Obama - Trump NLP Sentense Generator.ipynb

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    "### Obama - Trump NLP Sentense Generator\n",
    "Uses sklearn and an n-gram model. Reads a corpus of Obama's speeches and Trump's speeches and cleans them. Then splits them into sentences and uses them (all of Trump's sentences and a random subset of Obama's sentences of the same size) to train an n-gram based SVM classifier with parameters tuned with GridSearch. Tests the model on data, achieving 90 percent precision and recall (2017.8.25).\n",
    "We then take quotes from famous people and compute whether they speak more like Obama or more like Trump, on a sentence-by-sentence basis."
   ]
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  {
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   "source": [
    "import pandas as pd, numpy as np, re, random\n",
    "from sklearn.feature_extraction.text import CountVectorizer , TfidfTransformer\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.pipeline import Pipeline\n",
    "from nltk.corpus import stopwords\n",
    "from nltk import word_tokenize, sent_tokenize\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV"
   ]
  },
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    "collapsed": true
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   "source": [
    "test_split = 0.2"
   ]
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   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
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   "source": [
    "\"\"\"\n",
    "function: getCleanedData takes a text document and reads it into a python array. Some cleaning is performed, removing\n",
    "ansi escape codes, whitespace that is not space, typeset quotes and so forth. Returns cleaned data.\n",
    "\"\"\"\n",
    "def getCleanedData(path):\n",
    "    data = []\n",
    "    with open(path,\"r\") as f:\n",
    "        data = f.read()\n",
    "    udata = data.decode(\"utf-8\")\n",
    "    data= udata.encode(\"ascii\",\"ignore\") #ensures the encoding is ascii\n",
    "    ansi_escape = re.compile(r'/(\\x9B|\\x1B\\[)[0-?]*[ -\\/]*[@-~]/')\n",
    "    data = ansi_escape.sub('', data)\n",
    "    whitespace_escape = re.compile(r'[\\r\\n\\t]')\n",
    "    data = whitespace_escape.sub('', data)\n",
    "    quotes_escape = re.compile(\"\\\\'\")\n",
    "    data= whitespace_escape.sub(\"'\", data)\n",
    "    data = data.replace(\" --\",\",\")\n",
    "    sentense_end_regex = re.compile(\"\\.([a-zA-Z])\")\n",
    "    data= sentense_end_regex.sub(r'. \\1', data)\n",
    "    return data"
   ]
  },
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   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
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   "source": [
    "# def tokenizeAndFilter(data_sent):\n",
    "#     data_sent2 = []\n",
    "#     ld = len(data_sent)\n",
    "#     cnt = 0\n",
    "#     for sent in data_sent:\n",
    "#         cnt+=1\n",
    "#         #print ('Processed %d out of %d' % (cnt,ld))\n",
    "#         words = [w.lower() for w in word_tokenize(sent) if w.isalpha() and w.lower() not in stopwords.words(\"english\")]\n",
    "#         if (len(words) > 4):\n",
    "#             data_sent2 = data_sent2 + [' '.join(words)]\n",
    "#     return data_sent2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
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   "source": [
    "\"\"\"\n",
    "function: simpleFilter takes a list of sentences and returns it, with each sentences processed for removal of english \n",
    "stopwords. Sentences with <= 4 words are not added.\n",
    "\"\"\"\n",
    "def simpleFilter(data_sent):\n",
    "    data_sent2 = []\n",
    "    ld = len(data_sent)\n",
    "    cnt = 0\n",
    "    for sent in data_sent:\n",
    "        cnt+=1\n",
    "        #print ('Processed %d out of %d' % (cnt,ld))\n",
    "        words = [w for w in word_tokenize(sent) if w.isalpha() and w.lower() not in stopwords.words(\"english\")]\n",
    "        if (len(words) > 4):\n",
    "            data_sent2 = data_sent2 + [sent]\n",
    "    return data_sent2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
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      "text/plain": [
       "([' On behalf of the great state of Illinois, crossroads of a nation, Land of Lincoln, let me express my deepest gratitude for the privilege of addressing this convention.',\n",
       "  \"Tonight is a particular honor for me because, let's face it, my presence on this stage is pretty unlikely.\",\n",
       "  'My father was a foreign student, born and raised in a small village in Kenya.',\n",
       "  'He grew up herding goats, went to school in a tin-roof shack.',\n",
       "  'His father, my grandfather, was a cook, a domestic servant to the British.',\n",
       "  'But my grandfather had larger dreams for his son.',\n",
       "  'Through hard work and perseverance my father got a scholarship to study in a magical place, America, that shone as a beacon of freedom and opportunity to so many who had come before.',\n",
