5-Day1-Chunking.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "Chunk parsing, also known as partial parsing, light parsing, or just chunking,\r\n",
    "is an approach in which the parser assigns incomplete syntactic structure to the phrase.\r\n",
    "The most common use of chunking is in information extraction and message understanding,\r\n",
    "where the content of a text is mined for information that will be used to fill out a template. \r\n",
    "Chunk parsing is actually more like tagging than conventional parsing, in the sense that it typically \r\n",
    "uses finite-state methods and employs rules that work directly off the (tagged) surface string. \r\n",
    "This contrasts with conventional parsing, which normally uses context-free rules expressed over \r\n",
    "abstract categories (e.g. phrasal categories).\r\n",
    "\r\n",
    "In terms of the other NLP tasks, chunking usually takes place after \"tokenization and tagging.\"\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "import nltk\r\n",
    "from nltk.corpus import state_union\r\n",
    "from nltk.tokenize import PunktSentenceTokenizer"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "train_text = state_union.raw(\"2005-GWBush.txt\")\r\n",
    "sample_text = state_union.raw(\"2006-GWBush.txt\")"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "custom_sent_tokenizer = PunktSentenceTokenizer(train_text)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "tokenized = custom_sent_tokenizer.tokenize(sample_text)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "def process_content():\r\n",
    "    try:\r\n",
    "        for i in tokenized:\r\n",
    "            words = nltk.word_tokenize(i)\r\n",
    "            tagged = nltk.pos_tag(words)\r\n",
    "            \r\n",
    "            chunk_gram = r\"\"\"Chunk: {<RB.?>*<VB.?>*<NNP>+<NN>?}\"\"\"\r\n",
    "            \r\n",
    "            chunk_parser = nltk.RegexpParser(chunk_gram)\r\n",
    "            chunked = chunk_parser.parse(tagged)\r\n",
    "            \r\n",
    "            print(chunked)\r\n",
    "            \r\n",
    "            ## UNCOMMENT AT YOUR OWN RISK :(\r\n",
    "            # chunked.draw()\r\n",
    "    except Exception as e:\r\n",
    "        print(str(e))"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "process_content()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(S\n",
      "  (Chunk PRESIDENT/NNP GEORGE/NNP W./NNP BUSH/NNP)\n",
      "  'S/POS\n",
      "  (Chunk 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 THE/NNP UNION/NNP January/NNP)\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  (Chunk THE/NNP PRESIDENT/NNP)\n",
      "  :/:\n",
      "  (Chunk Thank/NNP)\n",
      "  you/PRP\n",
      "  all/DT\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Mr./NNP Speaker/NNP)\n",
      "  ,/,\n",
      "  (Chunk Vice/NNP President/NNP 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 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 Scott/NNP King/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk President/NNP George/NNP W./NNP Bush/NNP)\n",
      "  reacts/VBZ\n",
      "  to/TO\n",
      "  applause/VB\n",
      "  during/IN\n",
      "  his/PRP$\n",
      "  (Chunk State/NNP)\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk Capitol/NNP)\n",
      "  ,/,\n",
      "  (Chunk Tuesday/NNP)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (Chunk White/NNP House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP DraperEvery/NNP time/NN)\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  invited/JJ\n",
      "  to/TO\n",
      "  this/DT\n",
      "  rostrum/NN\n",
      "  ,/,\n",
