJ\n",
      "  ,/,\n",
      "  but/CC\n",
      "  they/PRP\n",
      "  are/VBP\n",
      "  only/RB\n",
      "  the/DT\n",
      "  beginning/NN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  ./.)\n",
      "(S\n",
      "  Raising/VBG\n",
      "  up/RP\n",
      "  a/DT\n",
      "  democracy/NN\n",
      "  requires/VBZ\n",
      "  the/DT\n",
      "  rule/NN\n",
      "  of/IN\n",
      "  law/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  protection/NN\n",
      "  of/IN\n",
      "  minorities/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  strong/JJ\n",
      "  ,/,\n",
      "  accountable/JJ\n",
      "  institutions/NNS\n",
      "  that/IN\n",
      "  last/JJ\n",
      "  longer/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  single/JJ\n",
      "  vote/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  great/JJ\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  (NE Egypt/NNP)\n",
      "  have/VBP\n",
      "  voted/VBN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  multi-party/JJ\n",
      "  presidential/JJ\n",
      "  election/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  now/RB\n",
      "  their/PRP$\n",
      "  government/NN\n",
      "  should/MD\n",
      "  open/VB\n",
      "  paths/NNS\n",
      "  of/IN\n",
      "  peaceful/JJ\n",
      "  opposition/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  reduce/VB\n",
      "  the/DT\n",
      "  appeal/NN\n",
      "  of/IN\n",
      "  radicalism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (NE Palestinian/JJ)\n",
      "  people/NNS\n",
      "  have/VBP\n",
      "  voted/VBN\n",
      "  in/IN\n",
      "  elections/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  now/RB\n",
      "  the/DT\n",
      "  leaders/NNS\n",
      "  of/IN\n",
      "  (NE Hamas/NNP)\n",
      "  must/MD\n",
      "  recognize/VB\n",
      "  (NE Israel/NNP)\n",
      "  ,/,\n",
      "  disarm/NN\n",
      "  ,/,\n",
      "  reject/JJ\n",
      "  terrorism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  work/NN\n",
      "  for/IN\n",
      "  lasting/VBG\n",
      "  peace/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (NE Saudi/NNP Arabia/NNP)\n",
      "  has/VBZ\n",
      "  taken/VBN\n",
      "  the/DT\n",
      "  first/JJ\n",
      "  steps/NNS\n",
      "  of/IN\n",
      "  reform/NN\n",
      "  --/:\n",
      "  now/RB\n",
      "  it/PRP\n",
      "  can/MD\n",
      "  offer/VB\n",
      "  its/PRP$\n",
      "  people/NNS\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  future/NN\n",
      "  by/IN\n",
      "  pressing/VBG\n",
      "  forward/RB\n",
      "  with/IN\n",
      "  those/DT\n",
      "  efforts/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Democracies/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (NE Middle/NNP East/NNP)\n",
      "  will/MD\n",
      "  not/RB\n",
      "  look/VB\n",
      "  like/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  ,/,\n",
      "  because/IN\n",
      "  they/PRP\n",
      "  will/MD\n",
      "  reflect/VB\n",
      "  the/DT\n",
      "  traditions/NNS\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  own/JJ\n",
      "  citizens/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  liberty/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  future/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  nation/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (NE Middle/NNP East/NNP)\n",
      "  ,/,\n",
      "  because/IN\n",
      "  liberty/NN\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  right/NN\n",
      "  and/CC\n",
      "  hope/NN\n",
      "  of/IN\n",
      "  all/DT\n",
      "  humanity/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  President/NNP\n",
      "  (NE George/NNP)\n",
      "  W./NNP\n",
      "  Bush/NNP\n",
      "  waves/VBZ\n",
      "  toward/IN\n",
      "  the/DT\n",
      "  upper/JJ\n",
      "  visitors/NNS\n",
      "  gallery/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (NE House/NNP)\n",
      "  Chamber/NNP\n",
      "  following/VBG\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  Union/NNP\n",
      "  remarks/NNS\n",
      "  Tuesday/NNP\n",
      "  ,/,\n",
      "  (NE Jan/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (NE United/NNP States/NNPS Capitol/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  (NE White/NNP House/NNP)\n",
      "  photo/NN\n",
      "  by/IN\n",
      "  (NE Eric/NNP)\n",
      "  Draper/NNP\n",
      "  The/DT\n",
      "  same/JJ\n",
      "  is/VBZ\n",
      "  true/JJ\n",
      "  of/IN\n",
      "  (NE Iran/NNP)\n",
      "  ,/,\n",
      "  a/DT\n",
      "  nation/NN\n",
      "  now/RB\n",
      "  held/VBN\n",
      "  hostage/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  small/JJ\n",
      "  clerical/JJ\n",
      "  elite/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  isolating/VBG\n",
      "  and/CC\n",
      "  repressing/VBG\n",
      "  its/PRP$\n",
      "  people/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  regime/NN\n",
      "  in/IN\n",
      "  that/DT\n",
      "  country/NN\n",
      "  sponsors/NNS\n",
      "  terrorists/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (NE Palestinian/JJ)\n",
      "  territories/NNS\n",
      "  and/CC\n",
      "  in/IN\n",
      "  (NE Lebanon/NNP)\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/DT\n",
      "  must/MD\n",
      "  come/VB\n",
      "  to/TO\n",
      "  an/DT\n",
      "  end/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  The/DT\n",
      "  (NE Iranian/JJ)\n",
      "  government/NN\n",
      "  is/VBZ\n",
      "  defying/VBG\n",
      "  the/DT\n",
      "  world/NN\n",
      "  with/IN\n",
      "  its/PRP$\n",
      "  nuclear/JJ\n",
      "  ambitions/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  nations/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  must/MD\n",
      "  not/RB\n",
      "  permit/VB\n",
      "  the/DT\n",
      "  (NE Iranian/JJ)\n",
      "  regime/NN\n",
      "  to/TO\n",
      "  gain/VB\n",
      "  nuclear/JJ\n",
      "  weapons/NNS\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (NE America/NNP)\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  rally/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  to/TO\n",
      "  confront/VB\n",
      "  these/DT\n",
      "  threats/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Tonight/NNP)\n",
      "  ,/,\n",
      "  let/VB\n",
      "  me/PRP\n",
      "  speak/VB\n",
      "  directly/RB\n",
      "  to/TO\n",
      "  the/DT\n",
      "  citizens/NNS\n",
      "  of/IN\n",
      "  (NE Iran/NNP)\n",
      "  :/:\n",
      "  (NE America/NNP)\n",
      "  respects/VBZ\n",
      "  you/PRP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  respect/VBP\n",
      "  your/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  respect/VBP\n",
      "  your/PRP$\n",
      "  right/NN\n",
      "  to/TO\n",
      "  choose/VB\n",
      "  your/PRP$\n",
      "  own/JJ\n",
      "  future/NN\n",
      "  and/CC\n",
      "  win/VB\n",
      "  your/PRP$\n",
      "  own/JJ\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  hopes/VBZ\n",
      "  one/CD\n",
      "  day/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  the/DT\n",
      "  closest/JJS\n",
      "  of/IN\n",
      "  friends/NNS\n",
      "  with/IN\n",
      "  a/DT\n",
      "  free/JJ\n",
      "  and/CC\n",
      "  democratic/JJ\n",
      "  (NE Iran/NNP)\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  To/TO\n",
      "  overcome/VB\n",
      "  dangers/NNS\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  take/VB\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  by/IN\n",
      "  encouraging/VBG\n",
      "  economic/JJ\n",
      "  progress/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  fighting/VBG\n",
      "  disease/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  spreading/VBG\n",
      "  hope/NN\n",
      "  in/IN\n",
      "  hopeless/JJ\n",
      "  lands/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Isolationism/NNP)\n",
      "  would/MD\n",
      "  not/RB\n",
      "  only/RB\n",
      "  tie/VB\n",
      "  our/PRP$\n",
      "  hands/NNS\n",
      "  in/IN\n",
      "  fighting/VBG\n",
      "  enemies/NNS\n",
      "  ,/,\n",
      "  it/PRP\n",
      "  would/MD\n",
      "  keep/VB\n",
      "  us/PRP\n",
      "  from/IN\n",
      "  helping/VBG\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  in/IN\n",
      "  desperate/JJ\n",
      "  need/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  show/VBP\n",
      "  compassion/JJ\n",
      "  abroad/RB\n",
      "  because/IN\n",
      "  Americans/NNPS\n",
      "  believe/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  God-given/NNP\n",
      "  dignity/NN\n",
      "  and/CC\n",
      "  worth/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  villager/NN\n",
      "  with/IN\n",
      "  HIV/AIDS/NNP\n",
      "  ,/,\n",
      "  or/CC\n",
      "  an/DT\n",
      "  infant/NN\n",
      "  with/IN\n",
      "  malaria/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  a/DT\n",
      "  refugee/JJ\n",
      "  fleeing/NN\n",
      "  genocide/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  a/DT\n",
      "  young/JJ\n",
      "  girl/NN\n",
      "  sold/VBN\n",
      "  into/IN\n",
      "  slavery/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  also/RB\n",
      "  show/VBP\n",
      "  compassion/NN\n",
      "  abroad/RB\n",
      "  because/IN\n",
      "  regions/NNS\n",
      "  overwhelmed/VBN\n",
      "  by/IN\n",
      "  poverty/NN\n",
      "  ,/,\n",
      "  corruption/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  despair/NN\n",
      "  are/VBP\n",
      "  sources/NNS\n",
      "  of/IN\n",
      "  terrorism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  organized/VBD\n",
      "  crime/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  human/JJ\n",
      "  trafficking/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  drug/NN\n",
      "  trade/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  recent/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  you/PRP\n",
      "  and/CC\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  taken/VBN\n",
      "  unprecedented/JJ\n",
      "  action/NN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  (NE AIDS/NNP)\n",
      "  and/CC\n",
      "  malaria/NNS\n",
      "  ,/,\n",
      "  expand/VBP\n",
      "  the/DT\n",
      "  education/NN\n",
      "  of/IN\n",
      "  girls/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reward/RB\n",
      "  developing/VBG\n",
      "  nations/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  moving/VBG\n",
      "  forward/RB\n",
      "  with/IN\n",
      "  economic/JJ\n",
      "  and/CC\n",
      "  political/JJ\n",
      "  reform/NN\n",
      "  ./.)\n",
      "(S\n",
      "  For/IN\n",
      "  people/NNS\n",
      "  everywhere/RB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (NE United/NNP States/NNPS)\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  partner/NN\n",
      "  for/IN\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Short-changing/VBG\n",
      "  these/DT\n",
      "  efforts/NNS\n",
      "  would/MD\n",
      "  increase/VB\n",
      "  the/DT\n",
      "  suffering/NN\n",
      "  and/CC\n",
      "  chaos/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  world/NN\n",
      "  ,/,\n",
      "  undercut/JJ\n",
      "  our/PRP$\n",
      "  long-term/JJ\n",
      "  security/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  dull/VB\n",
      "  the/DT\n",
      "  conscience/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (NE Congress/NNP)\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  the/DT\n",
      "  interests/NNS\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  by/IN\n",
      "  showing/VBG\n",
      "  the/DT\n",
      "  compassion/NN\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  country/NN\n",
      "  must/MD\n",
      "  also/RB\n",
      "  remain/VB\n",
      "  on/IN\n",
      "  the/DT\n",
      "  offensive/JJ\n",
      "  against/IN\n",
      "  terrorism/NN\n",
      "  here/RB\n",
      "  at/IN\n",
      "  home/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  enemy/NN\n",
      "  has/VBZ\n",
      "  not/RB\n",
      "  lost/VBN\n",
      "  the/DT\n",
      "  desire/NN\n",
      "  or/CC\n",
      "  capability/NN\n",
      "  to/TO\n",
      "  attack/VB\n",
      "  us/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  Fortunately/RB\n",
      "  ,/,\n",
      "  this/DT\n",
      "  nation/NN\n",
      "  has/VBZ\n",
      "  superb/VBN\n",
      "  professionals/NNS\n",
      "  in/IN\n",
      "  law/NN\n",
      "  enforcement/NN\n",
      "  ,/,\n",
      "  intelligence/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  military/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  homeland/VBP\n",
      "  security/NN\n",
      "  ./.)\n",
      "(S\n",
      "  These/DT\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  are/VBP\n",
      "  dedicating/VBG\n",
      "  their/PRP$\n",
      "  lives/NNS\n",
      "  ,/,\n",
      "  protecting/VBG\n",
      "  us/PRP\n",
      "  all/DT\n",
      "  ,/,\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  deserve/VBP\n",
      "  our/PRP$\n",
      "  support/NN\n",
      "  and/CC\n",
      "  our/PRP$\n",
      "  thanks/NNS\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  They/PRP\n",
      "  also/RB\n",
      "  deserve/VBP\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  tools/NNS\n",
      "  they/PRP\n",
      "  already/RB\n",
      "  use/VBP\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  drug/NN\n",
      "  trafficking/NN\n",
      "  and/CC\n",
      "  organized/VBN\n",
      "  crime/NN\n",
      "  --/:\n",
      "  so/RB\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  reauthorize/VB\n",
      "  the/DT\n",
      "  (NE Patriot/NNP Act/NNP)\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  It/PRP\n",
      "  is/VBZ\n",
      "  said/VBD\n",
      "  that/IN\n",
      "  prior/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  attacks/NNS\n",
      "  of/IN\n",
      "  September/NNP\n",
      "  the/DT\n",
      "  11th/CD\n",
      "  ,/,\n",
      "  our/PRP$\n",
      "  government/NN\n",
      "  failed/VBD\n",
      "  to/TO\n",
      "  connect/VB\n",
      "  the/DT\n",
      "  dots/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  conspiracy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  now/RB\n",
      "  know/VBP\n",
      "  that/IN\n",
      "  two/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  hijackers/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  (NE United/NNP States/NNPS)\n",
      "  placed/VBD\n",
      "  telephone/NN\n",
      "  calls/NNS\n",
      "  to/TO\n",
      "  al/VB\n",
      "  (NE Qaeda/NNP)\n",
      "  operatives/VBZ\n",
      "  overseas/RB\n",
      "  ./.)\n",
      "(S\n",
      "  But/CC\n",
      "  we/PRP\n",
      "  did/VBD\n",
      "  not/RB\n",
      "  know/VB\n",
      "  about/IN\n",
      "  their/PRP$\n",
      "  plans/NNS\n",
      "  until/IN\n",
      "  it/PRP\n",
      "  was/VBD\n",
      "  too/RB\n",
      "  late/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  to/TO\n",
      "  prevent/VB\n",
      "  another/DT\n",
      "  attack/NN\n",
      "  --/:\n",
      "  based/VBN\n",
      "  on/IN\n",
      "  authority/NN\n",
      "  given/VBN\n",
      "  to/TO\n",
      "  me/PRP\n",
      "  by/IN\n",
      "  the/DT\n",
      "  Constitution/NNP\n",
      "  and/CC\n",
      "  by/IN\n",
      "  statute/NN\n",
      "  --/:\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  authorized/VBN\n",
      "  a/DT\n",
      "  terrorist/JJ\n",
      "  surveillance/NN\n",
      "  program/NN\n",
      "  to/TO\n",
      "  aggressively/RB\n",
      "  pursue/VB\n",
      "  the/DT\n",
      "  international/JJ\n",
      "  communications/NNS\n",
      "  of/IN\n",
      "  suspected/JJ\n",
      "  al/JJ\n",
      "  Qaeda/NNP\n",
      "  operatives/NNS\n",
      "  and/CC\n",
      "  affiliates/NNS\n",
      "  to/TO\n",
      "  and/CC\n",
      "  from/IN\n",
      "  (NE America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Previous/JJ\n",
      "  Presidents/NNS\n",
      "  have/VBP\n",
      "  used/VBN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  constitutional/JJ\n",
      "  authority/NN\n",
      "  I/PRP\n",
      "  have/VBP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  federal/JJ\n",
      "  courts/NNS\n",
      "  have/VBP\n",
      "  approved/VBN\n",
      "  the/DT\n",
      "  use/NN\n",
      "  of/IN\n",
      "  that/DT\n",
      "  authority/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Appropriate/JJ\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (NE Congress/NNP)\n",
      "  have/VBP\n",
      "  been/VBN\n",
      "  kept/VBN\n",
      "  informed/VBN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  terrorist/JJ\n",
      "  surveillance/NN\n",
      "  program/NN\n",
      "  has/VBZ\n",
      "  helped/VBN\n",
      "  prevent/VB\n",
      "  terrorist/JJ\n",
      "  attacks/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  It/PRP\n",
      "  remains/VBZ\n",
      "  essential/JJ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  security/NN\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  there/EX\n",
      "  are/VBP\n",
      "  people/NNS\n",
      "  inside/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  who/WP\n",
      "  are/VBP\n",
      "  talking/VBG\n",
      "  with/IN\n",
      "  al/NN\n",
      "  (NE Qaeda/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  want/VBP\n",
      "  to/TO\n",
      "  know/VB\n",
      "  about/IN\n",
      "  it/PRP\n",
      "  ,/,\n",
      "  because/IN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  not/RB\n",
      "  sit/VB\n",
      "  back/RB\n",
      "  and/CC\n",
      "  wait/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  hit/VBN\n",
      "  again/RB\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  In/IN\n",
      "  all/PDT\n",
      "  these/DT\n",
      "  areas/NNS\n",
      "  --/:\n",
      "  from/IN\n",
      "  the/DT\n",
      "  disruption/NN\n",
      "  of/IN\n",
      "  terror/NN\n",
      "  networks/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  victory/NN\n",
      "  in/IN\n",
      "  (NE Iraq/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  the/DT\n",
      "  spread/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  hope/NN\n",
      "  in/IN\n",
      "  troubled/JJ\n",
      "  regions/NNS\n",
      "  --/:\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  the/DT\n",
      "  support/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  friends/NNS\n",
      "  and/CC\n",
      "  allies/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  draw/VB\n",
      "  that/DT\n",
      "  support/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  always/RB\n",
      "  be/VB\n",
      "  clear/JJ\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  principles/NNS\n",
      "  and/CC\n",
      "  willing/JJ\n",
      "  to/TO\n",
      "  act/VB\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  only/JJ\n",
      "  alternative/NN\n",
      "  to/TO\n",
      "  (NE American/JJ)\n",
      "  leadership/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  dramatically/RB\n",
      "  more/RBR\n",
      "  dangerous/JJ\n",
      "  and/CC\n",
      "  anxious/JJ\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/CC\n",
      "  we/PRP\n",
      "  also/RB\n",
      "  choose/VBP\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  because/IN\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  privilege/NN\n",
      "  to/TO\n",
      "  serve/VB\n",
      "  the/DT\n",
      "  values/NNS\n",
      "  that/WDT\n",
      "  gave/VBD\n",
      "  us/PRP\n",
      "  birth/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE American/JJ)\n",
      "  leaders/NNS\n",
      "  --/:\n",
      "  from/IN\n",
      "  (NE Roosevelt/NNP)\n",
      "  to/TO\n",
      "  (NE Truman/NNP)\n",
      "  to/TO\n",
      "  (NE Kennedy/NNP)\n",
      "  to/TO\n",
      "  (NE Reagan/NNP)\n",
      "  --/:\n",
      "  rejected/VBD\n",
      "  isolation/NN\n",
      "  and/CC\n",
      "  retreat/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  they/PRP\n",
      "  knew/VBD\n",
      "  that/IN\n",
      "  (NE America/NNP)\n",
      "  is/VBZ\n",
      "  always/RB\n",
      "  more/RBR\n",
      "  secure/JJ\n",
      "  when/WRB\n",
      "  freedom/NN\n",
      "  is/VBZ\n",
      "  on/IN\n",
      "  the/DT\n",
      "  march/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  own/JJ\n",
      "  generation/NN\n",
      "  is/VBZ\n",
      "  in/IN\n",
      "  a/DT\n",
      "  long/JJ\n",
      "  war/NN\n",
      "  against/IN\n",
      "  a/DT\n",
      "  determined/JJ\n",
      "  enemy/NN\n",
      "  --/:\n",
      "  a/DT\n",
      "  war/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  be/VB\n",
      "  fought/VBN\n",
      "  by/IN\n",
      "  Presidents/NNS\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  who/WP\n",
      "  will/MD\n",
      "  need/VB\n",
      "  steady/JJ\n",
      "  bipartisan/JJ\n",
      "  support/NN\n",
      "  from/IN\n",
      "  the/DT\n",