       "  'While studying here, my father met my mother.',\n",
       "  'She was born in a town on the other side of the world, in Kansas.',\n",
       "  'Her father worked on oil rigs and farms through most of the Depression.',\n",
       "  \"The day after Pearl Harbor my grandfather signed up for duty; joined Patton's army, marched across Europe.\",\n",
       "  'Back home, my grandmother raised a baby and went to work on a bomber assembly line.',\n",
       "  'After the war, they studied on the G. I.',\n",
       "  'Bill, bought a house through F. H. A., and later moved west all the way to Hawaii in search of opportunity.',\n",
       "  'And they, too, had big dreams for their daughter.',\n",
       "  'A common dream, born of two continents.',\n",
       "  'My parents shared not only an improbable love, they shared an abiding faith in the possibilities of this nation.',\n",
       "  'They would give me an African name, Barack, or \"blessed,\" believing that in a tolerant America your name is no barrier to success.',\n",
       "  \"They imagined, They imagined me going to the best schools in the land, even though they weren't rich, because in a generous America you don't have to be rich to achieve your potential.\",\n",
       "  \"They're both passed away now.\",\n",
       "  'And yet, I know that on this night they look down on me with great pride.',\n",
       "  \"They stand here, and I stand here today, grateful for the diversity of my heritage, aware that my parents' dreams live on in my two precious daughters.\",\n",
       "  'I stand here knowing that my story is part of the larger American story, that I owe a debt to all of those who came before me, and that, in no other country on earth, is my story even possible.',\n",
       "  'Tonight, we gather to affirm the greatness of our Nation, not because of the height of our skyscrapers, or the power of our military, or the size of our economy.',\n",
       "  'Our pride is based on a very simple premise, summed up in a declaration made over two hundred years ago: We hold these truths to be self-evident, that all men are created equal, that they are endowed by their Creator with certain inalienable rights, that among these are Life, Liberty and the pursuit of Happiness.',\n",
       "  'That is the true genius of America, a faith, a faith in simple dreams, an insistence on small miracles; that we can tuck in our children at night and know that they are fed and clothed and safe from harm; that we can say what we think, write what we think, without hearing a sudden knock on the door; that we can have an idea and start our own business without paying a bribe; that we can participate in the political process without fear of retribution, and that our votes will be counted, at least most of the time.',\n",
       "  \"This year, in this election we are called to reaffirm our values and our commitments, to hold them against a hard reality and see how we're measuring up to the legacy of our forbearers and the promise of future generations.\",\n",
       "  \"And fellow Americans, Democrats, Republicans, Independents, I say to you tonight: We have more work to do, more work to do for the workers I met in Galesburg, Illinois, who are losing their union jobs at the Maytag plant that's moving to Mexico, and now are having to compete with their own children for jobs that pay seven bucks an hour; more to do for the father that I met who was losing his job and choking back the tears, wondering how he would pay 4500 dollars a month for the drugs his son needs without the health benefits that he counted on; more to do for the young woman in East St. Louis, and thousands more like her, who has the grades, has the drive, has the will, but doesn't have the money to go to college.\",\n",
       "  \"Now, don't get me wrong.\",\n",
       "  \"The people I meet, in small towns and big cities, in diners and office parks, they don't expect government to solve all their problems.\",\n",
       "  'They know they have to work hard to get ahead, and they want to.',\n",
       "  \"Go into the collar counties around Chicago, and people will tell you they don't want their tax money wasted, by a welfare agency or by the Pentagon.\",\n",
       "  \"Go in, Go into any inner city neighborhood, and folks will tell you that government alone can't teach our kids to learn; they know that parents have to teach, that children can't achieve unless we raise their expectations and turn off the television sets and eradicate the slander that says a black youth with a book is acting white.\",\n",
       "  'They know those things.',\n",
       "  \"People don't expect, People don't expect government to solve all their problems.\",\n",
       "  'But they sense, deep in their bones, that with just a slight change in priorities, we can make sure that every child in America has a decent shot at life, and that the doors of opportunity remain open to all.',\n",