      "  I/PRP\n",
      "  'm/VBP\n",
      "  humbled/VBN\n",
      "  by/IN\n",
      "  the/DT\n",
      "  privilege/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  mindful/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  history/NN\n",
      "  we/PRP\n",
      "  've/VBP\n",
      "  seen/VBN\n",
      "  together/RB\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  gathered/VBN\n",
      "  under/IN\n",
      "  this/DT\n",
      "  (Chunk Capitol/NNP dome/NN)\n",
      "  in/IN\n",
      "  moments/NNS\n",
      "  of/IN\n",
      "  national/JJ\n",
      "  mourning/NN\n",
      "  and/CC\n",
      "  national/JJ\n",
      "  achievement/NN\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  (Chunk have/VBP served/VBN America/NNP)\n",
      "  through/IN\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  consequential/JJ\n",
      "  periods/NNS\n",
      "  of/IN\n",
      "  our/PRP$\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$\n",
      "  world/NN\n",
      "  live/VBP\n",
      "  in/IN\n",
      "  democratic/JJ\n",
      "  nations/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  we/PRP\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  forget/VB\n",
      "  the/DT\n",
      "  other/JJ\n",
      "  half/NN\n",
      "  --/:\n",
      "  in/IN\n",
      "  places/NNS\n",
      "  like/IN\n",
      "  (Chunk Syria/NNP)\n",
      "  and/CC\n",
      "  (Chunk Burma/NNP)\n",
      "  ,/,\n",
      "  (Chunk Zimbabwe/NNP)\n",
      "  ,/,\n",
      "  (Chunk North/NNP Korea/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  (Chunk Iran/NNP)\n",
      "  --/:\n",
      "  because/IN\n",
      "  the/DT\n",
      "  demands/NNS\n",
      "  of/IN\n",
      "  justice/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  the/DT\n",
      "  peace/NN\n",
      "  of/IN\n",
      "  this/DT\n",
      "  world/NN\n",
      "  ,/,\n",
      "  require/VBP\n",
      "  their/PRP$\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  as/RB\n",
      "  well/RB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk President/NNP George/NNP W./NNP Bush/NNP)\n",
      "  delivers/VBZ\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP Address/NNP)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk Capitol/NNP)\n",
      "  ,/,\n",
      "  (Chunk Tuesday/NNP)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S 31/CD ,/, 2006/CD ./.)\n",
      "(S\n",
      "  (Chunk White/NNP House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP Draper/NNP No/NNP one/NN)\n",
      "  can/MD\n",
      "  deny/VB\n",
      "  the/DT\n",
      "  success/NN\n",
      "  of/IN\n",
      "  freedom/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  some/DT\n",
      "  men/NNS\n",
      "  rage/VB\n",
      "  and/CC\n",
      "  fight/VB\n",
      "  against/IN\n",
      "  it/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  one/CD\n",
      "  of/IN\n",
      "  the/DT\n",
      "  main/JJ\n",
      "  sources/NNS\n",
      "  of/IN\n",
      "  reaction/NN\n",
      "  and/CC\n",
      "  opposition/NN\n",
      "  is/VBZ\n",
      "  radical/JJ\n",
      "  (Chunk Islam/NNP)\n",
      "  --/:\n",
      "  the/DT\n",
      "  perversion/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  few/JJ\n",
      "  of/IN\n",
      "  a/DT\n",
      "  noble/JJ\n",
      "  faith/NN\n",
      "  into/IN\n",
      "  an/DT\n",
      "  ideology/NN\n",
      "  of/IN\n",
      "  terror/NN\n",
      "  and/CC\n",
      "  death/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Terrorists/NNS\n",
      "  like/IN\n",
      "  bin/NN\n",
      "  (Chunk Laden/NNP)\n",