      "  (NE Congress/NNP)\n",
      "  ./.)\n",
      "(S And/CC tonight/NN I/PRP ask/VBP for/IN yours/NNS ./.)\n",
      "(S\n",
      "  Together/RB\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  protect/VB\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ,/,\n",
      "  support/VB\n",
      "  the/DT\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  who/WP\n",
      "  defend/VBP\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  and/CC\n",
      "  lead/VB\n",
      "  this/DT\n",
      "  world/NN\n",
      "  toward/IN\n",
      "  freedom/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Here/RB\n",
      "  at/IN\n",
      "  home/NN\n",
      "  ,/,\n",
      "  (NE America/NNP)\n",
      "  also/RB\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  opportunity/NN\n",
      "  :/:\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  build/VB\n",
      "  the/DT\n",
      "  prosperity/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  by/IN\n",
      "  strengthening/VBG\n",
      "  our/PRP$\n",
      "  economic/JJ\n",
      "  leadership/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  economy/NN\n",
      "  is/VBZ\n",
      "  healthy/JJ\n",
      "  and/CC\n",
      "  vigorous/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  growing/VBG\n",
      "  faster/RBR\n",
      "  than/IN\n",
      "  other/JJ\n",
      "  major/JJ\n",
      "  industrialized/VBN\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  two-and-a-half/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  (NE America/NNP)\n",
      "  has/VBZ\n",
      "  created/VBN\n",
      "  4.6/CD\n",
      "  million/CD\n",
      "  new/JJ\n",
      "  jobs/NNS\n",
      "  --/:\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  (NE Japan/NNP)\n",
      "  and/CC\n",
      "  the/DT\n",
      "  (NE European/NNP Union/NNP)\n",
      "  combined/VBD\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Even/RB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  face/NN\n",
      "  of/IN\n",
      "  higher/JJR\n",
      "  energy/NN\n",
      "  prices/NNS\n",
      "  and/CC\n",
      "  natural/JJ\n",
      "  disasters/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (NE American/JJ)\n",
      "  people/NNS\n",
      "  have/VBP\n",
      "  turned/VBN\n",
      "  in/IN\n",
      "  an/DT\n",
      "  economic/JJ\n",
      "  performance/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  the/DT\n",
      "  envy/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (NE American/JJ)\n",
      "  economy/NN\n",
      "  is/VBZ\n",
      "  preeminent/JJ\n",
      "  ,/,\n",
      "  but/CC\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  not/RB\n",
      "  afford/VB\n",
      "  to/TO\n",
      "  be/VB\n",
      "  complacent/JJ\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  a/DT\n",
      "  dynamic/JJ\n",
      "  world/NN\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  seeing/VBG\n",
      "  new/JJ\n",
      "  competitors/NNS\n",
      "  ,/,\n",
      "  like/IN\n",
      "  (NE China/NNP)\n",
      "  and/CC\n",
      "  (NE India/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  this/DT\n",
      "  creates/VBZ\n",
      "  uncertainty/NN\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  makes/VBZ\n",
      "  it/PRP\n",
      "  easier/JJR\n",
      "  to/TO\n",
      "  feed/VB\n",
      "  people/NNS\n",
      "  's/POS\n",
      "  fears/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  seeing/VBG\n",
      "  some/DT\n",
      "  old/JJ\n",
      "  temptations/NNS\n",
      "  return/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Protectionists/NNS\n",
      "  want/VBP\n",
      "  to/TO\n",
      "  escape/VB\n",
      "  competition/NN\n",
      "  ,/,\n",
      "  pretending/VBG\n",
      "  that/IN\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  keep/VB\n",
      "  our/PRP$\n",
      "  high/JJ\n",
      "  standard/NN\n",
      "  of/IN\n",
      "  living/NN\n",
      "  while/IN\n",
      "  walling/VBG\n",
      "  off/RP\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Others/NNS\n",
      "  say/VBP\n",
      "  that/IN\n",
      "  the/DT\n",
      "  government/NN\n",
      "  needs/VBZ\n",
      "  to/TO\n",
      "  take/VB\n",
      "  a/DT\n",
      "  larger/JJR\n",
      "  role/NN\n",
      "  in/IN\n",
      "  directing/VBG\n",
      "  the/DT\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  centralizing/VBG\n",
      "  more/JJR\n",
      "  power/NN\n",
      "  in/IN\n",
      "  (NE Washington/NNP)\n",
      "  and/CC\n",
      "  increasing/VBG\n",
      "  taxes/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  hear/VBP\n",
      "  claims/NNS\n",
      "  that/IN\n",
      "  immigrants/NNS\n",
      "  are/VBP\n",
      "  somehow/RB\n",
      "  bad/JJ\n",
      "  for/IN\n",
      "  the/DT\n",
      "  economy/NN\n",
      "  --/:\n",
      "  even/RB\n",
      "  though/IN\n",
      "  this/DT\n",
      "  economy/NN\n",
      "  could/MD\n",
      "  not/RB\n",
      "  function/VB\n",
      "  without/IN\n",
      "  them/PRP\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  All/PDT\n",
      "  these/DT\n",
      "  are/VBP\n",
      "  forms/NNS\n",
      "  of/IN\n",
      "  economic/JJ\n",
      "  retreat/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  lead/VBP\n",
      "  in/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  direction/NN\n",
      "  --/:\n",
      "  toward/IN\n",
      "  a/DT\n",
      "  stagnant/JJ\n",
      "  and/CC\n",
      "  second-rate/JJ\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  set/VB\n",
      "  out/RP\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  path/NN\n",
      "  :/:\n",
      "  an/DT\n",
      "  agenda/NN\n",
      "  for/IN\n",
      "  a/DT\n",
      "  nation/NN\n",
      "  that/WDT\n",
      "  competes/VBZ\n",
      "  with/IN\n",
      "  confidence/NN\n",
      "  ;/:\n",
      "  an/DT\n",
      "  agenda/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  raise/VB\n",
      "  standards/NNS\n",
      "  of/IN\n",
      "  living/NN\n",
      "  and/CC\n",
      "  generate/VB\n",
      "  new/JJ\n",
      "  jobs/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Americans/NNPS\n",
      "  should/MD\n",
      "  not/RB\n",
      "  fear/VB\n",
      "  our/PRP$\n",
      "  economic/JJ\n",
      "  future/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  we/PRP\n",
      "  intend/VBP\n",
      "  to/TO\n",
      "  shape/VB\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (NE America/NNP)\n",
      "  competitive/JJ\n",
      "  begins/NNS\n",
      "  with/IN\n",
      "  keeping/VBG\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  growing/VBG\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  grows/VBZ\n",
      "  when/WRB\n",
      "  Americans/NNPS\n",
      "  have/VBP\n",
      "  more/JJR\n",
      "  of/IN\n",
      "  their/PRP$\n",
      "  own/JJ\n",
      "  money/NN\n",
      "  to/TO\n",
      "  spend/VB\n",
      "  ,/,\n",
      "  save/VB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  invest/JJS\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  five/CD\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  you/PRP\n",
      "  passed/VBN\n",
      "  has/VBZ\n",
      "  left/VBN\n",
      "  $/$\n",
      "  880/CD\n",
      "  billion/CD\n",
      "  in/IN\n",
      "  the/DT\n",
      "  hands/NNS\n",
      "  of/IN\n",
      "  (NE American/JJ)\n",
      "  workers/NNS\n",
      "  ,/,\n",
      "  investors/NNS\n",
      "  ,/,\n",
      "  small/JJ\n",
      "  businesses/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  families/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  used/VBN\n",
      "  it/PRP\n",
      "  to/TO\n",
      "  help/VB\n",
      "  produce/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  four/CD\n",
      "  years/NNS\n",
      "  of/IN\n",
      "  uninterrupted/JJ\n",
      "  economic/JJ\n",
      "  growth/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Yet/RB\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  is/VBZ\n",
      "  set/VBN\n",
      "  to/TO\n",
      "  expire/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  next/JJ\n",
      "  few/JJ\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  do/VBP\n",
      "  nothing/NN\n",
      "  ,/,\n",
      "  (NE American/NNP)\n",
      "  families/NNS\n",
      "  will/MD\n",
      "  face/VB\n",
      "  a/DT\n",
      "  massive/JJ\n",
      "  tax/NN\n",
      "  increase/NN\n",
      "  they/PRP\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  expect/VB\n",
      "  and/CC\n",
      "  will/MD\n",
      "  not/RB\n",
      "  welcome/VB\n",
      "  ./.)\n",
      "(S\n",
      "  Because/IN\n",
      "  (NE America/NNP)\n",
      "  needs/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  temporary/JJ\n",
      "  expansion/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  temporary/JJ\n",
      "  tax/NN\n",
      "  relief/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  the/DT\n",
      "  (NE Congress/NNP)\n",
      "  to/TO\n",
      "  act/VB\n",
      "  responsibly/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  make/VB\n",
      "  the/DT\n",
      "  tax/NN\n",
      "  cuts/NNS\n",
      "  permanent/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (NE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  us/PRP\n",
      "  to/TO\n",
      "  be/VB\n",
      "  good/JJ\n",
      "  stewards/NNS\n",
      "  of/IN\n",
      "  tax/NN\n",
      "  dollars/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Every/DT\n",
      "  year/NN\n",
      "  of/IN\n",
      "  my/PRP$\n",
      "  presidency/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  reduced/VBN\n",
      "  the/DT\n",
      "  growth/NN\n",
      "  of/IN\n",
      "  non-security/JJ\n",
      "  discretionary/JJ\n",
      "  spending/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  last/JJ\n",
      "  year/NN\n",
      "  you/PRP\n",
      "  passed/VBD\n",
      "  bills/NNS\n",
      "  that/IN\n",
      "  cut/VBD\n",
      "  this/DT\n",
      "  spending/NN\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  my/PRP$\n",
      "  budget/NN\n",
      "  will/MD\n",
      "  cut/VB\n",
      "  it/PRP\n",
      "  again/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reduce/VB\n",
      "  or/CC\n",
      "  eliminate/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  140/CD\n",
      "  programs/NNS\n",
      "  that/WDT\n",
      "  are/VBP\n",
      "  performing/VBG\n",
      "  poorly/RB\n",
      "  or/CC\n",
      "  not/RB\n",
      "  fulfilling/JJ\n",
      "  essential/JJ\n",
      "  priorities/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  passing/VBG\n",
      "  these/DT\n",
      "  reforms/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  save/VB\n",
      "  the/DT\n",
      "  (NE American/NNP)\n",
      "  taxpayer/NN\n",
      "  another/DT\n",
      "  $/$\n",
      "  14/CD\n",
      "  billion/CD\n",
      "  next/JJ\n",
      "  year/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  stay/VB\n",
      "  on/IN\n",
      "  track/NN\n",
      "  to/TO\n",
      "  cut/VB\n",
      "  the/DT\n",
      "  deficit/NN\n",
      "  in/IN\n",
      "  half/NN\n",
      "  by/IN\n",
      "  2009/CD\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  I/PRP\n",
      "  am/VBP\n",
      "  pleased/JJ\n",
      "  that/IN\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (NE Congress/NNP)\n",
      "  are/VBP\n",
      "  working/VBG\n",
      "  on/IN\n",
      "  earmark/NN\n",
      "  reform/NN\n",
      "  ,/,\n",
      "  because/IN\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  budget/NN\n",
      "  has/VBZ\n",
      "  too/RB\n",
      "  many/JJ\n",
      "  special/JJ\n",
      "  interest/NN\n",
      "  projects/NNS\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  can/MD\n",
      "  tackle/VB\n",
      "  this/DT\n",
      "  problem/NN\n",
      "  together/RB\n",
      "  ,/,\n",
      "  if/IN\n",
      "  you/PRP\n",
      "  pass/VBP\n",
      "  the/DT\n",
      "  line-item/JJ\n",
      "  veto/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  larger/JJR\n",
      "  challenge/NN\n",
      "  of/IN\n",
      "  mandatory/JJ\n",
      "  spending/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  entitlements/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  first/JJ\n",
      "  of/IN\n",
      "  about/RB\n",
      "  78/CD\n",
      "  million/CD\n",
      "  baby/NN\n",
      "  boomers/NNS\n",
      "  turn/VBP\n",
      "  60/CD\n",
      "  ,/,\n",
      "  including/VBG\n",
      "  two/CD\n",
      "  of/IN\n",
      "  my/PRP$\n",
      "  Dad/NNP\n",
      "  's/POS\n",
      "  favorite/JJ\n",
      "  people/NNS\n",
      "  --/:\n",
      "  me/PRP\n",
      "  and/CC\n",
      "  President/NNP\n",
      "  (NE Clinton/NNP)\n",
      "  ./.)\n",
      "(S (/( Laughter/NNP ./. )/))\n",
      "(S\n",
      "  This/DT\n",
      "  milestone/NN\n",
      "  is/VBZ\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  personal/JJ\n",
      "  crisis/NN\n",
      "  --/:\n",
      "  (/(\n",
      "  laughter/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  national/JJ\n",
      "  challenge/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  retirement/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  baby/NN\n",
      "  boom/NN\n",
      "  generation/NN\n",
      "  will/MD\n",
      "  put/VB\n",
      "  unprecedented/JJ\n",
      "  strains/NNS\n",
      "  on/IN\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  government/NN\n",
      "  ./.)\n",
      "(S\n",
      "  By/IN\n",
      "  2030/CD\n",
      "  ,/,\n",
      "  spending/VBG\n",
      "  for/IN\n",
      "  (NE Social/NNP Security/NNP)\n",
      "  ,/,\n",
      "  (NE Medicare/NNP)\n",
      "  and/CC\n",
      "  (NE Medicaid/NNP)\n",
      "  alone/RB\n",
      "  will/MD\n",
      "  be/VB\n",
      "  almost/RB\n",
      "  60/CD\n",
      "  percent/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  entire/JJ\n",
      "  federal/JJ\n",
      "  budget/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  that/DT\n",
      "  will/MD\n",
      "  present/VB\n",
      "  future/JJ\n",
      "  Congresses/NNS\n",
      "  with/IN\n",
      "  impossible/JJ\n",
      "  choices/NNS\n",
      "  --/:\n",
      "  staggering/VBG\n",
      "  tax/NN\n",
      "  increases/NNS\n",
      "  ,/,\n",
      "  immense/JJ\n",
      "  deficits/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  deep/JJ\n",
      "  cuts/NNS\n",
      "  in/IN\n",
      "  every/DT\n",
      "  category/NN\n",
      "  of/IN\n",
      "  spending/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Congress/NNP)\n",
      "  did/VBD\n",
      "  not/RB\n",
      "  act/VB\n",
      "  last/JJ\n",
      "  year/NN\n",
      "  on/IN\n",
      "  my/PRP$\n",
      "  proposal/NN\n",
      "  to/TO\n",
      "  save/VB\n",
      "  (NE Social/NNP)\n",
      "  Security/NNP\n",
      "  --/:\n",
      "  (/(\n",
      "  applause/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  yet/RB\n",
      "  the/DT\n",
      "  rising/VBG\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  entitlements/NNS\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  problem/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  going/VBG\n",
      "  away/RB\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  every/DT\n",
      "  year/NN\n",
      "  we/PRP\n",
      "  fail/VBP\n",
      "  to/TO\n",
      "  act/VB\n",
      "  ,/,\n",
      "  the/DT\n",
      "  situation/NN\n",
      "  gets/VBZ\n",
      "  worse/JJR\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  tonight/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  join/VB\n",
      "  me/PRP\n",
      "  in/IN\n",
      "  creating/VBG\n",
      "  a/DT\n",
      "  commission/NN\n",
      "  to/TO\n",
      "  examine/VB\n",
      "  the/DT\n",
      "  full/JJ\n",
      "  impact/NN\n",
      "  of/IN\n",
      "  baby/NN\n",
      "  boom/NN\n",
      "  retirements/NNS\n",
      "  on/IN\n",
      "  (NE Social/NNP Security/NNP)\n",
      "  ,/,\n",
      "  (NE Medicare/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (NE Medicaid/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  commission/NN\n",
      "  should/MD\n",
      "  include/VB\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (NE Congress/NNP)\n",
      "  of/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  offer/VBP\n",
      "  bipartisan/JJ\n",
      "  solutions/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  need/VBP\n",
      "  to/TO\n",
      "  put/VB\n",
      "  aside/RP\n",
      "  partisan/JJ\n",
      "  politics/NNS\n",
      "  and/CC\n",
      "  work/NN\n",
      "  together/RB\n",
      "  and/CC\n",
      "  get/VB\n",
      "  this/DT\n",
      "  problem/NN\n",
      "  solved/VBD\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (NE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  us/PRP\n",
      "  to/TO\n",
      "  open/VB\n",
      "  more/JJR\n",
      "  markets/NNS\n",
      "  for/IN\n",
      "  all/DT\n",
      "  that/DT\n",
      "  Americans/NNPS\n",
      "  make/VBP\n",
      "  and/CC\n",
      "  grow/VB\n",
      "  ./.)\n",
      "(S\n",
      "  One/CD\n",
      "  out/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  five/CD\n",
      "  factory/NN\n",
      "  jobs/NNS\n",
      "  in/IN\n",
      "  (NE America/NNP)\n",
      "  is/VBZ\n",
      "  related/VBN\n",
      "  to/TO\n",
      "  global/JJ\n",
      "  trade/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  want/VBP\n",
      "  people/NNS\n",
      "  everywhere/RB\n",
      "  to/TO\n",
      "  buy/VB\n",
      "  (NE American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  With/IN\n",
      "  open/JJ\n",
      "  markets/NNS\n",
      "  and/CC\n",
      "  a/DT\n",
      "  level/JJ\n",
      "  playing/NN\n",
      "  field/NN\n",
      "  ,/,\n",
      "  no/DT\n",
      "  one/NN\n",
      "  can/MD\n",
      "  out-produce/VB\n",
      "  or/CC\n",
      "  out-compete/VB\n",
      "  the/DT\n",
      "  (NE American/JJ)\n",
      "  worker/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (NE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  an/DT\n",
      "  immigration/NN\n",
      "  system/NN\n",
      "  that/WDT\n",
      "  upholds/VBZ\n",
      "  our/PRP$\n",
      "  laws/NNS\n",
      "  ,/,\n",
      "  reflects/VBZ\n",
      "  our/PRP$\n",
      "  values/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  serves/VBZ\n",
      "  the/DT\n",
      "  interests/NNS\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  nation/NN\n",
      "  needs/VBZ\n",
      "  orderly/JJ\n",
      "  and/CC\n",
      "  secure/JJ\n",
      "  borders/NNS\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  To/TO\n",
      "  meet/VB\n",
      "  this/DT\n",
      "  goal/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  have/VB\n",
      "  stronger/JJR\n",
      "  immigration/NN\n",
      "  enforcement/NN\n",
      "  and/CC\n",
      "  border/NN\n",
      "  protection/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  have/VB\n",
      "  a/DT\n",
      "  rational/JJ\n",
      "  ,/,\n",
      "  humane/JJ\n",
      "  guest/JJS\n",
      "  worker/NN\n",
      "  program/NN\n",
      "  that/WDT\n",
      "  rejects/VBZ\n",
      "  amnesty/JJ\n",
      "  ,/,\n",
      "  allows/VBZ\n",
      "  temporary/JJ\n",
      "  jobs/NNS\n",
      "  for/IN\n",
      "  people/NNS\n",
      "  who/WP\n",
      "  seek/VBP\n",
      "  them/PRP\n",
      "  legally/RB\n",
      "  ,/,\n",
      "  and/CC\n",
      "  reduces/NNS\n",
      "  smuggling/VBG\n",
      "  and/CC\n",
      "  crime/NN\n",
      "  at/IN\n",
      "  the/DT\n",
      "  border/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (NE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  affordable/JJ\n",
      "  health/NN\n",
      "  care/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Our/PRP$\n",
      "  government/NN\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  responsibility/NN\n",
      "  to/TO\n",
      "  provide/VB\n",
      "  health/NN\n",
      "  care/NN\n",
      "  for/IN\n",
      "  the/DT\n",
      "  poor/JJ\n",
      "  and/CC\n",
      "  the/DT\n",
      "  elderly/JJ\n",
      "  ,/,\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  meeting/VBG\n",
      "  that/IN\n",
      "  responsibility/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  For/IN\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  --/:\n",
      "  for/IN\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  confront/VB\n",
      "  the/DT\n",
      "  rising/VBG\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  care/NN\n",
      "  ,/,\n",
      "  strengthen/VB\n",
      "  the/DT\n",
      "  doctor-patient/JJ\n",
      "  relationship/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  help/NN\n",
      "  people/NNS\n",
      "  afford/VBP\n",
      "  the/DT\n",
      "  insurance/NN\n",
      "  coverage/NN\n",
      "  they/PRP\n",
      "  need/VBP\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  make/VB\n",
      "  wider/JJR\n",
      "  use/NN\n",
      "  of/IN\n",
      "  electronic/JJ\n",
      "  records/NNS\n",
      "  and/CC\n",