       "  'They know we can do better.',\n",
       "  'And they want that choice.',\n",
       "  'In this election, we offer that choice.',\n",
       "  'Our Party has chosen a man to lead us who embodies the best this country has to offer.',\n",
       "  'And that man is John Kerry.',\n",
       "  \"John Kerry understands the ideals of community, faith, and service because they've defined his life.\",\n",
       "  \"From his heroic service to Vietnam, to his years as a prosecutor and lieutenant governor, through two decades in the United States Senate, he's devoted himself to this country.\",\n",
       "  \"Again and again, we've seen him make tough choices when easier ones were available.\",\n",
       "  'His values and his record affirm what is best in us.',\n",
       "  'John Kerry believes in an America where hard work is rewarded; so instead of offering tax breaks to companies shipping jobs overseas, he offers them to companies creating jobs here at home.',\n",
       "  'John Kerry believes in an America where all Americans can afford the same health coverage our politicians in Washington have for themselves.',\n",
       "  \"John Kerry believes in energy independence, so we aren't held hostage to the profits of oil companies, or the sabotage of foreign oil fields.\",\n",
       "  'John Kerry believes in the Constitutional freedoms that have made our country the envy of the world, and he will never sacrifice our basic liberties, nor use faith as a wedge to divide us.',\n",
       "  'And John Kerry believes that in a dangerous world war must be an option sometimes, but it should never be the first option.',\n",
       "  'You know, a while back, awhile back I met a young man named Shamus in a V. F. W. Hall in East Moline, Illinois.',\n",
       "  'He was a good-looking kid, six two, six three, clear eyed, with an easy smile.',\n",
       "  \"He told me he'd joined the Marines and was heading to Iraq the following week.\",\n",
       "  \"And as I listened to him explain why he'd enlisted, the absolute faith he had in our country and its leaders, his devotion to duty and service, I thought this young man was all that any of us might ever hope for in a child.\",\n",
       "  'But then I asked myself, \"Are we serving Shamus as well as he is serving us?\"',\n",
       "  \"I thought of the 900 men and women, sons and daughters, husbands and wives, friends and neighbors, who won't be returning to their own hometowns.\",\n",
       "  \"I thought of the families I've met who were struggling to get by without a loved one's full income, or whose loved ones had returned with a limb missing or nerves shattered, but still lacked long-term health benefits because they were Reservists.\",\n",
       "  \"When we send our young men and women into harm's way, we have a solemn obligation not to fudge the numbers or shade the truth about why they're going, to care for their families while they're gone, to tend to the soldiers upon their return, and to never ever go to war without enough troops to win the war, secure the peace, and earn the respect of the world.\",\n",
       "  'Now, Now let me be clear.',\n",
       "  'Let me be clear.',\n",
       "  'We have real enemies in the world.',\n",
       "  'These enemies must be found.',\n",
       "  'They must be pursued.',\n",
       "  'And they must be defeated.',\n",
       "  'John Kerry knows this.',\n",
       "  'And just as Lieutenant Kerry did not hesitate to risk his life to protect the men who served with him in Vietnam, President Kerry will not hesitate one moment to use our military might to keep America safe and secure.',\n",
       "  'John Kerry believes in America.',\n",
       "  \"And he knows that it's not enough for just some of us to prosper, for alongside our famous individualism, there's another ingredient in the American saga, a belief that we're all connected as one people.\",\n",
       "  \"If there is a child on the south side of Chicago who can't read, that matters to me, even if it's not my child.\",\n",
       "  \"If there is a senior citizen somewhere who can't pay for their prescription drugs, and having to choose between medicine and the rent, that makes my life poorer, even if it's not my grandparent.\",\n",
       "  \"If there's an Arab American family being rounded up without benefit of an attorney or due process, that threatens my civil liberties.\",\n",
       "  \"It is that fundamental belief, It is that fundamental belief: I am my brother's keeper.\",\n",
       "  \"I am my sister's keeper that makes this country work.\",\n",
       "  \"It's what allows us to pursue our individual dreams and yet still come together as one American family.\",\n",
       "  'Now even as we speak, there are those who are preparing to divide us, the spin masters, the negative ad peddlers who embrace the politics of \"anything goes.\"',\n",
       "  'Well, I say to them tonight, there is not a liberal America and a conservative America, there is the United States of America.',\n",