      "  are/VBP\n",
      "  serious/JJ\n",
      "  about/IN\n",
      "  mass/NN\n",
      "  murder/NN\n",
      "  --/:\n",
      "  and/CC\n",
      "  all/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  must/MD\n",
      "  take/VB\n",
      "  their/PRP$\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 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$\n",
      "  day/NN\n",
      "  will/MD\n",
      "  come/VB\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk President/NNP George/NNP W./NNP Bush/NNP)\n",
      "  greets/VBZ\n",
      "  members/NNS\n",
      "  of/IN\n",
      "  (Chunk Congress/NNP)\n",
      "  after/IN\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP 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 House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP 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 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 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 Address/NNP)\n",
      "  at/IN\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  (Chunk Capitol/NNP)\n",
      "  in/IN\n",
      "  (Chunk Washington/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk White/NNP House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP Draper/NNP)\n",
      "  Our/PRP$\n",
      "  men/NNS\n",
      "  and/CC\n",
      "  women/NNS\n",
      "  in/IN\n",
      "  uniform/JJ\n",
      "  are/VBP\n",
      "  making/VBG\n",
      "  sacrifices/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  showing/VBG\n",
      "  a/DT\n",
      "  sense/NN\n",
      "  of/IN\n",
      "  duty/NN\n",
      "  stronger/JJR\n",
      "  than/IN\n",
      "  all/DT\n",
      "  fear/NN\n",
      "  ./.)\n",
      "(S\n",
      "  They/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  it/PRP\n",
      "  's/VBZ\n",
      "  like/IN\n",
      "  to/TO\n",
      "  fight/VB\n",
      "  house/NN\n",
      "  to/TO\n",
      "  house/NN\n",
      "  in/IN\n",
      "  a/DT\n",
      "  maze/NN\n",
      "  of/IN\n",
      "  streets/NNS\n",
      "  ,/,\n",
      "  to/TO\n",
      "  wear/VB\n",
      "  heavy/JJ\n",
      "  gear/NN\n",
      "  in/IN\n",
      "  the/DT\n",
      "  desert/NN\n",
      "  heat/NN\n",
      "  ,/,\n",
      "  to/TO\n",
      "  see/VB\n",
      "  a/DT\n",
      "  comrade/NN\n",
      "  killed/VBN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  roadside/NN\n",
      "  bomb/NN\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  those/DT\n",
      "  who/WP\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  costs/NNS\n",
      "  also/RB\n",
      "  know/VBP\n",
      "  the/DT\n",
      "  stakes/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  Marine/JJ\n",
      "  (Chunk Staff/NNP Sergeant/NNP Dan/NNP Clay/NNP)\n",
      "  was/VBD\n",
      "  killed/VBN\n",
      "  last/JJ\n",
      "  month/NN\n",
      "  fighting/VBG\n",
      "  in/IN\n",
      "  (Chunk Fallujah/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  He/PRP\n",
      "  left/VBD\n",
      "  behind/RP\n",
      "  a/DT\n",
      "  letter/NN\n",
      "  to/TO\n",
      "  his/PRP$\n",
      "  family/NN\n",
      "  ,/,\n",
      "  but/CC\n",
      "  his/PRP$\n",
      "  words/NNS\n",
      "  could/MD\n",
      "  just/RB\n",
      "  as/RB\n",
      "  well/RB\n",
      "  be/VB\n",
      "  addressed/VBN\n",
      "  to/TO\n",
      "  every/DT\n",
      "  (Chunk American/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  Here/RB\n",
      "  is/VBZ\n",
      "  what/WP\n",
      "  (Chunk Dan/NNP)\n",
      "  wrote/VBD\n",
      "  :/:\n",
      "  ``/``\n",