      "  other/JJ\n",
      "  health/NN\n",
      "  information/NN\n",
      "  technology/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  help/VB\n",
      "  control/VB\n",
      "  costs/NNS\n",
      "  and/CC\n",
      "  reduce/VB\n",
      "  dangerous/JJ\n",
      "  medical/JJ\n",
      "  errors/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  strengthen/VB\n",
      "  health/NN\n",
      "  savings/NNS\n",
      "  accounts/NNS\n",
      "  --/:\n",
      "  making/VBG\n",
      "  sure/JJ\n",
      "  individuals/NNS\n",
      "  and/CC\n",
      "  small/JJ\n",
      "  business/NN\n",
      "  employees/NNS\n",
      "  can/MD\n",
      "  buy/VB\n",
      "  insurance/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  same/JJ\n",
      "  advantages/VBZ\n",
      "  that/IN\n",
      "  people/NNS\n",
      "  working/VBG\n",
      "  for/IN\n",
      "  big/JJ\n",
      "  businesses/NNS\n",
      "  now/RB\n",
      "  get/VBP\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  more/JJR\n",
      "  to/TO\n",
      "  make/VB\n",
      "  this/DT\n",
      "  coverage/NN\n",
      "  portable/JJ\n",
      "  ,/,\n",
      "  so/IN\n",
      "  workers/NNS\n",
      "  can/MD\n",
      "  switch/VB\n",
      "  jobs/NNS\n",
      "  without/IN\n",
      "  having/VBG\n",
      "  to/TO\n",
      "  worry/VB\n",
      "  about/IN\n",
      "  losing/VBG\n",
      "  their/PRP$\n",
      "  health/NN\n",
      "  insurance/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  because/IN\n",
      "  lawsuits/NNS\n",
      "  are/VBP\n",
      "  driving/VBG\n",
      "  many/JJ\n",
      "  good/JJ\n",
      "  doctors/NNS\n",
      "  out/IN\n",
      "  of/IN\n",
      "  practice/NN\n",
      "  --/:\n",
      "  leaving/VBG\n",
      "  women/NNS\n",
      "  in/IN\n",
      "  nearly/RB\n",
      "  1,500/CD\n",
      "  (NE American/JJ)\n",
      "  counties/NNS\n",
      "  without/IN\n",
      "  a/DT\n",
      "  single/JJ\n",
      "  OB/GYN/NNP\n",
      "  --/:\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  the/DT\n",
      "  (NE Congress/NNP)\n",
      "  to/TO\n",
      "  pass/VB\n",
      "  medical/JJ\n",
      "  liability/NN\n",
      "  reform/NN\n",
      "  this/DT\n",
      "  year/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Keeping/VBG\n",
      "  (NE America/NNP)\n",
      "  competitive/JJ\n",
      "  requires/VBZ\n",
      "  affordable/JJ\n",
      "  energy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  here/RB\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  serious/JJ\n",
      "  problem/NN\n",
      "  :/:\n",
      "  (NE America/NNP)\n",
      "  is/VBZ\n",
      "  addicted/VBN\n",
      "  to/TO\n",
      "  oil/NN\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  often/RB\n",
      "  imported/VBN\n",
      "  from/IN\n",
      "  unstable/JJ\n",
      "  parts/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  best/JJS\n",
      "  way/NN\n",
      "  to/TO\n",
      "  break/VB\n",
      "  this/DT\n",
      "  addiction/NN\n",
      "  is/VBZ\n",
      "  through/IN\n",
      "  technology/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Since/IN\n",
      "  2001/CD\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  have/VBP\n",
      "  spent/VBN\n",
      "  nearly/RB\n",
      "  $/$\n",
      "  10/CD\n",
      "  billion/CD\n",
      "  to/TO\n",
      "  develop/VB\n",
      "  cleaner/JJR\n",
      "  ,/,\n",
      "  cheaper/JJR\n",
      "  ,/,\n",
      "  and/CC\n",
      "  more/RBR\n",
      "  reliable/JJ\n",
      "  alternative/JJ\n",
      "  energy/NN\n",
      "  sources/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  on/IN\n",
      "  the/DT\n",
      "  threshold/NN\n",
      "  of/IN\n",
      "  incredible/JJ\n",
      "  advances/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  tonight/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  announce/VBP\n",
      "  the/DT\n",
      "  (NE Advanced/NNP Energy/NNP Initiative/NNP)\n",
      "  --/:\n",
      "  a/DT\n",
      "  22-percent/JJ\n",
      "  increase/NN\n",
      "  in/IN\n",
      "  clean-energy/JJ\n",
      "  research/NN\n",
      "  --/:\n",
      "  at/IN\n",
      "  the/DT\n",
      "  Department/NNP\n",
      "  of/IN\n",
      "  (NE Energy/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  push/VB\n",
      "  for/IN\n",
      "  breakthroughs/NNS\n",
      "  in/IN\n",
      "  two/CD\n",
      "  vital/JJ\n",
      "  areas/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  To/TO\n",
      "  change/VB\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  power/NN\n",
      "  our/PRP$\n",
      "  homes/NNS\n",
      "  and/CC\n",
      "  offices/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  invest/VB\n",
      "  more/RBR\n",
      "  in/IN\n",
      "  zero-emission/JJ\n",
      "  coal-fired/JJ\n",
      "  plants/NNS\n",
      "  ,/,\n",
      "  revolutionary/JJ\n",
      "  solar/NN\n",
      "  and/CC\n",
      "  wind/NN\n",
      "  technologies/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  clean/JJ\n",
      "  ,/,\n",
      "  safe/JJ\n",
      "  nuclear/JJ\n",
      "  energy/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  change/VB\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  power/NN\n",
      "  our/PRP$\n",
      "  automobiles/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  increase/VB\n",
      "  our/PRP$\n",
      "  research/NN\n",
      "  in/IN\n",
      "  better/JJR\n",
      "  batteries/NNS\n",
      "  for/IN\n",
      "  hybrid/JJ\n",
      "  and/CC\n",
      "  electric/JJ\n",
      "  cars/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  in/IN\n",
      "  pollution-free/JJ\n",
      "  cars/NNS\n",
      "  that/WDT\n",
      "  run/VBP\n",
      "  on/IN\n",
      "  hydrogen/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  'll/MD\n",
      "  also/RB\n",
      "  fund/VB\n",
      "  additional/JJ\n",
      "  research/NN\n",
      "  in/IN\n",
      "  cutting-edge/JJ\n",
      "  methods/NNS\n",
      "  of/IN\n",
      "  producing/VBG\n",
      "  ethanol/NN\n",
      "  ,/,\n",
      "  not/RB\n",
      "  just/RB\n",
      "  from/IN\n",
      "  corn/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  from/IN\n",
      "  wood/NN\n",
      "  chips/NNS\n",
      "  and/CC\n",
      "  stalks/NNS\n",
      "  ,/,\n",
      "  or/CC\n",
      "  switch/VB\n",
      "  grass/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  goal/NN\n",
      "  is/VBZ\n",
      "  to/TO\n",
      "  make/VB\n",
      "  this/DT\n",
      "  new/JJ\n",
      "  kind/NN\n",
      "  of/IN\n",
      "  ethanol/JJ\n",
      "  practical/JJ\n",
      "  and/CC\n",
      "  competitive/JJ\n",
      "  within/IN\n",
      "  six/CD\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Breakthroughs/NNS\n",
      "  on/IN\n",
      "  this/DT\n",
      "  and/CC\n",
      "  other/JJ\n",
      "  new/JJ\n",
      "  technologies/NNS\n",
      "  will/MD\n",
      "  help/VB\n",
      "  us/PRP\n",
      "  reach/VB\n",
      "  another/DT\n",
      "  great/JJ\n",
      "  goal/NN\n",
      "  :/:\n",
      "  to/TO\n",
      "  replace/VB\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  75/CD\n",
      "  percent/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  oil/NN\n",
      "  imports/NNS\n",
      "  from/IN\n",
      "  the/DT\n",
      "  (NE Middle/NNP East/NNP)\n",
      "  by/IN\n",
      "  2025/CD\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  By/IN\n",
      "  applying/VBG\n",
      "  the/DT\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  technology/NN\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  ,/,\n",
      "  this/DT\n",
      "  country/NN\n",
      "  can/MD\n",
      "  dramatically/RB\n",
      "  improve/VB\n",
      "  our/PRP$\n",
      "  environment/NN\n",
      "  ,/,\n",
      "  move/VB\n",
      "  beyond/IN\n",
      "  a/DT\n",
      "  petroleum-based/JJ\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  make/VB\n",
      "  our/PRP$\n",
      "  dependence/NN\n",
      "  on/IN\n",
      "  (NE Middle/NNP Eastern/NNP)\n",
      "  oil/NN\n",
      "  a/DT\n",
      "  thing/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  past/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  (NE America/NNP)\n",
      "  competitive/JJ\n",
      "  ,/,\n",
      "  one/CD\n",
      "  commitment/NN\n",
      "  is/VBZ\n",
      "  necessary/JJ\n",
      "  above/IN\n",
      "  all/DT\n",
      "  :/:\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  in/IN\n",
      "  human/JJ\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  creativity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\n",
      "  greatest/JJS\n",
      "  advantage/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  has/VBZ\n",
      "  always/RB\n",
      "  been/VBN\n",
      "  our/PRP$\n",
      "  educated/VBN\n",
      "  ,/,\n",
      "  hardworking/VBG\n",
      "  ,/,\n",
      "  ambitious/JJ\n",
      "  people/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  going/VBG\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  that/DT\n",
      "  edge/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NN\n",
      "  I/PRP\n",
      "  announce/VBP\n",
      "  an/DT\n",
      "  (NE American/JJ Competitiveness/NNP Initiative/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  innovation/NN\n",
      "  throughout/IN\n",
      "  our/PRP$\n",
      "  economy/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  to/TO\n",
      "  give/VB\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  's/POS\n",
      "  children/NNS\n",
      "  a/DT\n",
      "  firm/NN\n",
      "  grounding/VBG\n",
      "  in/IN\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  First/RB\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  double/VB\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  commitment/NN\n",
      "  to/TO\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  critical/JJ\n",
      "  basic/JJ\n",
      "  research/NN\n",
      "  programs/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  physical/JJ\n",
      "  sciences/NNS\n",
      "  over/IN\n",
      "  the/DT\n",
      "  next/JJ\n",
      "  10/CD\n",
      "  years/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  This/DT\n",
      "  funding/NN\n",
      "  will/MD\n",
      "  support/VB\n",
      "  the/DT\n",
      "  work/NN\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  's/POS\n",
      "  most/RBS\n",
      "  creative/JJ\n",
      "  minds/NNS\n",
      "  as/IN\n",
      "  they/PRP\n",
      "  explore/VBP\n",
      "  promising/VBG\n",
      "  areas/NNS\n",
      "  such/JJ\n",
      "  as/IN\n",
      "  nanotechnology/NN\n",
      "  ,/,\n",
      "  supercomputing/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  alternative/JJ\n",
      "  energy/NN\n",
      "  sources/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Second/JJ\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  make/VB\n",
      "  permanent/JJ\n",
      "  the/DT\n",
      "  research/NN\n",
      "  and/CC\n",
      "  development/NN\n",
      "  tax/NN\n",
      "  credit/NN\n",
      "  --/:\n",
      "  (/(\n",
      "  applause/NN\n",
      "  )/)\n",
      "  --/:\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  bolder/VB\n",
      "  private-sector/JJ\n",
      "  initiatives/NNS\n",
      "  in/IN\n",
      "  technology/NN\n",
      "  ./.)\n",
      "(S\n",
      "  With/IN\n",
      "  more/JJR\n",
      "  research/NN\n",
      "  in/IN\n",
      "  both/CC\n",
      "  the/DT\n",
      "  public/NN\n",
      "  and/CC\n",
      "  private/JJ\n",
      "  sectors/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  improve/VB\n",
      "  our/PRP$\n",
      "  quality/NN\n",
      "  of/IN\n",
      "  life/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  ensure/VB\n",
      "  that/DT\n",
      "  (NE America/NNP)\n",
      "  will/MD\n",
      "  lead/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  in/IN\n",
      "  opportunity/NN\n",
      "  and/CC\n",
      "  innovation/NN\n",
      "  for/IN\n",
      "  decades/NNS\n",
      "  to/TO\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (NE Third/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  need/VBP\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  children/NNS\n",
      "  to/TO\n",
      "  take/VB\n",
      "  more/JJR\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  to/TO\n",
      "  make/VB\n",
      "  sure/JJ\n",
      "  those/DT\n",
      "  courses/NNS\n",
      "  are/VBP\n",
      "  rigorous/JJ\n",
      "  enough/RB\n",
      "  to/TO\n",
      "  compete/VB\n",
      "  with/IN\n",
      "  other/JJ\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  good/JJ\n",
      "  start/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  early/JJ\n",
      "  grades/NNS\n",
      "  with/IN\n",
      "  the/DT\n",
      "  No/NNP\n",
      "  Child/NNP\n",
      "  Left/NNP\n",
      "  Behind/NNP\n",
      "  Act/NNP\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  raising/VBG\n",
      "  standards/NNS\n",
      "  and/CC\n",
      "  lifting/VBG\n",
      "  test/NN\n",
      "  scores/NNS\n",
      "  across/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  train/VB\n",
      "  70,000/CD\n",
      "  high/JJ\n",
      "  school/NN\n",
      "  teachers/NNS\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  advanced-placement/JJ\n",
      "  courses/NNS\n",
      "  in/IN\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ,/,\n",
      "  bring/VBG\n",
      "  30,000/CD\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  professionals/NNS\n",
      "  to/TO\n",
      "  teach/VB\n",
      "  in/IN\n",
      "  classrooms/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  give/VB\n",
      "  early/JJ\n",
      "  help/NN\n",
      "  to/TO\n",
      "  students/NNS\n",
      "  who/WP\n",
      "  struggle/VBP\n",
      "  with/IN\n",
      "  math/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  chance/NN\n",
      "  at/IN\n",
      "  good/JJ\n",
      "  ,/,\n",
      "  high-wage/JJ\n",
      "  jobs/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (NE America/NNP)\n",
      "  's/POS\n",
      "  children/NNS\n",
      "  succeed/VB\n",
      "  in/IN\n",
      "  life/NN\n",
      "  ,/,\n",
      "  they/PRP\n",
      "  will/MD\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (NE America/NNP)\n",
      "  succeeds/VBZ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Preparing/VBG\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  to/TO\n",
      "  compete/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  goal/NN\n",
      "  that/IN\n",
      "  all/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  can/MD\n",
      "  share/NN\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  urge/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  support/VB\n",
      "  the/DT\n",
      "  (NE American/JJ Competitiveness/NNP Initiative/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  together/RB\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  show/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  what/WP\n",
      "  the/DT\n",
      "  (NE American/JJ)\n",
      "  people/NNS\n",
      "  can/MD\n",
      "  achieve/VB\n",
      "  ./.)\n",
      "(S\n",
      "  (NE America/NNP)\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  force/NN\n",
      "  for/IN\n",
      "  freedom/NN\n",
      "  and/CC\n",
      "  prosperity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  our/PRP$\n",
      "  greatness/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  measured/VBN\n",
      "  in/IN\n",
      "  power/NN\n",
      "  or/CC\n",
      "  luxuries/NNS\n",
      "  ,/,\n",
      "  but/CC\n",
      "  by/IN\n",
      "  who/WP\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  and/CC\n",
      "  how/WRB\n",
      "  we/PRP\n",
      "  treat/VBP\n",
      "  one/CD\n",
      "  another/DT\n",
      "  ./.)\n",
      "(S\n",
      "  So/IN\n",
      "  we/PRP\n",
      "  strive/VBP\n",
      "  to/TO\n",
      "  be/VB\n",
      "  a/DT\n",
      "  compassionate/NN\n",
      "  ,/,\n",
      "  decent/NN\n",
      "  ,/,\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  recent/JJ\n",
      "  years/NNS\n",
      "  ,/,\n",
      "  (NE America/NNP)\n",
      "  has/VBZ\n",
      "  become/VBN\n",
      "  a/DT\n",
      "  more/RBR\n",
      "  hopeful/JJ\n",
      "  nation/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Violent/JJ\n",
      "  crime/NN\n",
      "  rates/NNS\n",
      "  have/VBP\n",
      "  fallen/VBN\n",
      "  to/TO\n",
      "  their/PRP$\n",
      "  lowest/JJS\n",
      "  levels/NNS\n",
      "  since/IN\n",
      "  the/DT\n",
      "  1970s/CD\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Welfare/NN)\n",
      "  cases/NNS\n",
      "  have/VBP\n",
      "  dropped/VBN\n",
      "  by/IN\n",
      "  more/JJR\n",
      "  than/IN\n",
      "  half/NN\n",
      "  over/IN\n",
      "  the/DT\n",
      "  past/JJ\n",
      "  decade/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Drug/NN)\n",
      "  use/NN\n",
      "  among/IN\n",
      "  youth/NN\n",
      "  is/VBZ\n",
      "  down/RB\n",
      "  19/CD\n",
      "  percent/NN\n",
      "  since/IN\n",
      "  2001/CD\n",
      "  ./.)\n",
      "(S\n",
      "  There/EX\n",
      "  are/VBP\n",
      "  fewer/JJR\n",
      "  abortions/NNS\n",
      "  in/IN\n",
      "  (NE America/NNP)\n",
      "  than/IN\n",
      "  at/IN\n",
      "  any/DT\n",
      "  point/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  last/JJ\n",
      "  three/CD\n",
      "  decades/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  number/NN\n",
      "  of/IN\n",
      "  children/NNS\n",
      "  born/VBN\n",
      "  to/TO\n",
      "  teenage/VB\n",
      "  mothers/NNS\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  falling/VBG\n",
      "  for/IN\n",
      "  a/DT\n",
      "  dozen/NN\n",
      "  years/NNS\n",
      "  in/IN\n",
      "  a/DT\n",
      "  row/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  These/DT\n",
      "  gains/NNS\n",
      "  are/VBP\n",
      "  evidence/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  quiet/JJ\n",
      "  transformation/NN\n",
      "  --/:\n",
      "  a/DT\n",
      "  revolution/NN\n",
      "  of/IN\n",
      "  conscience/NN\n",
      "  ,/,\n",
      "  in/IN\n",
      "  which/WDT\n",
      "  a/DT\n",
      "  rising/VBG\n",
      "  generation/NN\n",
      "  is/VBZ\n",
      "  finding/VBG\n",
      "  that/IN\n",
      "  a/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  personal/JJ\n",
      "  responsibility/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  fulfillment/NN\n",
      "  ./.)\n",
      "(S Government/NNP has/VBZ played/VBN a/DT role/NN ./.)\n",
      "(S\n",
      "  (NE Wise/NNP)\n",
      "  policies/NNS\n",
      "  ,/,\n",
      "  such/JJ\n",
      "  as/IN\n",
      "  welfare/NN\n",
      "  reform/NN\n",
      "  and/CC\n",
      "  drug/NN\n",
      "  education/NN\n",
      "  and/CC\n",
      "  support/NN\n",
      "  for/IN\n",
      "  abstinence/NN\n",
      "  and/CC\n",
      "  adoption/NN\n",
      "  have/VBP\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  difference/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  everyone/NN\n",
      "  here/RB\n",
      "  tonight/RB\n",
      "  ,/,\n",
      "  (NE Democrat/NNP)\n",
      "  and/CC\n",
      "  (NE Republican/NNP)\n",
      "  ,/,\n",
      "  has/VBZ\n",
      "  a/DT\n",
      "  right/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  proud/JJ\n",
      "  of/IN\n",
      "  this/DT\n",
      "  record/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Yet/RB\n",
      "  many/JJ\n",
      "  Americans/NNPS\n",
      "  ,/,\n",
      "  especially/RB\n",
      "  parents/NNS\n",
      "  ,/,\n",
      "  still/RB\n",
      "  have/VBP\n",
      "  deep/JJ\n",
      "  concerns/NNS\n",
      "  about/IN\n",
      "  the/DT\n",
      "  direction/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  culture/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  health/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  most/JJS\n",
      "  basic/JJ\n",
      "  institutions/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  're/VBP\n",
      "  concerned/VBN\n",
      "  about/IN\n",
      "  unethical/JJ\n",
      "  conduct/NN\n",
      "  by/IN\n",
      "  public/JJ\n",
      "  officials/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  discouraged/VBN\n",
      "  by/IN\n",
      "  activist/NN\n",
      "  courts/NNS\n",
      "  that/WDT\n",
      "  try/VBP\n",
      "  to/TO\n",
      "  redefine/VB\n",
      "  marriage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  worry/VBP\n",
      "  about/IN\n",
      "  children/NNS\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  society/NN\n",
      "  who/WP\n",
      "  need/VBP\n",
      "  direction/NN\n",
      "  and/CC\n",
      "  love/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  about/IN\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  still/RB\n",
      "  displaced/VBN\n",
      "  by/IN\n",
      "  natural/JJ\n",
      "  disaster/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  about/IN\n",
      "  suffering/VBG\n",