       "  \"There is not a Black America and a White America and Latino America and Asian America, there's the United States of America.\",\n",
       "  'The pundits, the pundits like to slice-and-dice our country into red states and blue states; red states for Republicans, blue states for Democrats.',\n",
       "  \"But I've got news for them, too.\",\n",
       "  \"We worship an awesome God in the blue states, and we don't like federal agents poking around in our libraries in the red states.\",\n",
       "  \"We coach Little League in the blue states and yes, we've got some gay friends in the red states.\",\n",
       "  'There are patriots who opposed the war in Iraq and there are patriots who supported the war in Iraq.',\n",
       "  'We are one people, all of us pledging allegiance to the stars and stripes, all of us defending the United States of America.',\n",
       "  \"In the end, In the end, In the end, that's what this election is about.\",\n",
       "  'Do we participate in a politics of cynicism or do we participate in a politics of hope?',\n",
       "  'John Kerry calls on us to hope.',\n",
       "  'John Edwards calls on us to hope.',\n",
       "  \"I'm not talking about blind optimism here, the almost willful ignorance that thinks unemployment will go away if we just don't think about it, or the health care crisis will solve itself if we just ignore it.\",\n",
       "  \"That's not what I'm talking about.\",\n",
       "  \"I'm talking about something more substantial.\",\n",
       "  \"It's the hope of slaves sitting around a fire singing freedom songs; the hope of immigrants setting out for distant shores; the hope of a young naval lieutenant bravely patrolling the Mekong Delta; the hope of a millworker's son who dares to defy the odds; the hope of a skinny kid with a funny name who believes that America has a place for him, too.\",\n",
       "  'Hope, Hope in the face of difficulty.',\n",
       "  'Hope in the face of uncertainty.',\n",
       "  'The audacity of hope!',\n",
       "  \"In the end, that is God's greatest gift to us, the bedrock of this nation.\",\n",
       "  'A belief in things not seen.',\n",
       "  'A belief that there are better days ahead.',\n",
       "  'I believe that we can give our middle class relief and provide working families with a road to opportunity.',\n",
       "  'I believe we can provide jobs to the jobless, homes to the homeless, and reclaim young people in cities across America from violence and despair.',\n",
       "  'I believe that we have a righteous wind at our backs and that as we stand on the crossroads of history, we can make the right choices, and meet the challenges that face us.',\n",
       "  'America!',\n",
       "  'Tonight, if you feel the same energy that I do, if you feel the same urgency that I do, if you feel the same passion that I do, if you feel the same hopefulness that I do, if we do what we must do, then I have no doubt that all across the country, from Florida to Oregon, from Washington to Maine, the people will rise up in November, and John Kerry will be sworn in as President, and John Edwards will be sworn in as Vice President, and this country will reclaim its promise, and out of this long political darkness a brighter day will come.',\n",
       "  'Thank you very much everybody.',\n",
       "  'God bless you.',\n",
       "  'Thank you.',\n",
       "  'And yet, over the course of decades she had participated in broadening our democracy and ensuring that, in fact, at some point, if not herself, then her children and her grandchildren and her great-grandchildren would be in a position in which they could, too, call themselves citizens of the United States and make certain that this Government works not just on behalf of the mighty and the powerful but also on behalf of people like her.',\n",
       "  'And so the fact that she voted and that her vote was counted in this election was of supreme importance to her and it is the memory of talking to her and shaking her hand that causes me to rise on this occasion.',\n",
       "  'I would strongly urge that this Chamber, as well as the House of Representatives, take it upon itself once and for all to reform this system.',\n",
       "  \"There is no reason, at a time when we have enormous battles taking place ideologically all across the globe, at a time when we're try to make certain that we encourage democracy in Iraq and Afghanistan and other places throughout the world, that we have the legitimacy of our elections challenged, rightly or wrongly, by people who are not certain as to whether our processes are fair and just.\",\n",
       "  'This is something that we can fix.',\n",
       "  'We have experts on both sides of the aisle who know how to fix it.',\n",
       "  \"What we've lacked is the political will.\",\n",