      "  I/PRP\n",
      "  know/VBP\n",
      "  what/WP\n",
      "  honor/NN\n",
      "  is/VBZ\n",
      "  ./.)\n",
      "(S\n",
      "  .../:\n",
      "  It/PRP\n",
      "  has/VBZ\n",
      "  been/VBN\n",
      "  an/DT\n",
      "  honor/NN\n",
      "  to/TO\n",
      "  protect/VB\n",
      "  and/CC\n",
      "  serve/VB\n",
      "  all/DT\n",
      "  of/IN\n",
      "  you/PRP\n",
      "  ./.)\n",
      "(S\n",
      "  I/PRP\n",
      "  faced/VBD\n",
      "  death/NN\n",
      "  with/IN\n",
      "  the/DT\n",
      "  secure/NN\n",
      "  knowledge/NN\n",
      "  that/IN\n",
      "  you/PRP\n",
      "  would/MD\n",
      "  not/RB\n",
      "  have/VB\n",
      "  to/TO\n",
      "  ..../VB)\n",
      "(S Never/RB falter/NN !/.)\n",
      "(S\n",
      "  Do/VBP\n",
      "  n't/RB\n",
      "  hesitate/VB\n",
      "  to/TO\n",
      "  honor/VB\n",
      "  and/CC\n",
      "  support/VB\n",
      "  those/DT\n",
      "  of/IN\n",
      "  us/PRP\n",
      "  who/WP\n",
      "  have/VBP\n",
      "  the/DT\n",
      "  honor/NN\n",
      "  of/IN\n",
      "  protecting/VBG\n",
      "  that/DT\n",
      "  which/WDT\n",
      "  is/VBZ\n",
      "  worth/JJ\n",
      "  protecting/VBG\n",
      "  ./.\n",
      "  ''/'')\n",
      "(S\n",
      "  (Chunk Staff/NNP Sergeant/NNP Dan/NNP Clay/NNP)\n",
      "  's/POS\n",
      "  wife/NN\n",
      "  ,/,\n",
      "  (Chunk Lisa/NNP)\n",
      "  ,/,\n",
      "  and/CC\n",
      "  his/PRP$\n",
      "  mom/NN\n",
      "  and/CC\n",
      "  dad/NN\n",
      "  ,/,\n",
      "  (Chunk Sara/NNP 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 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$\n",
      "  government/NN\n",
      "  should/MD\n",
      "  open/VB\n",
      "  paths/NNS\n",
      "  of/IN\n",
      "  peaceful/JJ\n",
      "  opposition/NN\n",
      "  that/WDT\n",
      "  will/MD\n",
      "  reduce/VB\n",
      "  the/DT\n",
      "  appeal/NN\n",
      "  of/IN\n",
      "  radicalism/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  Palestinian/JJ\n",
      "  people/NNS\n",
      "  have/VBP\n",
      "  voted/VBN\n",
      "  in/IN\n",
      "  elections/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  And/CC\n",
      "  now/RB\n",
      "  the/DT\n",
      "  leaders/NNS\n",
      "  of/IN\n",
      "  (Chunk Hamas/NNP)\n",
      "  must/MD\n",
      "  (Chunk recognize/VB Israel/NNP)\n",
      "  ,/,\n",
      "  disarm/NN\n",
      "  ,/,\n",
      "  reject/JJ\n",
      "  terrorism/NN\n",
      "  ,/,\n",
      "  and/CC\n",
      "  work/NN\n",
      "  for/IN\n",
      "  lasting/VBG\n",
      "  peace/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  (Chunk Saudi/NNP Arabia/NNP)\n",
      "  has/VBZ\n",
      "  taken/VBN\n",
      "  the/DT\n",
      "  first/JJ\n",
      "  steps/NNS\n",
      "  of/IN\n",
      "  reform/NN\n",
      "  --/:\n",
      "  now/RB\n",
      "  it/PRP\n",
      "  can/MD\n",
      "  offer/VB\n",
      "  its/PRP$\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 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 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 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",
      "  (Chunk House/NNP Chamber/NNP)\n",
      "  following/VBG\n",
      "  his/PRP$\n",
      "  State/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  (Chunk Union/NNP)\n",
      "  remarks/NNS\n",
      "  (Chunk Tuesday/NNP)\n",
      "  ,/,\n",
      "  (Chunk Jan/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  31/CD\n",
      "  ,/,\n",
      "  2006/CD\n",