      "  caused/VBN\n",
      "  by/IN\n",
      "  treatable/JJ\n",
      "  diseases/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  look/VBP\n",
      "  at/IN\n",
      "  these/DT\n",
      "  challenges/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  never/RB\n",
      "  give/VB\n",
      "  in/IN\n",
      "  to/TO\n",
      "  the/DT\n",
      "  belief/NN\n",
      "  that/IN\n",
      "  (NE America/NNP)\n",
      "  is/VBZ\n",
      "  in/IN\n",
      "  decline/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  that/IN\n",
      "  our/PRP$\n",
      "  culture/NN\n",
      "  is/VBZ\n",
      "  doomed/VBN\n",
      "  to/TO\n",
      "  unravel/VB\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (NE American/JJ)\n",
      "  people/NNS\n",
      "  know/VBP\n",
      "  better/JJR\n",
      "  than/IN\n",
      "  that/DT\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  proven/VBN\n",
      "  the/DT\n",
      "  pessimists/NNS\n",
      "  wrong/JJ\n",
      "  before/RB\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  it/PRP\n",
      "  again/RB\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  depends/VBZ\n",
      "  on/IN\n",
      "  courts/NNS\n",
      "  that/IN\n",
      "  deliver/VBP\n",
      "  equal/JJ\n",
      "  justice/NN\n",
      "  under/IN\n",
      "  the/DT\n",
      "  law/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (NE Supreme/NNP Court/NNP)\n",
      "  now/RB\n",
      "  has/VBZ\n",
      "  two/CD\n",
      "  superb/JJ\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  --/:\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  on/IN\n",
      "  its/PRP$\n",
      "  bench/NN\n",
      "  :/:\n",
      "  Chief/JJ\n",
      "  Justice/NNP\n",
      "  (NE John/NNP Roberts/NNP)\n",
      "  and/CC\n",
      "  (NE Justice/NNP Sam/NNP Alito/NNP)\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  I/PRP\n",
      "  thank/VBD\n",
      "  the/DT\n",
      "  (NE Senate/NNP)\n",
      "  for/IN\n",
      "  confirming/VBG\n",
      "  both/DT\n",
      "  of/IN\n",
      "  them/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  will/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  nominate/VB\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  who/WP\n",
      "  understand/VBP\n",
      "  that/IN\n",
      "  judges/NNS\n",
      "  must/MD\n",
      "  be/VB\n",
      "  servants/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  law/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  not/RB\n",
      "  legislate/VB\n",
      "  from/IN\n",
      "  the/DT\n",
      "  bench/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Today/NN\n",
      "  marks/VBZ\n",
      "  the/DT\n",
      "  official/JJ\n",
      "  retirement/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  very/RB\n",
      "  special/JJ\n",
      "  (NE American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  For/IN\n",
      "  24/CD\n",
      "  years/NNS\n",
      "  of/IN\n",
      "  faithful/JJ\n",
      "  service/NN\n",
      "  to/TO\n",
      "  our/PRP$\n",
      "  nation/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (NE United/NNP States/NNPS)\n",
      "  is/VBZ\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  (NE Justice/NNP Sandra/NNP)\n",
      "  Day/NNP\n",
      "  O'Connor/NNP\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  has/VBZ\n",
      "  institutions/NNS\n",
      "  of/IN\n",
      "  science/NN\n",
      "  and/CC\n",
      "  medicine/NN\n",
      "  that/WDT\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  cut/VB\n",
      "  ethical/JJ\n",
      "  corners/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  that/IN\n",
      "  recognize/VBP\n",
      "  the/DT\n",
      "  matchless/NN\n",
      "  value/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NNP\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  pass/VB\n",
      "  legislation/NN\n",
      "  to/TO\n",
      "  prohibit/VB\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  egregious/JJ\n",
      "  abuses/NNS\n",
      "  of/IN\n",
      "  medical/JJ\n",
      "  research/NN\n",
      "  :/:\n",
      "  human/JJ\n",
      "  cloning/VBG\n",
      "  in/IN\n",
      "  all/DT\n",
      "  its/PRP$\n",
      "  forms/NNS\n",
      "  ,/,\n",
      "  creating/VBG\n",
      "  or/CC\n",
      "  implanting/VBG\n",
      "  embryos/NN\n",
      "  for/IN\n",
      "  experiments/NNS\n",
      "  ,/,\n",
      "  creating/VBG\n",
      "  human-animal/JJ\n",
      "  hybrids/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  buying/NN\n",
      "  ,/,\n",
      "  selling/NN\n",
      "  ,/,\n",
      "  or/CC\n",
      "  patenting/VBG\n",
      "  human/JJ\n",
      "  embryos/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Human/NNP)\n",
      "  life/NN\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  gift/NN\n",
      "  from/IN\n",
      "  our/PRP$\n",
      "  Creator/NNP\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/IN\n",
      "  gift/NN\n",
      "  should/MD\n",
      "  never/RB\n",
      "  be/VB\n",
      "  discarded/VBN\n",
      "  ,/,\n",
      "  devalued/VBD\n",
      "  or/CC\n",
      "  put/VB\n",
      "  up/RP\n",
      "  for/IN\n",
      "  sale/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  expects/VBZ\n",
      "  elected/VBN\n",
      "  officials/NNS\n",
      "  to/TO\n",
      "  uphold/VB\n",
      "  the/DT\n",
      "  public/JJ\n",
      "  trust/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Honorable/JJ\n",
      "  people/NNS\n",
      "  in/IN\n",
      "  both/DT\n",
      "  parties/NNS\n",
      "  are/VBP\n",
      "  working/VBG\n",
      "  on/IN\n",
      "  reforms/NNS\n",
      "  to/TO\n",
      "  strengthen/VB\n",
      "  the/DT\n",
      "  ethical/JJ\n",
      "  standards/NNS\n",
      "  of/IN\n",
      "  (NE Washington/NNP)\n",
      "  --/:\n",
      "  I/PRP\n",
      "  support/VBP\n",
      "  your/PRP$\n",
      "  efforts/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Each/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  has/VBZ\n",
      "  made/VBN\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  to/TO\n",
      "  be/VB\n",
      "  worthy/JJ\n",
      "  of/IN\n",
      "  public/JJ\n",
      "  responsibility/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  that/DT\n",
      "  is/VBZ\n",
      "  a/DT\n",
      "  pledge/NN\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  never/RB\n",
      "  forget/VB\n",
      "  ,/,\n",
      "  never/RB\n",
      "  dismiss/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  never/RB\n",
      "  betray/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  renew/VBP\n",
      "  the/DT\n",
      "  promise/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  institutions/NNS\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  also/RB\n",
      "  show/VBP\n",
      "  the/DT\n",
      "  character/NN\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  compassion/NN\n",
      "  and/CC\n",
      "  care/NN\n",
      "  for/IN\n",
      "  one/CD\n",
      "  another/DT\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  gives/VBZ\n",
      "  special/JJ\n",
      "  attention/NN\n",
      "  to/TO\n",
      "  children/NNS\n",
      "  who/WP\n",
      "  lack/VBP\n",
      "  direction/NN\n",
      "  and/CC\n",
      "  love/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Through/IN\n",
      "  the/DT\n",
      "  Helping/NNP\n",
      "  America/NNP\n",
      "  's/POS\n",
      "  (NE Youth/NNP Initiative/NNP)\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  are/VBP\n",
      "  encouraging/VBG\n",
      "  caring/VBG\n",
      "  adults/NNS\n",
      "  to/TO\n",
      "  get/VB\n",
      "  involved/VBN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  life/NN\n",
      "  of/IN\n",
      "  a/DT\n",
      "  child/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  this/DT\n",
      "  good/JJ\n",
      "  work/NN\n",
      "  is/VBZ\n",
      "  being/VBG\n",
      "  led/VBN\n",
      "  by/IN\n",
      "  our/PRP$\n",
      "  First/NNP\n",
      "  Lady/NNP\n",
      "  ,/,\n",
      "  (NE Laura/NNP Bush/NNP)\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  add/VB\n",
      "  resources/NNS\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  young/JJ\n",
      "  people/NNS\n",
      "  to/TO\n",
      "  stay/VB\n",
      "  in/IN\n",
      "  school/NN\n",
      "  ,/,\n",
      "  so/RB\n",
      "  more/JJR\n",
      "  of/IN\n",
      "  (NE America/NNP)\n",
      "  's/POS\n",
      "  youth/NN\n",
      "  can/MD\n",
      "  raise/VB\n",
      "  their/PRP$\n",
      "  sights/NNS\n",
      "  and/CC\n",
      "  achieve/VBP\n",
      "  their/PRP$\n",
      "  dreams/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  comes/VBZ\n",
      "  to/TO\n",
      "  the/DT\n",
      "  aid/NN\n",
      "  of/IN\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  in/IN\n",
      "  times/NNS\n",
      "  of/IN\n",
      "  suffering/NN\n",
      "  and/CC\n",
      "  emergency/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  stays/NNS\n",
      "  at/IN\n",
      "  it/PRP\n",
      "  until/IN\n",
      "  they/PRP\n",
      "  're/VBP\n",
      "  back/RB\n",
      "  on/IN\n",
      "  their/PRP$\n",
      "  feet/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  So/RB\n",
      "  far/RB\n",
      "  the/DT\n",
      "  federal/JJ\n",
      "  government/NN\n",
      "  has/VBZ\n",
      "  committed/VBN\n",
      "  $/$\n",
      "  85/CD\n",
      "  billion/CD\n",
      "  to/TO\n",
      "  the/DT\n",
      "  people/NNS\n",
      "  of/IN\n",
      "  the/DT\n",
      "  Gulf/NNP\n",
      "  Coast/NNP\n",
      "  and/CC\n",
      "  (NE New/NNP Orleans/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  removing/VBG\n",
      "  debris/NN\n",
      "  and/CC\n",
      "  repairing/NN\n",
      "  highways/NNS\n",
      "  and/CC\n",
      "  rebuilding/VBG\n",
      "  stronger/JJR\n",
      "  levees/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  're/VBP\n",
      "  providing/VBG\n",
      "  business/NN\n",
      "  loans/NNS\n",
      "  and/CC\n",
      "  housing/NN\n",
      "  assistance/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/RB\n",
      "  as/IN\n",
      "  we/PRP\n",
      "  meet/VBP\n",
      "  these/DT\n",
      "  immediate/JJ\n",
      "  needs/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  also/RB\n",
      "  address/VB\n",
      "  deeper/JJR\n",
      "  challenges/NNS\n",
      "  that/WDT\n",
      "  existed/VBD\n",
      "  before/IN\n",
      "  the/DT\n",
      "  storm/NN\n",
      "  arrived/VBD\n",
      "  ./.)\n",
      "(S\n",
      "  In/IN\n",
      "  (NE New/NNP Orleans/NNP)\n",
      "  and/CC\n",
      "  in/IN\n",
      "  other/JJ\n",
      "  places/NNS\n",
      "  ,/,\n",
      "  many/JJ\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  fellow/JJ\n",
      "  citizens/NNS\n",
      "  have/VBP\n",
      "  felt/VBN\n",
      "  excluded/VBN\n",
      "  from/IN\n",
      "  the/DT\n",
      "  promise/NN\n",
      "  of/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  answer/NN\n",
      "  is/VBZ\n",
      "  not/RB\n",
      "  only/RB\n",
      "  temporary/JJ\n",
      "  relief/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  schools/NNS\n",
      "  that/WDT\n",
      "  teach/VBP\n",
      "  every/DT\n",
      "  child/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  job/NN\n",
      "  skills/NNS\n",
      "  that/IN\n",
      "  bring/VBG\n",
      "  upward/JJ\n",
      "  mobility/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  more/JJR\n",
      "  opportunities/NNS\n",
      "  to/TO\n",
      "  own/VB\n",
      "  a/DT\n",
      "  home/NN\n",
      "  and/CC\n",
      "  start/VB\n",
      "  a/DT\n",
      "  business/NN\n",
      "  ./.)\n",
      "(S\n",
      "  As/IN\n",
      "  we/PRP\n",
      "  recover/VBP\n",
      "  from/IN\n",
      "  a/DT\n",
      "  disaster/NN\n",
      "  ,/,\n",
      "  let/VB\n",
      "  us/PRP\n",
      "  also/RB\n",
      "  work/NN\n",
      "  for/IN\n",
      "  the/DT\n",
      "  day/NN\n",
      "  when/WRB\n",
      "  all/DT\n",
      "  Americans/NNPS\n",
      "  are/VBP\n",
      "  protected/VBN\n",
      "  by/IN\n",
      "  justice/NN\n",
      "  ,/,\n",
      "  equal/JJ\n",
      "  in/IN\n",
      "  hope/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  rich/JJ\n",
      "  in/IN\n",
      "  opportunity/NN\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  acts/NNS\n",
      "  boldly/RB\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  diseases/NNS\n",
      "  like/IN\n",
      "  HIV/AIDS/NNP\n",
      "  ,/,\n",
      "  which/WDT\n",
      "  can/MD\n",
      "  be/VB\n",
      "  prevented/VBN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  treated/VBD\n",
      "  ,/,\n",
      "  and/CC\n",
      "  defeated/VBD\n",
      "  ./.)\n",
      "(S\n",
      "  More/JJR\n",
      "  than/IN\n",
      "  a/DT\n",
      "  million/CD\n",
      "  Americans/NNPS\n",
      "  live/VBP\n",
      "  with/IN\n",
      "  (NE HIV/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  half/NN\n",
      "  of/IN\n",
      "  all/DT\n",
      "  AIDS/NNP\n",
      "  cases/NNS\n",
      "  occur/VBP\n",
      "  among/IN\n",
      "  (NE African/JJ Americans/NNPS)\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  (NE Congress/NNP)\n",
      "  to/TO\n",
      "  reform/VB\n",
      "  and/CC\n",
      "  reauthorize/VB\n",
      "  the/DT\n",
      "  (NE Ryan/NNP White/NNP Act/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  provide/VB\n",
      "  new/JJ\n",
      "  funding/NN\n",
      "  to/TO\n",
      "  states/NNS\n",
      "  ,/,\n",
      "  so/IN\n",
      "  we/PRP\n",
      "  end/VBP\n",
      "  the/DT\n",
      "  waiting/NN\n",
      "  lists/NNS\n",
      "  for/IN\n",
      "  (NE AIDS/NNP)\n",
      "  medicines/NNS\n",
      "  in/IN\n",
      "  (NE America/NNP)\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  also/RB\n",
      "  lead/VB\n",
      "  a/DT\n",
      "  nationwide/JJ\n",
      "  effort/NN\n",
      "  ,/,\n",
      "  working/VBG\n",
      "  closely/RB\n",
      "  with/IN\n",
      "  (NE African/JJ)\n",
      "  (NE American/JJ)\n",
      "  churches/NNS\n",
      "  and/CC\n",
      "  faith-based/JJ\n",
      "  groups/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  deliver/VB\n",
      "  rapid/JJ\n",
      "  HIV/NNP\n",
      "  tests/NNS\n",
      "  to/TO\n",
      "  millions/NNS\n",
      "  ,/,\n",
      "  end/VBP\n",
      "  the/DT\n",
      "  stigma/NN\n",
      "  of/IN\n",
      "  (NE AIDS/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  come/VB\n",
      "  closer/JJR\n",
      "  to/TO\n",
      "  the/DT\n",
      "  day/NN\n",
      "  when/WRB\n",
      "  there/EX\n",
      "  are/VBP\n",
      "  no/DT\n",
      "  new/JJ\n",
      "  infections/NNS\n",
      "  in/IN\n",
      "  (NE America/NNP)\n",
      "  ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (NE Fellow/NNP)\n",
      "  citizens/NNS\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  been/VBN\n",
      "  called/VBN\n",
      "  to/TO\n",
      "  leadership/NN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  period/NN\n",
      "  of/IN\n",
      "  consequence/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  've/VBP\n",
      "  entered/VBN\n",
      "  a/DT\n",
      "  great/JJ\n",
      "  ideological/JJ\n",
      "  conflict/NN\n",
      "  we/PRP\n",
      "  did/VBD\n",
      "  nothing/NN\n",
      "  to/TO\n",
      "  invite/VB\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  see/VBP\n",
      "  great/JJ\n",
      "  changes/NNS\n",
      "  in/IN\n",
      "  science/NN\n",
      "  and/CC\n",
      "  commerce/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  influence/VB\n",
      "  all/DT\n",
      "  our/PRP$\n",
      "  lives/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Sometimes/RB\n",
      "  it/PRP\n",
      "  can/MD\n",
      "  seem/VB\n",
      "  that/DT\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  turning/VBG\n",
      "  in/IN\n",
      "  a/DT\n",
      "  wide/JJ\n",
      "  arc/NN\n",
      "  ,/,\n",
      "  toward/IN\n",
      "  an/DT\n",
      "  unknown/JJ\n",
      "  shore/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Yet/CC\n",
      "  the/DT\n",
      "  destination/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  determined/VBN\n",
      "  by/IN\n",
      "  human/JJ\n",
      "  action/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  every/DT\n",
      "  great/JJ\n",
      "  movement/NN\n",
      "  of/IN\n",
      "  history/NN\n",
      "  comes/VBZ\n",
      "  to/TO\n",
      "  a/DT\n",
      "  point/NN\n",
      "  of/IN\n",
      "  choosing/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Lincoln/NNP)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  peace/NN\n",
      "  at/IN\n",
      "  the/DT\n",
      "  cost/NN\n",
      "  of/IN\n",
      "  disunity/NN\n",
      "  and/CC\n",
      "  continued/JJ\n",
      "  slavery/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (NE Martin/NNP Luther/NNP King/NNP)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  stopped/VBN\n",
      "  at/IN\n",
      "  (NE Birmingham/NNP)\n",
      "  or/CC\n",
      "  at/IN\n",
      "  (NE Selma/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  achieved/VBD\n",
      "  only/RB\n",
      "  half/PDT\n",
      "  a/DT\n",
      "  victory/NN\n",
      "  over/IN\n",
      "  segregation/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (NE United/NNP States/NNPS)\n",
      "  could/MD\n",
      "  have/VB\n",
      "  accepted/VBN\n",
      "  the/DT\n",
      "  permanent/JJ\n",
      "  division/NN\n",
      "  of/IN\n",
      "  (NE Europe/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  been/VBN\n",
      "  complicit/NNS\n",
      "  in/IN\n",
      "  the/DT\n",
      "  oppression/NN\n",
      "  of/IN\n",
      "  others/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Today/NN\n",
      "  ,/,\n",
      "  having/VBG\n",
      "  come/VBN\n",
      "  far/RB\n",
      "  in/IN\n",
      "  our/PRP$\n",
      "  own/JJ\n",
      "  historical/JJ\n",
      "  journey/NN\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  must/MD\n",
      "  decide/VB\n",
      "  :/:\n",
      "  Will/MD\n",
      "  we/PRP\n",
      "  turn/VB\n",
      "  back/RP\n",
      "  ,/,\n",
      "  or/CC\n",
      "  finish/VB\n",
      "  well/RB\n",
      "  ?/.)\n",
      "(S\n",
      "  Before/IN\n",
      "  history/NN\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  down/RP\n",
      "  in/IN\n",
      "  books/NNS\n",
      "  ,/,\n",
      "  it/PRP\n",
      "  is/VBZ\n",
      "  written/VBN\n",
      "  in/IN\n",
      "  courage/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Like/IN\n",
      "  Americans/NNPS\n",
      "  before/IN\n",
      "  us/PRP\n",
      "  ,/,\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  show/VB\n",
      "  that/DT\n",
      "  courage/NN\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  finish/VB\n",
      "  well/RB\n",
      "  ./.)\n",
      "(S We/PRP will/MD lead/VB freedom/NN 's/POS advance/NN ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  compete/VB\n",
      "  and/CC\n",
      "  excel/VB\n",
      "  in/IN\n",
      "  the/DT\n",
      "  global/JJ\n",
      "  economy/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  will/MD\n",
      "  renew/VB\n",
      "  the/DT\n",
      "  defining/VBG\n",
      "  moral/JJ\n",
      "  commitments/NNS\n",
      "  of/IN\n",
      "  this/DT\n",
      "  land/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  so/RB\n",
      "  we/PRP\n",
      "  move/VBP\n",
      "  forward/RB\n",
      "  --/:\n",
      "  optimistic/JJ\n",
      "  about/IN\n",
      "  our/PRP$\n",
      "  country/NN\n",
      "  ,/,\n",
      "  faithful/JJ\n",
      "  to/TO\n",
      "  its/PRP$\n",
      "  cause/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  confident/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  victories/NNS\n",
      "  to/TO\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S May/NNP God/NNP bless/NN (NE America/NNP) ./.)\n",
      "(S (/( (NE Applause/NNP) ./. )/))\n"
     ]
    }
   ],
   "source": [
    "process_content_ne(binary=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "False positives and error rates are very high"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lemmatizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.stem import WordNetLemmatizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'cat'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemmatizer.lemmatize(\"cats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'cactus'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemmatizer.lemmatize(\"cacti\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'lovely'"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemmatizer.lemmatize(\"lovely\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'better'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemmatizer.lemmatize(\"better\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'good'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemmatizer.lemmatize(\"better\", pos=\"a\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'best'"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemmatizer.lemmatize(\"best\", pos=\"a\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Position for lemmatizing is set to noun by default."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Could be more useful than stemming."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Corpora"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/avinash/anaconda3/lib/python3.6/site-packages/nltk/__init__.py'"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.__file__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wordnet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using wordnet we can obtain the synonyms and antonyms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import wordnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "syns = wordnet.synsets(\"program\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('plan.n.01'),\n",