       "  \"I would strongly urge that, in a circumstance in which too many voters have stood in long lines for hours, in which too many voters have cast votes on machines that jam or malfunction or suck the votes without a trace, in which too many voters try to register to vote only to discover that their names don't appear on the roles, or that partisan political interests and those that serve them have worked hard to throw up every barrier to recognize them as lawful, in which too many voters will know that there are different elections for different parts of the country and that these differences turn shamefully on differences of wealth or of race, in which too many voters have to contend with state officials, servants of the public, who put partisan or personal political interests ahead of the public in administering our elections, in such circumstances, we have an obligation to fix the problem.\",\n",
       "  'And I have to add that this is not a problem unique to this election, and it is not a partisan problem.',\n",
       "  'Keep in mind, I come from Cook County, from Chicago, in which there is a long record of these kinds of problems taking place and disadvantaging Republicans as well as Democrats.',\n",
       "  'So I would ask that all of us rise up and use this occasion, Good morning President Taylor, Board of Trustees, faculty, parents, family, friends, the community of Galesburg, the class of 1955, which I understand was out partying last night, and yet still showed up here on time, and most of all, the Class of 2005.',\n",
       "  'Congratulations on your graduation, and thank you, thank you for the honor of allowing me to be a part of it.',\n",
       "  'Thank you also, Mr. President, for this honorary degree.',\n",
       "  'It was only a couple of years ago that I stopped paying my student loans in law school.',\n",
       "  'Had I known it was this easy, I would have ran [sic] for the United States Senate earlier.',\n",
       "  'You know, it has been about six months now since you sent me to Washington as your United States Senator.',\n",
       "  'I recognize that not all of you voted for me, so for those of you muttering under your breath \"I didn\\'t send you anywhere,\" that\\'s ok too.',\n",
       "  \"Maybe we'll hold, What do you call it?, a little Pumphandle after the ceremony.\",\n",
       "  'Change your mind for the next time.',\n",
       "  'It has been a fascinating journey thus far.',\n",
       "  \"Each time I walk onto the Senate floor, I'm reminded of the history, for good and for ill, that has been made there.\",\n",
       "  'But there have been a few surreal moments.',\n",
       "  'For example, I remember the day before I was sworn in, myself and my staff, we decided to hold a press conference in our office.',\n",
       "  'Now, keep in mind that I am ranked 99th in seniority.',\n",
       "  \"I was proud that I wasn't ranked dead last until I found out that it's just because Illinois is bigger than Colorado.\",\n",
       "  \"So I'm 99th in seniority, and all the reporters are crammed into the tiny transition office that I have, which is right next to the janitor's closet in the basement of the Dirksen Office Building.\",\n",
       "  'It\\'s my first day in the building, I have not taken a single vote, I have not introduced one bill, had not even sat down in my desk, and this very earnest reporter raises his hand and says: \"Senator Obama, what is your place in history?\"',\n",
       "  'I did what you just did, which is laugh out loud.',\n",
       "  'I said, \"place in history?\"',\n",
       "  'I thought he was kidding.',\n",
       "  \"At that point, I wasn't even sure the other Senators would save a place for me at the cool kids' table.\",\n",
       "  \"But as I was thinking about the words to share with this class, about what's next, about what's possible, and what opportunities lay ahead, I actually think it's not a bad question for you, the class of 2005, to ask yourselves: What will be your place in history?\",\n",
       "  'In other eras, across distant lands, this question could be answered with relative ease and certainty.',\n",
       "  \"As a servant in Rome, you knew you'd spend your life forced to build somebody else's Empire.\",\n",
       "  'As a peasant in 11th Century China, you knew that no matter how hard you worked, the local warlord might come and take everything you had, and you also knew that famine might come knocking at the door.',\n",
       "  'As a subject of King George, you knew that your freedom of worship and your freedom to speak and to build your own life would be ultimately limited by the throne.',\n",
       "  'And then America happened.',\n",
       "  'A place where destiny was not a destination, but a journey to be shared and shaped and remade by people who had the gall, the temerity to believe that, against all odds, they could form \"a more perfect union\" on this new frontier.',\n",
       "  'And as people around the world began to hear the tale of the lowly colonists who overthrew an empire for the sake of an idea, they started to come.',\n",
       "  'Across oceans and the ages, they settled in Boston and Charleston, Chicago and St. Louis, Kalamazoo and Galesburg, to try and build their own American Dream.',\n",