      "  at/IN\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  (Chunk Capitol/NNP)\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk White/NNP House/NNP photo/NN)\n",
      "  by/IN\n",
      "  (Chunk Eric/NNP Draper/NNP)\n",
      "  The/DT\n",
      "  same/JJ\n",
      "  is/VBZ\n",
      "  true/JJ\n",
      "  of/IN\n",
      "  (Chunk Iran/NNP)\n",
      "  ,/,\n",
      "  a/DT\n",
      "  nation/NN\n",
      "  now/RB\n",
      "  held/VBN\n",
      "  hostage/NN\n",
      "  by/IN\n",
      "  a/DT\n",
      "  small/JJ\n",
      "  clerical/JJ\n",
      "  elite/NN\n",
      "  that/WDT\n",
      "  is/VBZ\n",
      "  isolating/VBG\n",
      "  and/CC\n",
      "  repressing/VBG\n",
      "  its/PRP$\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 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 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 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 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 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 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 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",
      "  (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$\n",
      "  oil/NN\n",
      "  imports/NNS\n",
      "  from/IN\n",
      "  the/DT\n",
      "  (Chunk Middle/NNP East/NNP)\n",
      "  by/IN\n",
      "  2025/CD\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  By/IN\n",
      "  applying/VBG\n",
      "  the/DT\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  technology/NN\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  ,/,\n",
      "  this/DT\n",
      "  country/NN\n",
      "  can/MD\n",
      "  dramatically/RB\n",
      "  improve/VB\n",
      "  our/PRP$\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$\n",
      "  dependence/NN\n",
      "  on/IN\n",
      "  (Chunk Middle/NNP Eastern/NNP oil/NN)\n",
      "  a/DT\n",
      "  thing/NN\n",
      "  of/IN\n",
      "  the/DT\n",
      "  past/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  And/CC\n",
      "  to/TO\n",
      "  (Chunk keep/VB America/NNP)\n",
      "  competitive/JJ\n",
      "  ,/,\n",
      "  one/CD\n",
      "  commitment/NN\n",
      "  is/VBZ\n",
      "  necessary/JJ\n",
      "  above/IN\n",
      "  all/DT\n",
      "  :/:\n",
      "  We/PRP\n",
      "  must/MD\n",
      "  continue/VB\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  the/DT\n",
      "  world/NN\n",
      "  in/IN\n",
      "  human/JJ\n",
      "  talent/NN\n",
      "  and/CC\n",
      "  creativity/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Our/PRP$\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$\n",
      "  educated/VBN\n",
      "  ,/,\n",
      "  hardworking/VBG\n",
      "  ,/,\n",
      "  ambitious/JJ\n",
      "  people/NNS\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  're/VBP\n",
      "  going/VBG\n",
      "  to/TO\n",
      "  keep/VB\n",
      "  that/DT\n",
      "  edge/NN\n",
      "  ./.)\n",
      "(S\n",
      "  Tonight/NN\n",
      "  I/PRP\n",
      "  announce/VBP\n",
      "  an/DT\n",
      "  American/JJ\n",
      "  (Chunk Competitiveness/NNP Initiative/NNP)\n",
      "  ,/,\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  innovation/NN\n",
      "  throughout/IN\n",
      "  our/PRP$\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 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$\n",
      "  country/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Tonight/NNP)\n",
      "  I/PRP\n",
      "  propose/VBP\n",
      "  to/TO\n",
      "  train/VB\n",
      "  70,000/CD\n",
      "  high/JJ\n",
      "  school/NN\n",