       " Synset('program.n.02'),\n",
       " Synset('broadcast.n.02'),\n",
       " Synset('platform.n.02'),\n",
       " Synset('program.n.05'),\n",
       " Synset('course_of_study.n.01'),\n",
       " Synset('program.n.07'),\n",
       " Synset('program.n.08'),\n",
       " Synset('program.v.01'),\n",
       " Synset('program.v.02')]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "syns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Synset('plan.n.01')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "syns[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'plan'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Just the word\n",
    "syns[0].lemmas()[0].name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'a series of steps to be carried out or goals to be accomplished'"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Definition\n",
    "syns[0].definition()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['they drew up a six-step plan', 'they discussed plans for a new bond issue']"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Examples using  \n",
    "syns[0].examples()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'skilful', 'unspoiled', 'trade_good', 'goodness', 'honest', 'near', 'unspoilt', 'commodity', 'just', 'secure', 'ripe', 'undecomposed', 'adept', 'effective', 'thoroughly', 'honorable', 'expert', 'sound', 'in_force', 'safe', 'serious', 'upright', 'respectable', 'right', 'in_effect', 'soundly', 'proficient', 'beneficial', 'salutary', 'estimable', 'full', 'dear', 'skillful', 'good', 'well', 'dependable', 'practiced'}\n",
      "{'evil', 'ill', 'bad', 'badness', 'evilness'}\n"
     ]
    }
   ],
   "source": [
    "#Synonyms and antonyms\n",
    "synonyms = []\n",
    "antonyms = []\n",
    "\n",
    "for syn in wordnet.synsets(\"good\"):\n",
    "    for l in syn.lemmas():\n",
    "        synonyms.append(l.name())\n",
    "        if l.antonyms():\n",
    "            antonyms.append(l.antonyms()[0].name())\n",
    "\n",
    "print(set(synonyms))\n",
    "print(set(antonyms))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9090909090909091"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Setting up Symmantic similarity for two words\n",
    "w1 = wordnet.synset(\"ship.n.01\")\n",
    "w2 = wordnet.synset(\"boat.n.01\")\n",
    "\n",
    "# Wu and Palmer similarity\n",
    "w1.wup_similarity(w2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6956521739130435"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Setting up Symmantic similarity for two words\n",
    "w1 = wordnet.synset(\"ship.n.01\")\n",
    "w2 = wordnet.synset(\"car.n.01\")\n",
    "\n",
    "# Wu and Palmer similarity\n",
    "w1.wup_similarity(w2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8571428571428571"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Setting up Symmantic similarity for two words\n",
    "w1 = wordnet.synset(\"cat.n.01\")\n",
    "w2 = wordnet.synset(\"dog.n.01\")\n",
    "\n",
    "# Wu and Palmer similarity\n",
    "w1.wup_similarity(w2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Text Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random\n",
    "from nltk.corpus import movie_reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n"
     ]
    }
   ],
   "source": [
    "movie_reviews.raw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using list comprehension\n",
    "documents = [(list(movie_reviews.words(fileid)), category)\n",
    "for category in movie_reviews.categories()\n",
    "for fileid in movie_reviews.fileids(category)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['plot',\n",
       "  ':',\n",
       "  'two',\n",
       "  'teen',\n",
       "  'couples',\n",
       "  'go',\n",
       "  'to',\n",
       "  'a',\n",
       "  'church',\n",
       "  'party',\n",
       "  ',',\n",
       "  'drink',\n",
       "  'and',\n",
       "  'then',\n",
       "  'drive',\n",
       "  '.',\n",
       "  'they',\n",
       "  'get',\n",
       "  'into',\n",
       "  'an',\n",
       "  'accident',\n",
       "  '.',\n",
       "  'one',\n",
       "  'of',\n",
       "  'the',\n",
       "  'guys',\n",
       "  'dies',\n",
       "  ',',\n",
       "  'but',\n",
       "  'his',\n",
       "  'girlfriend',\n",
       "  'continues',\n",
       "  'to',\n",
       "  'see',\n",
       "  'him',\n",
       "  'in',\n",
       "  'her',\n",
       "  'life',\n",
       "  ',',\n",
       "  'and',\n",
       "  'has',\n",
       "  'nightmares',\n",
       "  '.',\n",
       "  'what',\n",
       "  \"'\",\n",
       "  's',\n",
       "  'the',\n",
       "  'deal',\n",
       "  '?',\n",
       "  'watch',\n",
       "  'the',\n",
       "  'movie',\n",
       "  'and',\n",
       "  '\"',\n",
       "  'sorta',\n",
       "  '\"',\n",
       "  'find',\n",
       "  'out',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  'critique',\n",
       "  ':',\n",
       "  'a',\n",
       "  'mind',\n",
       "  '-',\n",
       "  'fuck',\n",
       "  'movie',\n",
       "  'for',\n",
       "  'the',\n",
       "  'teen',\n",
       "  'generation',\n",
       "  'that',\n",
       "  'touches',\n",
       "  'on',\n",
       "  'a',\n",
       "  'very',\n",
       "  'cool',\n",
       "  'idea',\n",
       "  ',',\n",
       "  'but',\n",
       "  'presents',\n",
       "  'it',\n",
       "  'in',\n",
       "  'a',\n",
       "  'very',\n",
       "  'bad',\n",
       "  'package',\n",
       "  '.',\n",
       "  'which',\n",
       "  'is',\n",
       "  'what',\n",
       "  'makes',\n",
       "  'this',\n",
       "  'review',\n",
       "  'an',\n",
       "  'even',\n",
       "  'harder',\n",
       "  'one',\n",
       "  'to',\n",
       "  'write',\n",
       "  ',',\n",
       "  'since',\n",
       "  'i',\n",
       "  'generally',\n",
       "  'applaud',\n",
       "  'films',\n",
       "  'which',\n",
       "  'attempt',\n",
       "  'to',\n",
       "  'break',\n",
       "  'the',\n",
       "  'mold',\n",
       "  ',',\n",
       "  'mess',\n",
       "  'with',\n",
       "  'your',\n",
       "  'head',\n",
       "  'and',\n",
       "  'such',\n",
       "  '(',\n",
       "  'lost',\n",
       "  'highway',\n",
       "  '&',\n",
       "  'memento',\n",
       "  ')',\n",
       "  ',',\n",
       "  'but',\n",
       "  'there',\n",
       "  'are',\n",
       "  'good',\n",
       "  'and',\n",
       "  'bad',\n",
       "  'ways',\n",
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       "  'since',\n",
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       "  \"'\",\n",
       "  's',\n",
       "  'joblo',\n",
       "  'coming',\n",
       "  'from',\n",
       "  '?',\n",
       "  'a',\n",
       "  'nightmare',\n",
       "  'of',\n",
       "  'elm',\n",
       "  'street',\n",
       "  '3',\n",
       "  '(',\n",
       "  '7',\n",
       "  '/',\n",
       "  '10',\n",
       "  ')',\n",
       "  '-',\n",
       "  'blair',\n",
       "  'witch',\n",
       "  '2',\n",
       "  '(',\n",
       "  '7',\n",
       "  '/',\n",
       "  '10',\n",
       "  ')',\n",
       "  '-',\n",
       "  'the',\n",
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       "  ':',\n",
       "  'salvation',\n",
       "  '(',\n",
       "  '4',\n",
       "  '/',\n",
       "  '10',\n",
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       "  'lost',\n",
       "  'highway',\n",
       "  '(',\n",
       "  '10',\n",
       "  '/',\n",
       "  '10',\n",
       "  ')',\n",
       "  '-',\n",
       "  'memento',\n",
       "  '(',\n",
       "  '10',\n",
       "  '/',\n",
       "  '10',\n",
       "  ')',\n",
       "  '-',\n",
       "  'the',\n",
       "  'others',\n",
       "  '(',\n",
       "  '9',\n",
       "  '/',\n",
       "  '10',\n",
       "  ')',\n",
       "  '-',\n",
       "  'stir',\n",
       "  'of',\n",
       "  'echoes',\n",
       "  '(',\n",
       "  '8',\n",
       "  '/',\n",
       "  '10',\n",
       "  ')'],\n",
       " 'neg')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "documents[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "documents = []\n",
    "for category in movie_reviews.categories():\n",
    "    for fileid in movie_reviews.fileids(category):\n",
    "        documents.append([list(movie_reviews.words(fileid)), category])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['plot',\n",
       "  ':',\n",
       "  'two',\n",
       "  'teen',\n",
       "  'couples',\n",
       "  'go',\n",
       "  'to',\n",
       "  'a',\n",
       "  'church',\n",
       "  'party',\n",
       "  ',',\n",
       "  'drink',\n",
       "  'and',\n",
       "  'then',\n",
       "  'drive',\n",
       "  '.',\n",
       "  'they',\n",
       "  'get',\n",
       "  'into',\n",
       "  'an',\n",
       "  'accident',\n",
       "  '.',\n",
       "  'one',\n",
       "  'of',\n",
       "  'the',\n",
       "  'guys',\n",
       "  'dies',\n",
       "  ',',\n",
       "  'but',\n",
       "  'his',\n",
       "  'girlfriend',\n",
       "  'continues',\n",
       "  'to',\n",
       "  'see',\n",
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       " 'neg']"
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     },
     "execution_count": 76,
     "metadata": {},
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    }
   ],
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  {
   "cell_type": "code",
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   "metadata": {
    "collapsed": true
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   "source": [
    "random.shuffle(documents)"
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  },
  {
   "cell_type": "code",
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       "  \"'\",\n",
       "  's',\n",
       "  'many',\n",
       "  'fights',\n",
       "  'become',\n",
       "  'almost',\n",
       "  'passable',\n",
       "  ',',\n",
       "  'but',\n",
       "  'mostly',\n",
       "  'are',\n",
       "  'full',\n",
       "  'of',\n",
       "  'the',\n",
       "  'same',\n",
       "  'ol',\n",
       "  \"'\",\n",
       "  'jean',\n",
       "  '-',\n",
       "  'claude',\n",
       "  'moves',\n",
       "  '.',\n",
       "  'director',\n",
       "  'mic',\n",
       "  'rodgers',\n",
       "  '(',\n",
       "  'a',\n",
       "  'former',\n",
       "  'stunt',\n",
       "  'co',\n",
       "  '-',\n",
       "  'ordinator',\n",
       "  ')',\n",
       "  'keeps',\n",
       "  'the',\n",
       "  'action',\n",
       "  'coming',\n",
       "  'at',\n",
       "  'a',\n",
       "  'rapid',\n",
       "  'pace',\n",
       "  ',',\n",
       "  'with',\n",
       "  'only',\n",
       "  'a',\n",
       "  'few',\n",
       "  'token',\n",
       "  'serious',\n",
       "  'moments',\n",
       "  'to',\n",
       "  'be',\n",
       "  'found',\n",
       "  '.',\n",
       "  'his',\n",
       "  'past',\n",
       "  'work',\n",
       "  'is',\n",
       "  'evident',\n",
       "  'in',\n",
       "  'the',\n",
       "  'many',\n",
       "  'moments',\n",
       "  'when',\n",
       "  'characters',\n",
       "  'are',\n",
       "  'thrown',\n",
       "  'through',\n",
       "  'windows',\n",
       "  ',',\n",
       "  'tossed',\n",
       "  'off',\n",
       "  'of',\n",
       "  'buildings',\n",
       "  'or',\n",
       "  'sent',\n",
       "  'flying',\n",
       "  'through',\n",
       "  'the',\n",
       "  'air',\n",
       "  'thanks',\n",
       "  'to',\n",
       "  'an',\n",
       "  'explosion',\n",
       "  '.',\n",
       "  'if',\n",
       "  'only',\n",
       "  'jean',\n",
       "  '-',\n",
       "  'claude',\n",
       "  'weren',\n",
       "  \"'\",\n",
       "  't',\n",
       "  'getting',\n",
       "  'so',\n",
       "  'old',\n",
       "  'and',\n",
       "  'slow',\n",
       "  'compared',\n",
       "  'to',\n",
       "  'younger',\n",
       "  'martial',\n",
       "  'arts',\n",
       "  'film',\n",
       "  'actors',\n",
       "  'like',\n",
       "  'jet',\n",
       "  'li',\n",
       "  ',',\n",
       "  'rodgers',\n",
       "  'could',\n",
       "  'probably',\n",
       "  'have',\n",
       "  'made',\n",
       "  'a',\n",
       "  'decent',\n",
       "  'action',\n",
       "  'film',\n",
       "  '.',\n",
       "  'to',\n",
       "  'place',\n",
       "  'the',\n",
       "  'blame',\n",
       "  'squarely',\n",
       "  'at',\n",
       "  'van',\n",
       "  'damme',\n",
       "  \"'\",\n",
       "  's',\n",
       "  'feet',\n",
       "  ',',\n",
       "  'however',\n",
       "  ',',\n",
       "  'is',\n",
       "  'an',\n",
       "  'injustice',\n",
       "  '.',\n",
       "  'i',\n",
       "  \"'\",\n",
       "  'm',\n",
       "  'not',\n",
       "  'sure',\n",
       "  'that',\n",
       "  'anyone',\n",
       "  ',',\n",
       "  'not',\n",
       "  'even',\n",
       "  'robert',\n",
       "  'deniro',\n",
       "  'or',\n",
       "  'edward',\n",
       "  'norton',\n",
       "  ',',\n",
       "  'could',\n",
       "  'make',\n",
       "  'writers',\n",
       "  'william',\n",
       "  'malone',\n",
       "  'and',\n",
       "  'john',\n",
       "  'fasano',\n",
       "  \"'\",\n",
       "  's',\n",
       "  'script',\n",
       "  'sound',\n",
       "  'good',\n",
       "  '.',\n",
       "  'one',\n",
       "  'particularly',\n",
       "  'painful',\n",
       "  'scene',\n",
       "  'is',\n",
       "  'when',\n",
       "  'erin',\n",
       "  'asks',\n",
       "  'luc',\n",
       "  'how',\n",
       "  'he',\n",
       "  'is',\n",
       "  'so',\n",
       "  'sure',\n",
       "  'that',\n",
       "  'the',\n",
       "  'aforementioned',\n",
       "  'strip',\n",
       "  'club',\n",
       "  'will',\n",
       "  'have',\n",
       "  'internet',\n",
       "  'access',\n",
       "  '.',\n",
       "  'he',\n",
       "  'cringes',\n",
       "  ',',\n",
       "  'looks',\n",
       "  'down',\n",
       "  'and',\n",
       "  'mutters',\n",
       "  '\"',\n",
       "  'uh',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  'uhm',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  'they',\n",
       "  'all',\n",
       "  'do',\n",
       "  ',',\n",
       "  'i',\n",
       "  'saw',\n",
       "  'it',\n",
       "  'on',\n",
       "  '60',\n",
       "  'minutes',\n",
       "  '.',\n",
       "  'eh',\n",
       "  'he',\n",
       "  'he',\n",
       "  'he',\n",
       "  '\"',\n",
       "  'the',\n",
       "  'script',\n",
       "  \"'\",\n",
       "  's',\n",
       "  'and',\n",
       "  'indeed',\n",
       "  'the',\n",
       "  'entire',\n",
       "  'film',\n",
       "  \"'\",\n",
       "  's',\n",
       "  'only',\n",
       "  'saving',\n",
       "  'grace',\n",
       "  'is',\n",
       "  'goldberg',\n",
       "  '.',\n",
       "  'he',\n",
       "  'chews',\n",
       "  'up',\n",
       "  'every',\n",
       "  'scene',\n",
       "  'he',\n",
       "  'is',\n",
       "  'in',\n",
       "  ',',\n",
       "  'obviously',\n",
       "  'enjoying',\n",
       "  'his',\n",
       "  'role',\n",
       "  'immensely',\n",
       "  '.',\n",
       "  ...],\n",
       " 'neg')"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "documents[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "all_words = [w.lower() for w in movie_reviews.words()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Have frequency distribution \n",
    "all_words = nltk.FreqDist(all_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(',', 77717), ('the', 76529), ('.', 65876), ('a', 38106), ('and', 35576)]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#To view the most common words\n",
    "all_words.most_common(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "253"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To the the number of time the word supid occurred\n",
    "all_words[\"stupid\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['plot', ':', 'two', 'teen', 'couples', 'go', 'to', 'a', 'church', 'party']"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(all_words.keys())[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(',', 77717),\n",
       " ('the', 76529),\n",
       " ('.', 65876),\n",
       " ('a', 38106),\n",
       " ('and', 35576),\n",
       " ('of', 34123),\n",
       " ('to', 31937),\n",
       " (\"'\", 30585),\n",
       " ('is', 25195),\n",
       " ('in', 21822)]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_words.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[',', 'the', '.', 'a', 'and', 'of', 'to', \"'\", 'is', 'in']"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[w[0] for w in all_words.most_common(10)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['plot', ':', 'two', 'teen', 'couples', 'go', 'to', 'a', 'church', 'party']"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(all_words.keys())[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "word_features = [w[0] for w in all_words.most_common(3000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def find_features(document):\n",
    "    '''\n",
    "    document = list of all the words in a review\n",
    "    '''\n",
    "    # To extract only the unique words in a document\n",
    "    words = set(document)\n",
    "    features = {}\n",
    "    \n",
    "    #Set true or false based on the if the word is \n",
    "    #present in the top 3000 words\n",
    "    for w in word_features:\n",
    "        features[w] = (w in words)\n",
    "        \n",
    "    return features    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{',': True,\n",
       " 'the': True,\n",
       " '.': True,\n",
       " 'a': True,\n",
       " 'and': True,\n",
       " 'of': True,\n",
       " 'to': True,\n",
       " \"'\": True,\n",
       " 'is': True,\n",
       " 'in': True,\n",
       " 's': True,\n",
       " '\"': True,\n",
       " 'it': True,\n",
       " 'that': True,\n",
       " '-': True,\n",
       " ')': True,\n",
       " '(': True,\n",
       " 'as': True,\n",
       " 'with': True,\n",
       " 'for': True,\n",
       " 'his': True,\n",
       " 'this': True,\n",
       " 'film': True,\n",
       " 'i': True,\n",
       " 'he': True,\n",
       " 'but': True,\n",
       " 'on': True,\n",
       " 'are': True,\n",
       " 't': True,\n",
       " 'by': True,\n",
       " 'be': True,\n",
       " 'one': True,\n",
       " 'movie': True,\n",
       " 'an': True,\n",
       " 'who': True,\n",
       " 'not': True,\n",
       " 'you': True,\n",
       " 'from': True,\n",
       " 'at': False,\n",
       " 'was': False,\n",
       " 'have': True,\n",
       " 'they': True,\n",
       " 'has': True,\n",
       " 'her': True,\n",
       " 'all': True,\n",
       " '?': True,\n",
       " 'there': True,\n",
       " 'like': True,\n",
       " 'so': True,\n",
       " 'out': True,\n",
       " 'about': True,\n",
       " 'up': True,\n",
       " 'more': True,\n",
       " 'what': True,\n",
       " 'when': True,\n",
       " 'which': True,\n",
       " 'or': True,\n",
       " 'she': False,\n",
       " 'their': False,\n",
       " ':': True,\n",
       " 'some': False,\n",
       " 'just': True,\n",
       " 'can': False,\n",
       " 'if': False,\n",
       " 'we': True,\n",
       " 'him': True,\n",
       " 'into': True,\n",
       " 'even': True,\n",
       " 'only': True,\n",
       " 'than': False,\n",
       " 'no': True,\n",
       " 'good': True,\n",
       " 'time': False,\n",
       " 'most': True,\n",
       " 'its': True,\n",
       " 'will': False,\n",
       " 'story': False,\n",
       " 'would': True,\n",
       " 'been': True,\n",
       " 'much': False,\n",
       " 'character': True,\n",
       " 'also': True,\n",
       " 'get': True,\n",
       " 'other': False,\n",
       " 'do': True,\n",
       " 'two': True,\n",
       " 'well': True,\n",
       " 'them': False,\n",
       " 'very': True,\n",
       " 'characters': True,\n",
       " ';': False,\n",
       " 'first': False,\n",
       " '--': False,\n",
       " 'after': True,\n",
       " 'see': True,\n",
       " '!': True,\n",
       " 'way': True,\n",
       " 'because': True,\n",
       " 'make': True,\n",
       " 'life': True,\n",
       " 'off': True,\n",
       " 'too': True,\n",
       " 'any': False,\n",
       " 'does': True,\n",
       " 'really': True,\n",
       " 'had': False,\n",
       " 'while': True,\n",
       " 'films': True,\n",
       " 'how': True,\n",
       " 'plot': True,\n",
       " 'little': True,\n",
       " 'where': True,\n",