      "  teachers/NNS\n",
      "  to/TO\n",
      "  lead/VB\n",
      "  advanced-placement/JJ\n",
      "  courses/NNS\n",
      "  in/IN\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  ,/,\n",
      "  bring/VBG\n",
      "  30,000/CD\n",
      "  math/NN\n",
      "  and/CC\n",
      "  science/NN\n",
      "  professionals/NNS\n",
      "  to/TO\n",
      "  teach/VB\n",
      "  in/IN\n",
      "  classrooms/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  give/VB\n",
      "  early/JJ\n",
      "  help/NN\n",
      "  to/TO\n",
      "  students/NNS\n",
      "  who/WP\n",
      "  struggle/VBP\n",
      "  with/IN\n",
      "  math/NN\n",
      "  ,/,\n",
      "  so/IN\n",
      "  they/PRP\n",
      "  have/VBP\n",
      "  a/DT\n",
      "  better/JJR\n",
      "  chance/NN\n",
      "  at/IN\n",
      "  good/JJ\n",
      "  ,/,\n",
      "  high-wage/JJ\n",
      "  jobs/NNS\n",
      "  ./.)\n",
      "(S\n",
      "  If/IN\n",
      "  we/PRP\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (Chunk America/NNP)\n",
      "  's/POS\n",
      "  children/NNS\n",
      "  succeed/VB\n",
      "  in/IN\n",
      "  life/NN\n",
      "  ,/,\n",
      "  they/PRP\n",
      "  will/MD\n",
      "  ensure/VB\n",
      "  that/IN\n",
      "  (Chunk America/NNP)\n",
      "  succeeds/VBZ\n",
      "  in/IN\n",
      "  the/DT\n",
      "  world/NN\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  Preparing/VBG\n",
      "  our/PRP$\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 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$\n",
      "  culture/NN\n",
      "  is/VBZ\n",
      "  doomed/VBN\n",
      "  to/TO\n",
      "  unravel/VB\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  American/JJ\n",
      "  people/NNS\n",
      "  know/VBP\n",
      "  better/JJR\n",
      "  than/IN\n",
      "  that/DT\n",
      "  ./.)\n",
      "(S\n",
      "  We/PRP\n",
      "  have/VBP\n",
      "  proven/VBN\n",
      "  the/DT\n",
      "  pessimists/NNS\n",
      "  wrong/JJ\n",
      "  before/RB\n",
      "  --/:\n",
      "  and/CC\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  do/VB\n",
      "  it/PRP\n",
      "  again/RB\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  depends/VBZ\n",
      "  on/IN\n",
      "  courts/NNS\n",
      "  that/IN\n",
      "  deliver/VBP\n",
      "  equal/JJ\n",
      "  justice/NN\n",
      "  under/IN\n",
      "  the/DT\n",
      "  law/NN\n",
      "  ./.)\n",
      "(S\n",
      "  The/DT\n",
      "  (Chunk Supreme/NNP Court/NNP)\n",
      "  now/RB\n",
      "  has/VBZ\n",
      "  two/CD\n",
      "  superb/JJ\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  --/:\n",
      "  new/JJ\n",
      "  members/NNS\n",
      "  on/IN\n",
      "  its/PRP$\n",
      "  bench/NN\n",
      "  :/:\n",
      "  Chief/JJ\n",
      "  (Chunk Justice/NNP John/NNP Roberts/NNP)\n",
      "  and/CC\n",
      "  (Chunk Justice/NNP Sam/NNP 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$\n",
      "  nation/NN\n",
      "  ,/,\n",
      "  the/DT\n",
      "  (Chunk United/NNP)\n",
      "  States/NNPS\n",
      "  is/VBZ\n",
      "  grateful/JJ\n",
      "  to/TO\n",
      "  (Chunk Justice/NNP Sandra/NNP Day/NNP O'Connor/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  A/DT\n",
      "  hopeful/JJ\n",
      "  society/NN\n",
      "  has/VBZ\n",
      "  institutions/NNS\n",
      "  of/IN\n",
      "  science/NN\n",
      "  and/CC\n",
      "  medicine/NN\n",
      "  that/WDT\n",
      "  do/VBP\n",
      "  not/RB\n",
      "  cut/VB\n",
      "  ethical/JJ\n",
      "  corners/NNS\n",
      "  ,/,\n",
      "  and/CC\n",
      "  that/IN\n",
      "  recognize/VBP\n",
      "  the/DT\n",
      "  matchless/NN\n",
      "  value/NN\n",
      "  of/IN\n",
      "  every/DT\n",
      "  life/NN\n",
      "  ./.)\n",
      "(S\n",
      "  (Chunk Tonight/NNP)\n",
      "  I/PRP\n",
      "  ask/VBP\n",
      "  you/PRP\n",
      "  to/TO\n",
      "  pass/VB\n",
      "  legislation/NN\n",
      "  to/TO\n",
      "  prohibit/VB\n",
      "  the/DT\n",
      "  most/RBS\n",
      "  egregious/JJ\n",
      "  abuses/NNS\n",
      "  of/IN\n",
      "  medical/JJ\n",
      "  research/NN\n",
      "  :/:\n",
      "  human/JJ\n",
      "  cloning/VBG\n",
      "  in/IN\n",
      "  all/DT\n",
      "  its/PRP$\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 America/NNP)\n",
      "  's/POS\n",
      "  (Chunk 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$\n",
      "  (Chunk First/NNP Lady/NNP)\n",
      "  ,/,\n",
      "  (Chunk Laura/NNP Bush/NNP)\n",
      "  ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n",
      "(S\n",
      "  This/DT\n",
      "  year/NN\n",
      "  we/PRP\n",
      "  will/MD\n",
      "  add/VB\n",
      "  resources/NNS\n",
      "  to/TO\n",
      "  encourage/VB\n",
      "  young/JJ\n",
      "  people/NNS\n",
      "  to/TO\n",
      "  stay/VB\n",
      "  in/IN\n",
      "  school/NN\n",
      "  ,/,\n",
      "  so/RB\n",
      "  more/JJR\n",
      "  of/IN\n",
      "  (Chunk America/NNP)\n",
      "  's/POS\n",
      "  youth/NN\n",
      "  can/MD\n",
      "  raise/VB\n",
      "  their/PRP$\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 Coast/NNP)\n",
      "  and/CC\n",
      "  (Chunk 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",
      "  (Chunk 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 (/( (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 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",
      "  (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 Luther/NNP 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 God/NNP bless/NN) (Chunk America/NNP) ./.)\n",
      "(S (/( (Chunk Applause/NNP) ./. )/))\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "#Additional Stuff\r\n",
    "'''\r\n",
    "Training tagger based chunker\r\n",
    "I’ve used the `conll2000` corpus for training chunker. conll2000 corpus defines the chunks using IOB tags.\r\n",
    "It specifies where the chunk begins and ends, along with its types.\r\n",
    "A POS tagger can be trained on these IOB tags\r\n",
    "The chunk tags use the IOB format.\r\n",
    "IOB : Inside,Outside,Beginning\r\n",
    "B- prefix before a tag indicates, it’s the beginning of a chunk\r\n",
    "I- prefix indicates that it’s inside a chunk\r\n",
    "O- tag indicates the token doesn’t belong to any chunk\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "#Here conll2000 corpus for training shallow parser model\r\n",
    "nltk.download('conll2000')\r\n",
    "from nltk.corpus import conll2000\r\n",
    "data= conll2000.chunked_sents()\r\n",
    "train_data=data[:10900]\r\n",
    "test_data=data[10900:]\r\n",
    "print(len(train_data),len(test_data))\r\n",
    "print(train_data[1])"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "[nltk_data] Downloading package conll2000 to\n",
      "[nltk_data]     C:\\Users\\susan\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package conll2000 is already up-to-date!\n"
     ]
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "10900 48\n",
      "(S\n",
      "  Chancellor/NNP\n",
      "  (PP of/IN)\n",
      "  (NP the/DT Exchequer/NNP)\n",
      "  (NP Nigel/NNP Lawson/NNP)\n",
      "  (NP 's/POS restated/VBN commitment/NN)\n",