       " 'people': True,\n",
       " 'over': True,\n",
       " 'could': False,\n",
       " 'then': True,\n",
       " 'me': True,\n",
       " 'scene': False,\n",
       " 'man': False,\n",
       " 'bad': True,\n",
       " 'my': True,\n",
       " 'never': False,\n",
       " 'being': False,\n",
       " 'best': False,\n",
       " 'these': True,\n",
       " 'don': True,\n",
       " 'new': True,\n",
       " 'doesn': True,\n",
       " 'scenes': True,\n",
       " 'many': False,\n",
       " 'director': True,\n",
       " 'such': True,\n",
       " 'know': True,\n",
       " 'were': False,\n",
       " 'movies': True,\n",
       " 'through': False,\n",
       " 'here': True,\n",
       " 'action': False,\n",
       " 'great': False,\n",
       " 're': False,\n",
       " 'another': False,\n",
       " 'love': False,\n",
       " 'go': True,\n",
       " 'made': False,\n",
       " 'us': True,\n",
       " 'big': True,\n",
       " 'end': False,\n",
       " 'something': False,\n",
       " 'back': True,\n",
       " '*': False,\n",
       " 'still': True,\n",
       " 'world': True,\n",
       " 'seems': True,\n",
       " 'work': False,\n",
       " 'those': False,\n",
       " 'makes': True,\n",
       " 'now': True,\n",
       " 'before': True,\n",
       " 'however': False,\n",
       " 'between': False,\n",
       " 'few': False,\n",
       " '/': True,\n",
       " 'down': True,\n",
       " 'every': True,\n",
       " 'though': False,\n",
       " 'better': False,\n",
       " 'real': False,\n",
       " 'audience': True,\n",
       " 'enough': False,\n",
       " 'seen': False,\n",
       " 'take': False,\n",
       " 'around': False,\n",
       " 'both': True,\n",
       " 'going': True,\n",
       " 'year': False,\n",
       " 'performance': False,\n",
       " 'why': False,\n",
       " 'should': True,\n",
       " 'role': False,\n",
       " 'isn': False,\n",
       " 'same': True,\n",
       " 'old': False,\n",
       " 'gets': False,\n",
       " 'your': True,\n",
       " 'may': False,\n",
       " 'things': True,\n",
       " 'think': False,\n",
       " 'years': True,\n",
       " 'last': False,\n",
       " 'comedy': False,\n",
       " 'funny': False,\n",
       " 'actually': True,\n",
       " 've': True,\n",
       " 'long': False,\n",
       " 'look': True,\n",
       " 'almost': False,\n",
       " 'own': True,\n",
       " 'thing': False,\n",
       " 'fact': False,\n",
       " 'nothing': False,\n",
       " 'say': False,\n",
       " 'right': False,\n",
       " 'john': False,\n",
       " 'although': True,\n",
       " 'played': False,\n",
       " 'find': True,\n",
       " 'script': False,\n",
       " 'come': False,\n",
       " 'ever': True,\n",
       " 'cast': False,\n",
       " 'since': True,\n",
       " 'did': True,\n",
       " 'star': False,\n",
       " 'plays': False,\n",
       " 'young': False,\n",
       " 'show': False,\n",
       " 'comes': False,\n",
       " 'm': False,\n",
       " 'part': True,\n",
       " 'original': False,\n",
       " 'actors': True,\n",
       " 'screen': False,\n",
       " 'without': False,\n",
       " 'again': True,\n",
       " 'acting': False,\n",
       " 'three': False,\n",
       " 'day': False,\n",
       " 'each': False,\n",
       " 'point': True,\n",
       " 'lot': False,\n",
       " 'least': False,\n",
       " 'takes': False,\n",
       " 'guy': False,\n",
       " 'quite': False,\n",
       " 'himself': False,\n",
       " 'away': True,\n",
       " 'during': False,\n",
       " 'family': False,\n",
       " 'effects': False,\n",
       " 'course': False,\n",
       " 'goes': False,\n",
       " 'minutes': True,\n",
       " 'interesting': False,\n",
       " 'might': True,\n",
       " 'far': False,\n",
       " 'high': False,\n",
       " 'rather': False,\n",
       " 'once': False,\n",
       " 'must': False,\n",
       " 'anything': False,\n",
       " 'place': False,\n",
       " 'set': False,\n",
       " 'yet': False,\n",
       " 'watch': True,\n",
       " 'd': False,\n",
       " 'making': True,\n",
       " 'our': False,\n",
       " 'wife': False,\n",
       " 'hard': False,\n",
       " 'always': True,\n",
       " 'fun': False,\n",
       " 'didn': True,\n",
       " 'll': False,\n",
       " 'seem': True,\n",
       " 'special': False,\n",
       " 'bit': True,\n",
       " 'times': False,\n",
       " 'trying': True,\n",
       " 'hollywood': False,\n",
       " 'instead': False,\n",
       " 'give': True,\n",
       " 'want': True,\n",
       " 'picture': False,\n",
       " 'kind': True,\n",
       " 'american': True,\n",
       " 'job': False,\n",
       " 'sense': True,\n",
       " 'woman': False,\n",
       " 'home': False,\n",
       " 'having': False,\n",
       " 'series': False,\n",
       " 'actor': False,\n",
       " 'probably': False,\n",
       " 'help': False,\n",
       " 'half': True,\n",
       " 'along': False,\n",
       " 'men': False,\n",
       " 'everything': False,\n",
       " 'pretty': True,\n",
       " 'becomes': False,\n",
       " 'sure': True,\n",
       " 'black': False,\n",
       " 'together': False,\n",
       " 'dialogue': False,\n",
       " 'money': False,\n",
       " 'become': False,\n",
       " 'gives': False,\n",
       " 'given': True,\n",
       " 'looking': False,\n",
       " 'whole': False,\n",
       " 'watching': False,\n",
       " 'father': False,\n",
       " '`': False,\n",
       " 'feel': False,\n",
       " 'everyone': False,\n",
       " 'music': True,\n",
       " 'wants': False,\n",
       " 'sex': False,\n",
       " 'less': False,\n",
       " 'done': False,\n",
       " 'horror': True,\n",
       " 'got': True,\n",
       " 'death': False,\n",
       " 'perhaps': False,\n",
       " 'city': False,\n",
       " 'next': False,\n",
       " 'especially': False,\n",
       " 'play': False,\n",
       " 'girl': False,\n",
       " 'mind': True,\n",
       " '10': True,\n",
       " 'moments': False,\n",
       " 'looks': False,\n",
       " 'completely': True,\n",
       " '2': True,\n",
       " 'reason': False,\n",
       " 'mother': False,\n",
       " 'whose': False,\n",
       " 'line': True,\n",
       " 'night': False,\n",
       " 'human': False,\n",
       " 'until': True,\n",
       " 'rest': False,\n",
       " 'performances': False,\n",
       " 'different': True,\n",
       " 'evil': False,\n",
       " 'small': False,\n",
       " 'james': False,\n",
       " 'simply': True,\n",
       " 'couple': False,\n",
       " 'put': False,\n",
       " 'let': False,\n",
       " 'anyone': False,\n",
       " 'ending': True,\n",
       " 'case': False,\n",
       " 'several': False,\n",
       " 'dead': True,\n",
       " 'michael': False,\n",
       " 'left': False,\n",
       " 'thought': False,\n",
       " 'school': False,\n",
       " 'shows': True,\n",
       " 'humor': False,\n",
       " 'true': False,\n",
       " 'lost': True,\n",
       " 'written': False,\n",
       " 'itself': False,\n",
       " 'friend': False,\n",
       " 'entire': True,\n",
       " 'getting': False,\n",
       " 'town': False,\n",
       " 'turns': False,\n",
       " 'soon': False,\n",
       " 'someone': True,\n",
       " 'second': False,\n",
       " 'main': True,\n",
       " 'stars': False,\n",
       " 'found': False,\n",
       " 'use': False,\n",
       " 'problem': True,\n",
       " 'friends': False,\n",
       " 'tv': False,\n",
       " 'top': False,\n",
       " 'name': False,\n",
       " 'begins': False,\n",
       " 'called': False,\n",
       " 'based': False,\n",
       " 'comic': False,\n",
       " 'david': False,\n",
       " 'head': True,\n",
       " 'else': False,\n",
       " 'idea': True,\n",
       " 'either': False,\n",
       " 'wrong': False,\n",
       " 'unfortunately': False,\n",
       " 'later': False,\n",
       " 'final': True,\n",
       " 'hand': False,\n",
       " 'alien': False,\n",
       " 'house': False,\n",
       " 'group': False,\n",
       " 'full': False,\n",
       " 'used': False,\n",
       " 'tries': False,\n",
       " 'often': False,\n",
       " 'against': False,\n",
       " 'war': False,\n",
       " 'sequence': False,\n",
       " 'keep': False,\n",
       " 'turn': False,\n",
       " 'playing': True,\n",
       " 'boy': False,\n",
       " 'behind': False,\n",
       " 'named': False,\n",
       " 'certainly': False,\n",
       " 'live': False,\n",
       " 'believe': False,\n",
       " 'under': False,\n",
       " 'works': False,\n",
       " 'relationship': False,\n",
       " 'face': False,\n",
       " 'hour': False,\n",
       " 'run': False,\n",
       " 'style': False,\n",
       " 'said': False,\n",
       " 'despite': True,\n",
       " 'person': False,\n",
       " 'finally': False,\n",
       " 'shot': False,\n",
       " 'book': False,\n",
       " 'doing': False,\n",
       " 'tell': False,\n",
       " 'maybe': False,\n",
       " 'nice': False,\n",
       " 'son': False,\n",
       " 'perfect': False,\n",
       " 'side': False,\n",
       " 'seeing': False,\n",
       " 'able': False,\n",
       " 'finds': False,\n",
       " 'children': False,\n",
       " 'days': False,\n",
       " 'past': False,\n",
       " 'summer': False,\n",
       " 'camera': False,\n",
       " 'won': False,\n",
       " 'including': False,\n",
       " 'mr': False,\n",
       " 'kids': True,\n",
       " 'lives': False,\n",
       " 'directed': False,\n",
       " 'moment': False,\n",
       " 'game': False,\n",
       " 'running': True,\n",
       " 'fight': False,\n",
       " 'supposed': False,\n",
       " 'video': True,\n",
       " 'car': False,\n",
       " 'matter': False,\n",
       " 'kevin': False,\n",
       " 'joe': False,\n",
       " 'lines': False,\n",
       " 'worth': False,\n",
       " '=': False,\n",
       " 'daughter': False,\n",
       " 'earth': False,\n",
       " 'starts': True,\n",
       " 'need': True,\n",
       " 'entertaining': True,\n",
       " 'white': False,\n",
       " 'start': True,\n",
       " 'writer': False,\n",
       " 'dark': False,\n",
       " 'short': False,\n",
       " 'self': False,\n",
       " 'worst': False,\n",
       " 'nearly': False,\n",
       " 'opening': False,\n",
       " 'try': False,\n",
       " 'upon': False,\n",
       " 'care': False,\n",
       " 'early': False,\n",
       " 'violence': False,\n",
       " 'throughout': True,\n",
       " 'team': False,\n",
       " 'production': True,\n",
       " 'example': False,\n",
       " 'beautiful': False,\n",
       " 'title': False,\n",
       " 'exactly': False,\n",
       " 'jack': False,\n",
       " 'review': True,\n",
       " 'major': False,\n",
       " 'drama': False,\n",
       " '&': True,\n",
       " 'problems': True,\n",
       " 'sequences': False,\n",
       " 'obvious': False,\n",
       " 'version': False,\n",
       " 'screenplay': False,\n",
       " 'known': False,\n",
       " 'killer': False,\n",
       " 'wasn': False,\n",
       " 'robert': False,\n",
       " 'disney': False,\n",
       " 'already': False,\n",
       " 'close': False,\n",
       " 'classic': False,\n",
       " 'others': True,\n",
       " 'hit': False,\n",
       " 'kill': False,\n",
       " 'deep': False,\n",
       " 'five': True,\n",
       " 'order': False,\n",
       " 'act': False,\n",
       " 'simple': False,\n",
       " 'fine': False,\n",
       " 'themselves': True,\n",
       " 'heart': False,\n",
       " 'roles': False,\n",
       " 'jackie': False,\n",
       " 'direction': False,\n",
       " 'eyes': False,\n",
       " 'four': False,\n",
       " 'question': False,\n",
       " 'sort': False,\n",
       " 'sometimes': False,\n",
       " 'knows': False,\n",
       " 'supporting': False,\n",
       " 'coming': True,\n",
       " 'voice': False,\n",
       " 'women': False,\n",
       " 'truly': False,\n",
       " 'save': False,\n",
       " 'jokes': False,\n",
       " 'computer': False,\n",
       " 'child': False,\n",
       " 'o': False,\n",
       " 'boring': False,\n",
       " 'tom': False,\n",
       " 'level': False,\n",
       " '1': False,\n",
       " 'body': False,\n",
       " 'guys': True,\n",
       " 'genre': True,\n",
       " 'brother': False,\n",
       " 'strong': False,\n",
       " 'stop': False,\n",
       " 'room': False,\n",
       " 'space': False,\n",
       " 'lee': False,\n",
       " 'ends': False,\n",
       " 'beginning': False,\n",
       " 'ship': False,\n",
       " 'york': False,\n",
       " 'attempt': True,\n",
       " 'thriller': False,\n",
       " 'scream': False,\n",
       " 'peter': False,\n",
       " 'aren': False,\n",
       " 'husband': False,\n",
       " 'fiction': False,\n",
       " 'happens': False,\n",
       " 'hero': False,\n",
       " 'novel': False,\n",
       " 'note': False,\n",
       " 'hope': False,\n",
       " 'king': False,\n",
       " 'yes': False,\n",
       " 'says': False,\n",
       " 'tells': False,\n",
       " 'quickly': False,\n",
       " 'romantic': False,\n",
       " 'dog': False,\n",
       " 'oscar': False,\n",
       " 'stupid': False,\n",
       " 'possible': False,\n",
       " 'saw': False,\n",
       " 'lead': False,\n",
       " 'career': False,\n",
       " 'murder': False,\n",
       " 'extremely': False,\n",
       " 'manages': False,\n",
       " 'god': False,\n",
       " 'mostly': False,\n",
       " 'wonder': False,\n",
       " 'particularly': False,\n",
       " 'future': False,\n",
       " 'fans': False,\n",
       " 'sound': False,\n",
       " 'worse': False,\n",
       " 'piece': False,\n",
       " 'involving': False,\n",
       " 'de': False,\n",
       " 'appears': False,\n",
       " 'planet': False,\n",
       " 'paul': False,\n",
       " 'involved': False,\n",
       " 'mean': True,\n",
       " 'none': False,\n",
       " 'taking': False,\n",
       " 'hours': False,\n",
       " 'laugh': False,\n",
       " 'police': False,\n",
       " 'sets': False,\n",
       " 'attention': False,\n",
       " 'co': False,\n",
       " 'hell': False,\n",
       " 'eventually': False,\n",
       " 'single': False,\n",
       " 'fall': False,\n",
       " 'falls': False,\n",
       " 'material': False,\n",
       " 'emotional': False,\n",
       " 'power': False,\n",
       " 'late': False,\n",
       " 'lack': False,\n",
       " 'dr': False,\n",
       " 'van': False,\n",
       " 'result': False,\n",
       " 'elements': False,\n",
       " 'meet': False,\n",
       " 'smith': False,\n",
       " 'science': False,\n",
       " 'experience': False,\n",
       " 'bring': False,\n",
       " 'wild': False,\n",
       " 'living': False,\n",
       " 'theater': False,\n",
       " 'interest': False,\n",
       " 'leads': False,\n",
       " 'word': False,\n",
       " 'feature': False,\n",
       " 'battle': False,\n",
       " 'girls': False,\n",
       " 'alone': False,\n",
       " 'obviously': True,\n",
       " 'george': False,\n",
       " 'within': False,\n",
       " 'usually': False,\n",
       " 'enjoy': False,\n",
       " 'guess': True,\n",
       " 'among': False,\n",
       " 'taken': True,\n",
       " 'feeling': True,\n",
       " 'laughs': False,\n",
       " 'aliens': False,\n",
       " 'talk': False,\n",
       " 'chance': False,\n",
       " 'talent': False,\n",
       " '3': True,\n",
       " 'middle': False,\n",
       " 'number': False,\n",
       " 'easy': False,\n",
       " 'across': False,\n",
       " 'needs': False,\n",
       " 'attempts': False,\n",
       " 'happen': True,\n",
       " 'television': False,\n",
       " 'chris': False,\n",
       " 'deal': True,\n",
       " 'poor': False,\n",
       " 'form': False,\n",
       " 'girlfriend': True,\n",
       " 'viewer': False,\n",
       " 'release': False,\n",
       " 'killed': False,\n",
       " 'forced': False,\n",
       " 'whether': False,\n",
       " 'wonderful': False,\n",
       " 'feels': True,\n",
       " 'oh': True,\n",
       " 'tale': False,\n",
       " 'serious': False,\n",
       " 'expect': False,\n",
       " 'except': False,\n",
       " 'light': False,\n",
       " 'success': False,\n",
       " 'features': False,\n",
       " 'premise': False,\n",
       " 'happy': False,\n",
       " 'words': False,\n",
       " 'leave': False,\n",
       " 'important': False,\n",
       " 'meets': False,\n",
       " 'history': False,\n",
       " 'giving': True,\n",
       " 'crew': False,\n",
       " 'type': False,\n",
       " 'call': False,\n",
       " 'turned': False,\n",
       " 'released': False,\n",
       " 'parents': False,\n",
       " 'art': False,\n",
       " 'impressive': False,\n",
       " 'mission': False,\n",
       " 'working': False,\n",
       " 'seemed': True,\n",
       " 'score': False,\n",
       " 'told': False,\n",
       " 'recent': False,\n",
       " 'robin': False,\n",
       " 'basically': False,\n",
       " 'entertainment': False,\n",
       " 'america': False,\n",
       " '$': False,\n",
       " 'surprise': False,\n",
       " 'apparently': True,\n",
       " 'easily': False,\n",
       " 'ryan': False,\n",
       " 'cool': True,\n",
       " 'stuff': False,\n",
       " 'cop': False,\n",
       " 'change': False,\n",
       " 'williams': False,\n",
       " 'crime': False,\n",
       " 'office': False,\n",
       " 'parts': False,\n",
       " 'somehow': False,\n",
       " 'sequel': False,\n",
       " 'william': False,\n",
       " 'cut': False,\n",
       " 'die': False,\n",
       " 'jones': False,\n",
       " 'credits': False,\n",
       " 'batman': False,\n",
       " 'suspense': False,\n",
       " 'brings': False,\n",
       " 'events': False,\n",
       " 'reality': False,\n",
       " 'whom': False,\n",
       " 'local': False,\n",
       " 'talking': False,\n",
       " 'difficult': False,\n",
       " 'using': False,\n",
       " 'went': False,\n",
       " 'writing': False,\n",
       " 'remember': False,\n",
       " 'near': False,\n",
       " 'straight': False,\n",
       " 'hilarious': False,\n",
       " 'ago': True,\n",
       " 'certain': False,\n",
       " 'ben': False,\n",
       " 'kid': False,\n",
       " 'wouldn': False,\n",
       " 'slow': False,\n",
       " 'blood': False,\n",
       " 'mystery': False,\n",
       " 'complete': False,\n",
       " 'red': False,\n",
       " 'popular': False,\n",
       " 'effective': False,\n",
       " 'am': False,\n",
       " 'fast': False,\n",
       " 'flick': True,\n",
       " 'due': False,\n",
       " 'runs': False,\n",
       " 'gone': False,\n",
       " 'return': False,\n",
       " 'presence': False,\n",
       " 'quality': False,\n",
       " 'dramatic': False,\n",
       " 'filmmakers': False,\n",
       " 'age': False,\n",
       " 'brothers': False,\n",
       " 'business': False,\n",
       " 'general': False,\n",
       " 'rock': False,\n",
       " 'sexual': False,\n",
       " 'present': False,\n",
       " 'surprisingly': False,\n",
       " 'anyway': False,\n",
       " 'uses': False,\n",
       " '4': True,\n",
       " 'personal': False,\n",
       " 'figure': False,\n",
       " 'smart': False,\n",
       " 'ways': True,\n",
       " 'decides': False,\n",
       " 'annoying': False,\n",
       " 'begin': False,\n",
       " 'couldn': False,\n",
       " 'somewhat': False,\n",
       " 'shots': False,\n",
       " 'rich': False,\n",
       " 'minute': False,\n",
       " 'law': False,\n",
       " 'previous': False,\n",
       " 'jim': False,\n",
       " 'successful': False,\n",
       " 'harry': False,\n",
       " 'water': False,\n",
       " 'similar': False,\n",
       " 'absolutely': False,\n",
       " 'motion': False,\n",
       " 'former': False,\n",
       " 'strange': True,\n",
       " 'came': True,\n",
       " 'follow': False,\n",
       " 'read': False,\n",
       " 'project': False,\n",
       " 'million': False,\n",
       " 'secret': True,\n",
       " 'starring': False,\n",
       " 'clear': False,\n",
       " 'familiar': False,\n",
       " 'romance': False,\n",
       " 'intelligent': False,\n",
       " 'third': False,\n",
       " 'excellent': False,\n",
       " 'amazing': False,\n",
       " 'party': True,\n",
       " 'budget': False,\n",
       " 'eye': False,\n",
       " 'actress': False,\n",
       " 'prison': False,\n",
       " 'latest': False,\n",
       " 'means': False,\n",
       " 'company': False,\n",
       " 'towards': False,\n",
       " 'predictable': False,\n",
       " 'powerful': False,\n",
       " 'nor': False,\n",
       " 'bob': False,\n",
       " 'beyond': False,\n",
       " 'visual': False,\n",
       " 'leaves': False,\n",
       " 'r': False,\n",
       " 'nature': False,\n",
       " 'following': False,\n",
       " 'villain': False,\n",
       " 'leaving': False,\n",
       " 'animated': False,\n",
       " 'low': False,\n",
       " 'myself': False,\n",
       " 'b': False,\n",
       " 'bill': False,\n",
       " 'sam': False,\n",
       " 'filled': False,\n",
       " 'wars': False,\n",
       " 'questions': False,\n",
       " 'cinema': False,\n",
       " 'message': False,\n",
       " 'box': False,\n",
       " 'moving': False,\n",
       " 'herself': False,\n",
       " 'country': False,\n",
       " 'usual': False,\n",
       " 'martin': False,\n",
       " 'definitely': False,\n",
       " 'add': False,\n",
       " 'large': False,\n",
       " 'clever': False,\n",
       " 'create': False,\n",
       " 'felt': False,\n",
       " 'stories': False,\n",
       " 'brilliant': False,\n",
       " 'ones': False,\n",
       " 'giant': False,\n",
       " 'situation': False,\n",
       " 'murphy': False,\n",
       " 'break': True,\n",
       " 'opens': False,\n",
       " 'scary': False,\n",
       " 'doubt': False,\n",