      "  (PP to/TO)\n",
      "  (NP a/DT firm/NN monetary/JJ policy/NN)\n",
      "  (VP has/VBZ helped/VBN to/TO prevent/VB)\n",
      "  (NP a/DT freefall/NN)\n",
      "  (PP in/IN)\n",
      "  (NP sterling/NN)\n",
      "  (PP over/IN)\n",
      "  (NP the/DT past/JJ week/NN)\n",
      "  ./.)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "tree2conlltags,conlltags2tree are chunking utility functions.\r\n",
    "→ `tree2conlltags`, to get triples of (word, tag, chunk tags for each token). These tuples are then finally used to train a \r\n",
    "    tagger and it learns IOB tags for POS tags.\r\n",
    "→ `conlltags2tree` to generate a parse tree from these token triples\r\n",
    "Conlltags2tree() is reversal of tree2conlltags().We’ll be using these functions to train our parser\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "from nltk.chunk.util import tree2conlltags,conlltags2tree\r\n",
    "wtc=tree2conlltags(train_data[1])\r\n",
    "wtc"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[('Chancellor', 'NNP', 'O'),\n",
       " ('of', 'IN', 'B-PP'),\n",
       " ('the', 'DT', 'B-NP'),\n",
       " ('Exchequer', 'NNP', 'I-NP'),\n",
       " ('Nigel', 'NNP', 'B-NP'),\n",
       " ('Lawson', 'NNP', 'I-NP'),\n",
       " (\"'s\", 'POS', 'B-NP'),\n",
       " ('restated', 'VBN', 'I-NP'),\n",
       " ('commitment', 'NN', 'I-NP'),\n",
       " ('to', 'TO', 'B-PP'),\n",
       " ('a', 'DT', 'B-NP'),\n",
       " ('firm', 'NN', 'I-NP'),\n",
       " ('monetary', 'JJ', 'I-NP'),\n",
       " ('policy', 'NN', 'I-NP'),\n",
       " ('has', 'VBZ', 'B-VP'),\n",
       " ('helped', 'VBN', 'I-VP'),\n",
       " ('to', 'TO', 'I-VP'),\n",
       " ('prevent', 'VB', 'I-VP'),\n",
       " ('a', 'DT', 'B-NP'),\n",
       " ('freefall', 'NN', 'I-NP'),\n",
       " ('in', 'IN', 'B-PP'),\n",
       " ('sterling', 'NN', 'B-NP'),\n",
       " ('over', 'IN', 'B-PP'),\n",
       " ('the', 'DT', 'B-NP'),\n",
       " ('past', 'JJ', 'I-NP'),\n",
       " ('week', 'NN', 'I-NP'),\n",
       " ('.', '.', 'O')]"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "source": [
    "tree=conlltags2tree(wtc)\r\n",
    "print(tree)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(S\n",
      "  Chancellor/NNP\n",
      "  (PP of/IN)\n",
      "  (NP the/DT Exchequer/NNP)\n",
      "  (NP Nigel/NNP Lawson/NNP)\n",
      "  (NP 's/POS restated/VBN commitment/NN)\n",
      "  (PP to/TO)\n",
      "  (NP a/DT firm/NN monetary/JJ policy/NN)\n",
      "  (VP has/VBZ helped/VBN to/TO prevent/VB)\n",
      "  (NP a/DT freefall/NN)\n",
      "  (PP in/IN)\n",
      "  (NP sterling/NN)\n",
      "  (PP over/IN)\n",
      "  (NP the/DT past/JJ week/NN)\n",
      "  ./.)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "Why is Chunking Important\r\n",
    "Chunking can be used for entity detection. It can be used to extract word patterns from a large text without necessarily\r\n",
    "analyzing the entire text. Say you have a very large text and you only need to extract information such as name, item bought,\r\n",
    "and price of the item and the date. You can define a chunk grammar and use chunking to detect this pattern and extract the \r\n",
    "information quickly. \r\n",
    "\r\n",
    "In summary, Chunking helps to identify and understand phrases in a sentence and can perform rapid word filtering based on some defined grammar.\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.6.10 64-bit ('tf-gpu': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  },
  "interpreter": {
   "hash": "135e78ef6267b613ce7b86630936d470174b66187aad9f784a45e5cc3235687c"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}