       " 'drug': False,\n",
       " 'bunch': False,\n",
       " 'thinking': False,\n",
       " 'solid': False,\n",
       " 'effect': False,\n",
       " 'learn': False,\n",
       " 'move': False,\n",
       " 'force': False,\n",
       " 'potential': False,\n",
       " 'seriously': False,\n",
       " 'follows': False,\n",
       " 'above': False,\n",
       " 'saying': False,\n",
       " 'huge': False,\n",
       " 'class': False,\n",
       " 'plan': False,\n",
       " 'agent': False,\n",
       " 'created': False,\n",
       " 'unlike': False,\n",
       " 'pay': False,\n",
       " 'non': False,\n",
       " 'married': False,\n",
       " 'mark': False,\n",
       " 'sweet': False,\n",
       " 'perfectly': False,\n",
       " 'ex': False,\n",
       " 'realize': False,\n",
       " 'audiences': False,\n",
       " 'took': True,\n",
       " 'decent': True,\n",
       " 'likely': False,\n",
       " 'dream': False,\n",
       " 'view': False,\n",
       " 'scott': False,\n",
       " 'subject': False,\n",
       " 'understand': False,\n",
       " 'happened': False,\n",
       " 'enjoyable': False,\n",
       " 'studio': True,\n",
       " 'immediately': False,\n",
       " 'open': False,\n",
       " 'e': False,\n",
       " 'points': False,\n",
       " 'heard': False,\n",
       " 'viewers': False,\n",
       " 'cameron': False,\n",
       " 'truman': False,\n",
       " 'bruce': False,\n",
       " 'frank': False,\n",
       " 'private': False,\n",
       " 'stay': False,\n",
       " 'fails': False,\n",
       " 'impossible': False,\n",
       " 'cold': False,\n",
       " 'richard': False,\n",
       " 'overall': True,\n",
       " 'merely': False,\n",
       " 'exciting': False,\n",
       " 'mess': True,\n",
       " 'chase': True,\n",
       " 'free': False,\n",
       " 'ten': False,\n",
       " 'neither': False,\n",
       " 'wanted': False,\n",
       " 'gun': False,\n",
       " 'appear': False,\n",
       " 'carter': False,\n",
       " 'escape': False,\n",
       " 'ultimately': False,\n",
       " '+': False,\n",
       " 'fan': False,\n",
       " 'inside': False,\n",
       " 'favorite': False,\n",
       " 'haven': False,\n",
       " 'modern': False,\n",
       " 'l': False,\n",
       " 'wedding': False,\n",
       " 'stone': False,\n",
       " 'trek': False,\n",
       " 'brought': False,\n",
       " 'trouble': False,\n",
       " 'otherwise': False,\n",
       " 'tim': False,\n",
       " '5': False,\n",
       " 'allen': False,\n",
       " 'bond': False,\n",
       " 'society': False,\n",
       " 'liked': False,\n",
       " 'dumb': False,\n",
       " 'musical': False,\n",
       " 'stand': False,\n",
       " 'political': False,\n",
       " 'various': False,\n",
       " 'talented': False,\n",
       " 'particular': False,\n",
       " 'west': False,\n",
       " 'state': False,\n",
       " 'keeps': False,\n",
       " 'english': False,\n",
       " 'silly': False,\n",
       " 'u': False,\n",
       " 'situations': False,\n",
       " 'park': False,\n",
       " 'teen': True,\n",
       " 'rating': False,\n",
       " 'slightly': False,\n",
       " 'steve': False,\n",
       " 'truth': False,\n",
       " 'air': False,\n",
       " 'element': False,\n",
       " 'joke': False,\n",
       " 'spend': False,\n",
       " 'key': False,\n",
       " 'biggest': True,\n",
       " 'members': False,\n",
       " 'effort': False,\n",
       " 'government': False,\n",
       " 'focus': False,\n",
       " 'eddie': False,\n",
       " 'soundtrack': False,\n",
       " 'hands': False,\n",
       " 'earlier': False,\n",
       " 'chan': False,\n",
       " 'purpose': False,\n",
       " 'today': False,\n",
       " 'showing': True,\n",
       " 'memorable': False,\n",
       " 'six': False,\n",
       " 'cannot': False,\n",
       " 'max': False,\n",
       " 'offers': False,\n",
       " 'rated': False,\n",
       " 'mars': False,\n",
       " 'heavy': False,\n",
       " 'totally': False,\n",
       " 'control': False,\n",
       " 'credit': False,\n",
       " 'fi': False,\n",
       " 'woody': False,\n",
       " 'ideas': False,\n",
       " 'sci': False,\n",
       " 'wait': False,\n",
       " 'sit': False,\n",
       " 'female': False,\n",
       " ...}"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_features(movie_reviews.words('neg/cv000_29416.txt'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_sets = [(find_features(rev), category) for (rev, category) in documents]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({',': True,\n",
       "  'the': True,\n",
       "  '.': True,\n",
       "  'a': True,\n",
       "  'and': True,\n",
       "  'of': True,\n",
       "  'to': True,\n",
       "  \"'\": True,\n",
       "  'is': True,\n",
       "  'in': True,\n",
       "  's': True,\n",
       "  '\"': False,\n",
       "  'it': True,\n",
       "  'that': True,\n",
       "  '-': False,\n",
       "  ')': True,\n",
       "  '(': True,\n",
       "  'as': True,\n",
       "  'with': True,\n",
       "  'for': True,\n",
       "  'his': True,\n",
       "  'this': True,\n",
       "  'film': False,\n",
       "  'i': True,\n",
       "  'he': False,\n",
       "  'but': True,\n",
       "  'on': True,\n",
       "  'are': False,\n",
       "  't': True,\n",
       "  'by': False,\n",
       "  'be': True,\n",
       "  'one': True,\n",
       "  'movie': True,\n",
       "  'an': False,\n",
       "  'who': False,\n",
       "  'not': True,\n",
       "  'you': True,\n",
       "  'from': False,\n",
       "  'at': False,\n",
       "  'was': True,\n",
       "  'have': True,\n",
       "  'they': False,\n",
       "  'has': False,\n",
       "  'her': False,\n",
       "  'all': False,\n",
       "  '?': True,\n",
       "  'there': True,\n",
       "  'like': True,\n",
       "  'so': True,\n",
       "  'out': False,\n",
       "  'about': True,\n",
       "  'up': False,\n",
       "  'more': False,\n",
       "  'what': True,\n",
       "  'when': False,\n",
       "  'which': False,\n",
       "  'or': True,\n",
       "  'she': False,\n",
       "  'their': False,\n",
       "  ':': False,\n",
       "  'some': False,\n",
       "  'just': False,\n",
       "  'can': True,\n",
       "  'if': True,\n",
       "  'we': False,\n",
       "  'him': False,\n",
       "  'into': False,\n",
       "  'even': False,\n",
       "  'only': False,\n",
       "  'than': True,\n",
       "  'no': True,\n",
       "  'good': True,\n",
       "  'time': False,\n",
       "  'most': False,\n",
       "  'its': False,\n",
       "  'will': True,\n",
       "  'story': False,\n",
       "  'would': True,\n",
       "  'been': True,\n",
       "  'much': True,\n",
       "  'character': True,\n",
       "  'also': False,\n",
       "  'get': False,\n",
       "  'other': True,\n",
       "  'do': False,\n",
       "  'two': False,\n",
       "  'well': False,\n",
       "  'them': False,\n",
       "  'very': False,\n",
       "  'characters': False,\n",
       "  ';': False,\n",
       "  'first': False,\n",
       "  '--': False,\n",
       "  'after': False,\n",
       "  'see': True,\n",
       "  '!': False,\n",
       "  'way': False,\n",
       "  'because': False,\n",
       "  'make': False,\n",
       "  'life': False,\n",
       "  'off': False,\n",
       "  'too': True,\n",
       "  'any': False,\n",
       "  'does': True,\n",
       "  'really': False,\n",
       "  'had': False,\n",
       "  'while': False,\n",
       "  'films': False,\n",
       "  'how': True,\n",
       "  'plot': False,\n",
       "  'little': True,\n",
       "  'where': False,\n",
       "  'people': False,\n",
       "  'over': False,\n",
       "  'could': True,\n",
       "  'then': False,\n",
       "  'me': False,\n",
       "  'scene': False,\n",
       "  'man': True,\n",
       "  'bad': False,\n",
       "  'my': True,\n",
       "  'never': True,\n",
       "  'being': False,\n",
       "  'best': False,\n",
       "  'these': False,\n",
       "  'don': False,\n",
       "  'new': False,\n",
       "  'doesn': False,\n",
       "  'scenes': False,\n",
       "  'many': False,\n",
       "  'director': False,\n",
       "  'such': False,\n",
       "  'know': False,\n",
       "  'were': False,\n",
       "  'movies': False,\n",
       "  'through': False,\n",
       "  'here': False,\n",
       "  'action': False,\n",
       "  'great': True,\n",
       "  're': False,\n",
       "  'another': False,\n",
       "  'love': False,\n",
       "  'go': False,\n",
       "  'made': False,\n",
       "  'us': False,\n",
       "  'big': True,\n",
       "  'end': True,\n",
       "  'something': True,\n",
       "  'back': False,\n",
       "  '*': False,\n",
       "  'still': False,\n",
       "  'world': False,\n",
       "  'seems': False,\n",
       "  'work': False,\n",
       "  'those': True,\n",
       "  'makes': False,\n",
       "  'now': False,\n",
       "  'before': False,\n",
       "  'however': False,\n",
       "  'between': True,\n",
       "  'few': False,\n",
       "  '/': False,\n",
       "  'down': True,\n",
       "  'every': False,\n",
       "  'though': False,\n",
       "  'better': True,\n",
       "  'real': False,\n",
       "  'audience': False,\n",
       "  'enough': False,\n",
       "  'seen': False,\n",
       "  'take': False,\n",
       "  'around': False,\n",
       "  'both': False,\n",
       "  'going': False,\n",
       "  'year': True,\n",
       "  'performance': False,\n",
       "  'why': True,\n",
       "  'should': False,\n",
       "  'role': False,\n",
       "  'isn': False,\n",
       "  'same': True,\n",
       "  'old': False,\n",
       "  'gets': False,\n",
       "  'your': False,\n",
       "  'may': False,\n",
       "  'things': False,\n",
       "  'think': False,\n",
       "  'years': False,\n",
       "  'last': True,\n",
       "  'comedy': False,\n",
       "  'funny': False,\n",
       "  'actually': False,\n",
       "  've': True,\n",
       "  'long': False,\n",
       "  'look': False,\n",
       "  'almost': False,\n",
       "  'own': False,\n",
       "  'thing': True,\n",
       "  'fact': True,\n",
       "  'nothing': False,\n",
       "  'say': False,\n",
       "  'right': False,\n",
       "  'john': True,\n",
       "  'although': False,\n",
       "  'played': False,\n",
       "  'find': False,\n",
       "  'script': True,\n",
       "  'come': False,\n",
       "  'ever': False,\n",
       "  'cast': True,\n",
       "  'since': False,\n",
       "  'did': False,\n",
       "  'star': False,\n",
       "  'plays': False,\n",
       "  'young': False,\n",
       "  'show': False,\n",
       "  'comes': False,\n",
       "  'm': False,\n",
       "  'part': False,\n",
       "  'original': False,\n",
       "  'actors': False,\n",
       "  'screen': False,\n",
       "  'without': False,\n",
       "  'again': False,\n",
       "  'acting': False,\n",
       "  'three': True,\n",
       "  'day': False,\n",
       "  'each': False,\n",
       "  'point': False,\n",
       "  'lot': False,\n",
       "  'least': False,\n",
       "  'takes': False,\n",
       "  'guy': False,\n",
       "  'quite': False,\n",
       "  'himself': False,\n",
       "  'away': False,\n",
       "  'during': False,\n",
       "  'family': False,\n",
       "  'effects': False,\n",
       "  'course': False,\n",
       "  'goes': True,\n",
       "  'minutes': False,\n",
       "  'interesting': False,\n",
       "  'might': False,\n",
       "  'far': True,\n",
       "  'high': True,\n",
       "  'rather': False,\n",
       "  'once': False,\n",
       "  'must': False,\n",
       "  'anything': False,\n",
       "  'place': False,\n",
       "  'set': False,\n",
       "  'yet': False,\n",
       "  'watch': False,\n",
       "  'd': False,\n",
       "  'making': False,\n",
       "  'our': False,\n",
       "  'wife': False,\n",
       "  'hard': False,\n",
       "  'always': False,\n",
       "  'fun': False,\n",
       "  'didn': False,\n",
       "  'll': False,\n",
       "  'seem': False,\n",
       "  'special': False,\n",
       "  'bit': False,\n",
       "  'times': False,\n",
       "  'trying': False,\n",
       "  'hollywood': False,\n",
       "  'instead': False,\n",
       "  'give': False,\n",
       "  'want': False,\n",
       "  'picture': False,\n",
       "  'kind': False,\n",
       "  'american': False,\n",
       "  'job': False,\n",
       "  'sense': False,\n",
       "  'woman': True,\n",
       "  'home': False,\n",
       "  'having': False,\n",
       "  'series': False,\n",
       "  'actor': False,\n",
       "  'probably': True,\n",
       "  'help': False,\n",
       "  'half': False,\n",
       "  'along': False,\n",
       "  'men': False,\n",
       "  'everything': False,\n",
       "  'pretty': False,\n",
       "  'becomes': False,\n",
       "  'sure': False,\n",
       "  'black': False,\n",
       "  'together': True,\n",
       "  'dialogue': True,\n",
       "  'money': False,\n",
       "  'become': False,\n",
       "  'gives': False,\n",
       "  'given': False,\n",
       "  'looking': False,\n",
       "  'whole': False,\n",
       "  'watching': False,\n",
       "  'father': False,\n",
       "  '`': False,\n",
       "  'feel': True,\n",
       "  'everyone': False,\n",
       "  'music': False,\n",
       "  'wants': False,\n",
       "  'sex': False,\n",
       "  'less': False,\n",
       "  'done': False,\n",
       "  'horror': False,\n",
       "  'got': True,\n",
       "  'death': False,\n",
       "  'perhaps': True,\n",
       "  'city': False,\n",
       "  'next': False,\n",
       "  'especially': False,\n",
       "  'play': False,\n",
       "  'girl': False,\n",
       "  'mind': False,\n",
       "  '10': False,\n",
       "  'moments': False,\n",
       "  'looks': False,\n",
       "  'completely': False,\n",
       "  '2': False,\n",
       "  'reason': False,\n",
       "  'mother': False,\n",
       "  'whose': False,\n",
       "  'line': False,\n",
       "  'night': False,\n",
       "  'human': False,\n",
       "  'until': True,\n",
       "  'rest': False,\n",
       "  'performances': False,\n",
       "  'different': False,\n",
       "  'evil': True,\n",
       "  'small': False,\n",
       "  'james': False,\n",
       "  'simply': False,\n",
       "  'couple': False,\n",
       "  'put': True,\n",
       "  'let': False,\n",
       "  'anyone': False,\n",
       "  'ending': False,\n",
       "  'case': False,\n",
       "  'several': False,\n",
       "  'dead': False,\n",
       "  'michael': False,\n",
       "  'left': False,\n",
       "  'thought': False,\n",
       "  'school': False,\n",
       "  'shows': False,\n",
       "  'humor': False,\n",
       "  'true': False,\n",
       "  'lost': True,\n",
       "  'written': False,\n",
       "  'itself': False,\n",
       "  'friend': False,\n",
       "  'entire': False,\n",
       "  'getting': False,\n",
       "  'town': False,\n",
       "  'turns': False,\n",
       "  'soon': False,\n",
       "  'someone': False,\n",
       "  'second': False,\n",
       "  'main': False,\n",
       "  'stars': False,\n",
       "  'found': False,\n",
       "  'use': False,\n",
       "  'problem': False,\n",
       "  'friends': False,\n",
       "  'tv': True,\n",
       "  'top': False,\n",
       "  'name': True,\n",
       "  'begins': False,\n",
       "  'called': False,\n",
       "  'based': False,\n",
       "  'comic': False,\n",
       "  'david': False,\n",
       "  'head': False,\n",
       "  'else': False,\n",
       "  'idea': True,\n",
       "  'either': False,\n",
       "  'wrong': True,\n",
       "  'unfortunately': False,\n",
       "  'later': False,\n",
       "  'final': False,\n",
       "  'hand': False,\n",
       "  'alien': False,\n",
       "  'house': False,\n",
       "  'group': False,\n",
       "  'full': False,\n",
       "  'used': False,\n",
       "  'tries': False,\n",
       "  'often': False,\n",
       "  'against': False,\n",
       "  'war': False,\n",
       "  'sequence': False,\n",
       "  'keep': False,\n",
       "  'turn': False,\n",
       "  'playing': False,\n",
       "  'boy': False,\n",
       "  'behind': False,\n",
       "  'named': False,\n",
       "  'certainly': False,\n",
       "  'live': False,\n",
       "  'believe': True,\n",
       "  'under': False,\n",
       "  'works': False,\n",
       "  'relationship': False,\n",
       "  'face': False,\n",
       "  'hour': False,\n",
       "  'run': False,\n",
       "  'style': False,\n",
       "  'said': False,\n",
       "  'despite': False,\n",
       "  'person': False,\n",
       "  'finally': False,\n",
       "  'shot': False,\n",
       "  'book': False,\n",
       "  'doing': False,\n",
       "  'tell': False,\n",
       "  'maybe': False,\n",
       "  'nice': False,\n",
       "  'son': False,\n",
       "  'perfect': False,\n",
       "  'side': False,\n",
       "  'seeing': False,\n",
       "  'able': False,\n",
       "  'finds': False,\n",
       "  'children': False,\n",
       "  'days': False,\n",
       "  'past': False,\n",
       "  'summer': False,\n",
       "  'camera': False,\n",
       "  'won': False,\n",
       "  'including': False,\n",
       "  'mr': False,\n",
       "  'kids': False,\n",
       "  'lives': False,\n",
       "  'directed': False,\n",
       "  'moment': False,\n",
       "  'game': False,\n",
       "  'running': False,\n",
       "  'fight': False,\n",
       "  'supposed': False,\n",
       "  'video': False,\n",
       "  'car': False,\n",
       "  'matter': False,\n",
       "  'kevin': False,\n",
       "  'joe': False,\n",
       "  'lines': False,\n",
       "  'worth': False,\n",
       "  '=': True,\n",
       "  'daughter': False,\n",
       "  'earth': False,\n",
       "  'starts': False,\n",
       "  'need': False,\n",
       "  'entertaining': False,\n",
       "  'white': False,\n",
       "  'start': False,\n",
       "  'writer': False,\n",
       "  'dark': False,\n",
       "  'short': False,\n",
       "  'self': False,\n",
       "  'worst': True,\n",
       "  'nearly': False,\n",
       "  'opening': False,\n",
       "  'try': False,\n",
       "  'upon': False,\n",
       "  'care': False,\n",
       "  'early': False,\n",
       "  'violence': False,\n",
       "  'throughout': False,\n",
       "  'team': False,\n",
       "  'production': True,\n",
       "  'example': False,\n",
       "  'beautiful': False,\n",
       "  'title': True,\n",
       "  'exactly': False,\n",
       "  'jack': False,\n",
       "  'review': False,\n",
       "  'major': False,\n",
       "  'drama': False,\n",
       "  '&': False,\n",
       "  'problems': False,\n",
       "  'sequences': False,\n",
       "  'obvious': False,\n",
       "  'version': False,\n",
       "  'screenplay': False,\n",
       "  'known': False,\n",
       "  'killer': False,\n",
       "  'wasn': False,\n",
       "  'robert': False,\n",
       "  'disney': False,\n",
       "  'already': False,\n",
       "  'close': False,\n",
       "  'classic': False,\n",
       "  'others': False,\n",
       "  'hit': False,\n",
       "  'kill': False,\n",
       "  'deep': False,\n",
       "  'five': False,\n",
       "  'order': False,\n",
       "  'act': False,\n",
       "  'simple': False,\n",
       "  'fine': False,\n",
       "  'themselves': False,\n",
       "  'heart': False,\n",
       "  'roles': False,\n",
       "  'jackie': False,\n",
       "  'direction': True,\n",
       "  'eyes': False,\n",
       "  'four': False,\n",
       "  'question': True,\n",
       "  'sort': False,\n",
       "  'sometimes': False,\n",
       "  'knows': False,\n",
       "  'supporting': False,\n",
       "  'coming': True,\n",
       "  'voice': False,\n",
       "  'women': False,\n",
       "  'truly': False,\n",
       "  'save': False,\n",
       "  'jokes': False,\n",
       "  'computer': False,\n",
       "  'child': False,\n",
       "  'o': False,\n",
       "  'boring': False,\n",
       "  'tom': False,\n",
       "  'level': False,\n",
       "  '1': False,\n",
       "  'body': False,\n",
       "  'guys': False,\n",
       "  'genre': False,\n",
       "  'brother': False,\n",
       "  'strong': False,\n",
       "  'stop': False,\n",
       "  'room': True,\n",
       "  'space': False,\n",
       "  'lee': False,\n",
       "  'ends': False,\n",
       "  'beginning': False,\n",
       "  'ship': False,\n",
       "  'york': False,\n",
       "  'attempt': False,\n",
       "  'thriller': False,\n",
       "  'scream': False,\n",
       "  'peter': False,\n",
       "  'aren': False,\n",
       "  'husband': False,\n",
       "  'fiction': False,\n",
       "  'happens': False,\n",
       "  'hero': False,\n",
       "  'novel': False,\n",
       "  'note': False,\n",
       "  'hope': False,\n",
       "  'king': False,\n",
       "  'yes': False,\n",
       "  'says': False,\n",
       "  'tells': False,\n",
       "  'quickly': False,\n",
       "  'romantic': False,\n",
       "  'dog': False,\n",
       "  'oscar': False,\n",
       "  'stupid': False,\n",
       "  'possible': False,\n",
       "  'saw': False,\n",
       "  'lead': False,\n",
       "  'career': False,\n",
       "  'murder': False,\n",
       "  'extremely': False,\n",
       "  'manages': False,\n",
       "  'god': False,\n",
       "  'mostly': True,\n",
       "  'wonder': False,\n",
       "  'particularly': False,\n",
       "  'future': False,\n",
       "  'fans': False,\n",
       "  'sound': False,\n",
       "  'worse': False,\n",
       "  'piece': False,\n",
       "  'involving': False,\n",
       "  'de': True,\n",
       "  'appears': False,\n",
       "  'planet': False,\n",
       "  'paul': False,\n",
       "  'involved': False,\n",
       "  'mean': False,\n",
       "  'none': False,\n",
       "  'taking': False,\n",
       "  'hours': False,\n",
       "  'laugh': False,\n",
       "  'police': False,\n",
       "  'sets': False,\n",
       "  'attention': False,\n",
       "  'co': False,\n",
       "  'hell': False,\n",
       "  'eventually': False,\n",
       "  'single': False,\n",
       "  'fall': False,\n",
       "  'falls': False,\n",
       "  'material': False,\n",
       "  'emotional': False,\n",
       "  'power': False,\n",
       "  'late': False,\n",
       "  'lack': False,\n",
       "  'dr': False,\n",
       "  'van': False,\n",
       "  'result': False,\n",
       "  'elements': False,\n",
       "  'meet': False,\n",
       "  'smith': False,\n",
       "  'science': False,\n",
       "  'experience': False,\n",
       "  'bring': False,\n",
       "  'wild': False,\n",
       "  'living': False,\n",
       "  'theater': False,\n",
       "  'interest': False,\n",
       "  'leads': False,\n",
       "  'word': False,\n",
       "  'feature': False,\n",
       "  'battle': False,\n",
       "  'girls': False,\n",
       "  'alone': False,\n",
       "  'obviously': False,\n",
       "  'george': False,\n",
       "  'within': False,\n",
       "  'usually': False,\n",
       "  'enjoy': False,\n",
       "  'guess': False,\n",
       "  'among': False,\n",
       "  'taken': False,\n",
       "  'feeling': False,\n",
       "  'laughs': False,\n",
       "  'aliens': False,\n",
       "  'talk': False,\n",
       "  'chance': False,\n",
       "  'talent': False,\n",
       "  '3': False,\n",
       "  'middle': False,\n",
       "  'number': False,\n",
       "  'easy': False,\n",
       "  'across': False,\n",
       "  'needs': False,\n",
       "  'attempts': False,\n",
       "  'happen': False,\n",
       "  'television': False,\n",
       "  'chris': False,\n",
       "  'deal': False,\n",
       "  'poor': True,\n",
       "  'form': True,\n",
       "  'girlfriend': False,\n",
       "  'viewer': True,\n",
       "  'release': False,\n",
       "  'killed': False,\n",
       "  'forced': False,\n",
       "  'whether': False,\n",
       "  'wonderful': False,\n",
       "  'feels': False,\n",
       "  'oh': False,\n",
       "  'tale': False,\n",
       "  'serious': False,\n",
       "  'expect': False,\n",
       "  'except': True,\n",
       "  'light': False,\n",
       "  'success': False,\n",
       "  'features': False,\n",
       "  'premise': False,\n",
       "  'happy': False,\n",
       "  'words': False,\n",
       "  'leave': False,\n",
       "  'important': False,\n",
       "  'meets': False,\n",
       "  'history': False,\n",
       "  'giving': False,\n",
       "  'crew': False,\n",
       "  'type': False,\n",
       "  'call': False,\n",
       "  'turned': False,\n",
       "  'released': True,\n",
       "  'parents': False,\n",
       "  'art': False,\n",
       "  'impressive': False,\n",
       "  'mission': False,\n",
       "  'working': False,\n",
       "  'seemed': False,\n",
       "  'score': False,\n",
       "  'told': False,\n",
       "  'recent': False,\n",
       "  'robin': True,\n",
       "  'basically': False,\n",
       "  'entertainment': False,\n",
       "  'america': False,\n",
       "  '$': False,\n",
       "  'surprise': False,\n",
       "  'apparently': False,\n",
       "  'easily': False,\n",
       "  'ryan': False,\n",
       "  'cool': False,\n",
       "  'stuff': False,\n",
       "  'cop': False,\n",
       "  'change': False,\n",
       "  'williams': False,\n",
       "  'crime': False,\n",
       "  'office': False,\n",
       "  'parts': False,\n",
       "  'somehow': True,\n",
       "  'sequel': False,\n",
       "  'william': False,\n",
       "  'cut': False,\n",
       "  'die': False,\n",
       "  'jones': False,\n",
       "  'credits': False,\n",
       "  'batman': True,\n",
       "  'suspense': False,\n",
       "  'brings': False,\n",
       "  'events': True,\n",
       "  'reality': False,\n",
       "  'whom': False,\n",
       "  'local': False,\n",
       "  'talking': False,\n",
       "  'difficult': False,\n",
       "  'using': False,\n",
       "  'went': False,\n",
       "  'writing': False,\n",
       "  'remember': False,\n",
       "  'near': False,\n",
       "  'straight': False,\n",
       "  'hilarious': False,\n",
       "  'ago': False,\n",
       "  'certain': False,\n",
       "  'ben': False,\n",
       "  'kid': False,\n",
       "  'wouldn': False,\n",
       "  'slow': False,\n",
       "  'blood': False,\n",
       "  'mystery': False,\n",
       "  'complete': False,\n",
       "  'red': False,\n",
       "  'popular': False,\n",
       "  'effective': False,\n",
       "  'am': False,\n",
       "  'fast': False,\n",
       "  'flick': False,\n",
       "  'due': False,\n",
       "  'runs': False,\n",
       "  'gone': True,\n",
       "  'return': False,\n",
       "  'presence': False,\n",
       "  'quality': True,\n",
       "  'dramatic': False,\n",
       "  'filmmakers': False,\n",
       "  'age': False,\n",
       "  'brothers': False,\n",
       "  'business': False,\n",
       "  'general': False,\n",
       "  'rock': False,\n",
       "  'sexual': False,\n",
       "  'present': False,\n",
       "  'surprisingly': False,\n",
       "  'anyway': False,\n",
       "  'uses': False,\n",
       "  '4': False,\n",
       "  'personal': False,\n",
       "  'figure': False,\n",
       "  'smart': True,\n",
       "  'ways': False,\n",
       "  'decides': False,\n",
       "  'annoying': False,\n",
       "  'begin': False,\n",
       "  'couldn': False,\n",
       "  'somewhat': False,\n",
       "  'shots': False,\n",
       "  'rich': False,\n",
       "  'minute': False,\n",
       "  'law': False,\n",
       "  'previous': False,\n",
       "  'jim': False,\n",
       "  'successful': False,\n",
       "  'harry': False,\n",
       "  'water': False,\n",
       "  'similar': False,\n",
       "  'absolutely': False,\n",
       "  'motion': False,\n",
       "  'former': False,\n",
       "  'strange': False,\n",
       "  'came': False,\n",
       "  'follow': False,\n",
       "  'read': False,\n",
       "  'project': False,\n",
       "  'million': False,\n",
       "  'secret': False,\n",
       "  'starring': False,\n",
       "  'clear': False,\n",
       "  'familiar': False,\n",
       "  'romance': False,\n",
       "  'intelligent': False,\n",
       "  'third': False,\n",
       "  'excellent': False,\n",
       "  'amazing': False,\n",
       "  'party': False,\n",
       "  'budget': False,\n",
       "  'eye': False,\n",
       "  'actress': False,\n",
       "  'prison': False,\n",
       "  'latest': False,\n",
       "  'means': False,\n",
       "  'company': False,\n",
       "  'towards': False,\n",
       "  'predictable': False,\n",
       "  'powerful': False,\n",
       "  'nor': False,\n",
       "  'bob': False,\n",
       "  'beyond': False,\n",
       "  'visual': False,\n",
       "  'leaves': False,\n",
       "  'r': False,\n",
       "  'nature': True,\n",
       "  'following': False,\n",
       "  'villain': False,\n",
       "  'leaving': False,\n",
       "  'animated': False,\n",
       "  'low': False,\n",
       "  'myself': False,\n",
       "  'b': False,\n",
       "  'bill': False,\n",
       "  'sam': False,\n",
       "  'filled': False,\n",
       "  'wars': False,\n",
       "  'questions': False,\n",
       "  'cinema': False,\n",
       "  'message': False,\n",
       "  'box': False,\n",
       "  'moving': False,\n",
       "  'herself': False,\n",
       "  'country': False,\n",
       "  'usual': False,\n",
       "  'martin': False,\n",
       "  'definitely': False,\n",
       "  'add': False,\n",
       "  'large': False,\n",
       "  'clever': False,\n",
       "  'create': False,\n",
       "  'felt': False,\n",
       "  'stories': False,\n",
       "  'brilliant': False,\n",
       "  'ones': False,\n",
       "  'giant': False,\n",
       "  'situation': False,\n",
       "  'murphy': False,\n",
       "  'break': False,\n",
       "  'opens': False,\n",
       "  'scary': False,\n",
       "  'doubt': False,\n",
       "  'drug': False,\n",
       "  'bunch': False,\n",
       "  'thinking': False,\n",
       "  'solid': False,\n",
       "  'effect': False,\n",
       "  'learn': False,\n",
       "  'move': False,\n",
       "  'force': False,\n",
       "  'potential': False,\n",
       "  'seriously': False,\n",
       "  'follows': False,\n",
       "  'above': False,\n",
       "  'saying': False,\n",
       "  'huge': False,\n",
       "  'class': False,\n",
       "  'plan': False,\n",
       "  'agent': False,\n",
       "  'created': False,\n",
       "  'unlike': False,\n",
       "  'pay': False,\n",
       "  'non': False,\n",
       "  'married': False,\n",
       "  'mark': False,\n",
       "  'sweet': False,\n",
       "  'perfectly': False,\n",
       "  'ex': False,\n",
       "  'realize': False,\n",
       "  'audiences': False,\n",
       "  'took': False,\n",
       "  'decent': False,\n",
       "  'likely': False,\n",
       "  'dream': False,\n",
       "  'view': False,\n",
       "  'scott': False,\n",
       "  'subject': False,\n",
       "  'understand': True,\n",
       "  'happened': False,\n",
       "  'enjoyable': False,\n",
       "  'studio': False,\n",
       "  'immediately': False,\n",
       "  'open': False,\n",
       "  'e': False,\n",
       "  'points': False,\n",
       "  'heard': False,\n",
       "  'viewers': False,\n",
       "  'cameron': False,\n",
       "  'truman': False,\n",
       "  'bruce': False,\n",
       "  'frank': False,\n",
       "  'private': False,\n",
       "  'stay': False,\n",
       "  'fails': False,\n",
       "  'impossible': False,\n",
       "  'cold': False,\n",
       "  'richard': False,\n",
       "  'overall': False,\n",
       "  'merely': False,\n",
       "  'exciting': False,\n",
       "  'mess': False,\n",
       "  'chase': False,\n",
       "  'free': False,\n",
       "  'ten': False,\n",
       "  'neither': False,\n",
       "  'wanted': False,\n",
       "  'gun': False,\n",
       "  'appear': False,\n",
       "  'carter': False,\n",
       "  'escape': False,\n",
       "  'ultimately': False,\n",
       "  '+': True,\n",
       "  'fan': False,\n",
       "  'inside': False,\n",
       "  'favorite': False,\n",
       "  'haven': False,\n",
       "  'modern': False,\n",
       "  'l': False,\n",
       "  'wedding': False,\n",
       "  'stone': False,\n",
       "  'trek': False,\n",
       "  'brought': False,\n",
       "  'trouble': False,\n",
       "  'otherwise': False,\n",
       "  'tim': False,\n",
       "  '5': False,\n",
       "  'allen': False,\n",
       "  'bond': False,\n",
       "  'society': False,\n",
       "  'liked': False,\n",
       "  'dumb': False,\n",
       "  'musical': False,\n",
       "  'stand': False,\n",
       "  'political': False,\n",
       "  'various': False,\n",
       "  'talented': False,\n",
       "  'particular': False,\n",
       "  'west': False,\n",
       "  'state': False,\n",
       "  'keeps': False,\n",
       "  'english': True,\n",
       "  'silly': True,\n",
       "  'u': False,\n",
       "  'situations': False,\n",
       "  'park': False,\n",
       "  'teen': False,\n",
       "  'rating': False,\n",
       "  'slightly': False,\n",
       "  'steve': False,\n",
       "  'truth': False,\n",
       "  'air': False,\n",
       "  'element': True,\n",
       "  'joke': False,\n",
       "  'spend': False,\n",
       "  'key': False,\n",
       "  'biggest': False,\n",
       "  'members': False,\n",
       "  'effort': False,\n",
       "  'government': False,\n",
       "  'focus': False,\n",
       "  'eddie': False,\n",
       "  'soundtrack': False,\n",
       "  'hands': False,\n",
       "  'earlier': False,\n",
       "  'chan': False,\n",
       "  'purpose': False,\n",
       "  'today': False,\n",
       "  'showing': False,\n",
       "  'memorable': False,\n",
       "  'six': False,\n",
       "  'cannot': True,\n",
       "  'max': False,\n",
       "  'offers': False,\n",
       "  'rated': False,\n",
       "  'mars': False,\n",
       "  'heavy': False,\n",
       "  'totally': False,\n",
       "  'control': False,\n",
       "  'credit': False,\n",
       "  'fi': False,\n",
       "  'woody': False,\n",
       "  'ideas': False,\n",
       "  'sci': False,\n",
       "  'wait': False,\n",
       "  'sit': False,\n",
       "  'female': False,\n",
       "  ...},\n",
       " 'neg')"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_sets[1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2000"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(feature_sets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "training_set = feature_sets[:1800]\n",
    "testing_set = feature_sets[1800:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Bayes-> posterior = prior occurances * likelihood / evidence\n",
    "#Highly scalable and easy to understand\n",
    "\n",
    "classifier =nltk.NaiveBayesClassifier.train(training_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8844444444444445"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.classify.accuracy(classifier, training_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.83"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.classify.accuracy(classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('outstanding', True),\n",
       " ('damon', True),\n",
       " ('seagal', True),\n",
       " ('mulan', True),\n",
       " ('stiller', True),\n",
       " ('idiotic', True),\n",
       " ('finest', True),\n",
       " ('prinze', True),\n",
       " ('awful', True),\n",
       " ('wonderfully', True),\n",
       " ('schumacher', True),\n",
       " ('inept', True),\n",
       " ('flynt', True),\n",
       " ('ordinary', True),\n",
       " ('jolie', True)]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.most_informative_features(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most Informative Features\n",
      "             outstanding = True              pos : neg    =     10.8 : 1.0\n",
      "                   damon = True              pos : neg    =      7.4 : 1.0\n",
      "                  seagal = True              neg : pos    =      7.3 : 1.0\n",
      "                   mulan = True              pos : neg    =      7.1 : 1.0\n",
      "                 stiller = True              pos : neg    =      7.1 : 1.0\n",
      "                 idiotic = True              neg : pos    =      6.9 : 1.0\n",
      "                  finest = True              pos : neg    =      6.9 : 1.0\n",
      "                  prinze = True              neg : pos    =      6.5 : 1.0\n",
      "                   awful = True              neg : pos    =      6.5 : 1.0\n",
      "             wonderfully = True              pos : neg    =      6.4 : 1.0\n",
      "              schumacher = True              neg : pos    =      6.1 : 1.0\n",
      "                   inept = True              neg : pos    =      5.9 : 1.0\n",
      "                   flynt = True              pos : neg    =      5.7 : 1.0\n",
      "                ordinary = True              pos : neg    =      5.4 : 1.0\n",
      "                   jolie = True              neg : pos    =      5.3 : 1.0\n"
     ]
    }
   ],
   "source": [
    "classifier.show_most_informative_features(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Pickle is a format in which we can save python objects\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "#wb is write bytes\n",
    "save_classifier = open(\"naivebayes.pickle\", \"wb\")\n",
    "pickle.dump(classifier, save_classifier)\n",
    "save_classifier.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier_f = open(\"naivebayes.pickle\", \"rb\")\n",
    "classifier = pickle.load(classifier_f)\n",
    "classifier_f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Sklearn wrapper in nltk\n",
    "from nltk.classify.scikitlearn import SklearnClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import MultinomialNB, GaussianNB, BernoulliNB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.83"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MNB_classifier = SklearnClassifier(MultinomialNB())\n",
    "MNB_classifier.train(training_set)\n",
    "nltk.classify.accuracy(MNB_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Does not work with nltk wrapper\n",
    "GNB_classifier = SklearnClassifier(GaussianNB())\n",
    "GNB_classifier.train(training_set)\n",
    "nltk.classify.accuracy(GNB_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.835"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BNB_classifier = SklearnClassifier(BernoulliNB())\n",
    "BNB_classifier.train(training_set)\n",
    "nltk.classify.accuracy(BNB_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression, SGDClassifier\n",
    "from sklearn.svm import SVC, LinearSVC, NuSVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.85"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#LogisticRegression\n",
    "LogisticRegression_classifier = SklearnClassifier(LogisticRegression())\n",
    "LogisticRegression_classifier.train(training_set)\n",
    "nltk.classify.accuracy(LogisticRegression_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/avinash/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:128: FutureWarning: max_iter and tol parameters have been added in <class 'sklearn.linear_model.stochastic_gradient.SGDClassifier'> in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n",
      "  \"and default tol will be 1e-3.\" % type(self), FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.82"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#SGDClassifier\n",
    "SGDClassifier_classifier = SklearnClassifier(SGDClassifier())\n",
    "SGDClassifier_classifier.train(training_set)\n",
    "nltk.classify.accuracy(SGDClassifier_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.85"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#SVC\n",
    "SVC_classifier = SklearnClassifier(SVC())\n",
    "SVC_classifier.train(training_set)\n",
    "nltk.classify.accuracy(SVC_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.84"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LinearSVC_classifier = SklearnClassifier(LinearSVC())\n",
    "LinearSVC_classifier.train(training_set)\n",
    "nltk.classify.accuracy(LinearSVC_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.865"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NuSVC_classifier = SklearnClassifier(NuSVC())\n",
    "NuSVC_classifier.train(training_set)\n",
    "nltk.classify.accuracy(NuSVC_classifier, testing_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ensemble Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.classify import ClassifierI\n",
    "#To decide which outcome got most votes\n",
    "from statistics import mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class VoteClassifier(ClassifierI):\n",
    "    def __init__(self, *classifiers):\n",
    "        self._classifiers = classifiers\n",
    "    \n",
    "    def classify(self, features):\n",
    "        votes = []\n",
    "        for c in self._classifiers:\n",
    "            v = c.classify(features)\n",
    "            votes.append(v)\n",
    "        return mode(votes)\n",
    "    \n",
    "    def confidence(self, features):\n",
    "        votes = []\n",
    "        for c in self._classifiers:\n",
    "            v = c.classify(features)\n",
    "            votes.append(v)\n",
    "        selection = votes.count(mode(votes))\n",
    "        conf = selection/len(votes)\n",
    "        return conf                         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# First one is commented out so that there are odd number of classifiers\n",
    "voted_classifiers = VoteClassifier(#classifier, \n",
    "                                   MNB_classifier, \n",
    "                                   BNB_classifier, \n",
    "                                   LogisticRegression_classifier, \n",
    "                                   SGDClassifier_classifier, \n",
    "                                   SVC_classifier, \n",
    "                                   LinearSVC_classifier, \n",
    "                                   NuSVC_classifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.87"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.classify.accuracy(voted_classifiers, testing_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification:  pos & Confidence %: 1.0\n",
      "Classification:  pos & Confidence %: 1.0\n",
      "Classification:  neg & Confidence %: 1.0\n",
      "Classification:  neg & Confidence %: 0.5714285714285714\n",
      "Classification:  pos & Confidence %: 0.8571428571428571\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,5):\n",
    "    print(\"Classification: \", voted_classifiers.classify(testing_set[i][0]), \n",
    "      \"& Confidence %:\", voted_classifiers.confidence(testing_set[i][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Use confusion matrix for all the methods and also the ensemble classifier.\n",
    "# Use sklearn accuracy. (Do not use nltk wrapper)"
   ]
  }
 ],
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