       "  'This collective dream moved forward imperfectly, it was scarred by our treatment of native peoples, betrayed by slavery, clouded by the subjugation of women, shaken by war and depression.',\n",
       "  'And yet, brick by brick, rail by rail, calloused hand by calloused hand, people kept dreaming, and building, and working, and marching, and petitioning their government, until they made America a land where the question of our place in history is not answered for us.',\n",
       "  \"It's answered by us.\",\n",
       "  'We have faced this choice before.',\n",
       "  'At the end of the Civil War, when farmers and their families began moving into the cities to work in the big factories that were sprouting up all across America, we had to decide: Do we do nothing and allow captains of industry and robber barons to run roughshod over the economy and workers by competing to see who can pay the lowest wages at the worst working conditions?',\n",
       "  'Or do we try to make the system work by setting up basic rules for the market, instituting the firstpublic schools, busting up monopolies, letting workers organize into unions?',\n",
       "  'We chose to act, and we rose together.',\n",
       "  'When the irrational exuberance of the Roaring Twenties came crashing down with the stock market, we had to decide: do we follow the call of leaders who would do nothing, or the call of a leader who, perhaps because of his physical paralysis, refused to accept political paralysis?',\n",
       "  'We chose to act, regulating the market, putting people back to work, expanding bargaining rights to include health care and a secure retirement, and together we rose.',\n",
       "  \"When World War II required the most massive home front mobilization in history and we needed every single American to lend a hand, we had to decide:Do we listen to skeptics who told us it wasn't possible to produce that many tanks and planes?\",\n",
       "  \"Or, did we build Roosevelt's Arsenal for Democracy and grow our economy even further by providing our returning heroes with a chance to go to college and own their own home?\",\n",
       "  'Again, we chose to act, and again, we rose together.',\n",
       "  'Today, at the beginning of this young century, we have to decide again.',\n",
       "  'But this time, it is your turn to choose.',\n",
       "  'Here in Galesburg, you know what this new challenge is.',\n",
       "  \"You've seen it.\",\n",
       "  'All of you, your first year in college saw what happened at 9/11.',\n",
       "  \"It's already been noted, the degree to which your lives will be intertwined with the war on terrorism that currently is taking place.\",\n",
       "  \"But what you've also seen, perhaps not as spectacularly, is the fact that when you drive by the old Maytag plant around lunchtime, no one walks out anymore.\",\n",
       "  \"I saw it during the campaign when I met union guys who worked at the plant for 20, 30 years and now wonder what they're gonna do at the age of 55 without a pension or health care; when I met the man who's son needed a new liver but because he'd been laid off, didn't know if he could afford to provide his child the care that he needed.\",\n",
       "  \"It's as if someone changed the rules in the middle of the game and no wonder, no one bothered to tell these folks.\",\n",
       "  'And, in reality, the rules have changed.',\n",
       "  'It started with technology and automation that rendered entire occupations obsolete.',\n",
       "  'When was the last time anybody here stood in line for the bank teller instead of going to the ATM, or talked to a switchboard operator?',\n",
       "  'Then it continued when companies like Maytag were able to pick up and move their factories to some under developed country where workers were a lot cheaper than they are in the United States.',\n",
       "  'Countries like India and China realized this.',\n",
       "  'They understand that they no longer need to be just a source of cheap labor or cheap exports.',\n",
       "  'They can compete with us on a global scale.',\n",
       "  'The one resource they needed were skilled, educated workers.',\n",
       "  \"So they started schooling their kids earlier, longer, with a greater emphasis on math and science and technology, until their most talented students realized they don't have to come to America to have a decent life, they can stay right where they are.\",\n",
       "  'The result?',\n",
       "  'China is graduating four times the number of engineers that the United States is graduating.',\n",
       "  'Not only are those Maytag employees competing with Chinese and Indian and Indonesian and Mexican workers, you are too.',\n",
       "  'Today, accounting firms are e-mailing your tax returns to workers in India who will figure them out and send them back to you as fast as any worker in Illinois or Indiana could.',\n",
       "  'When you lose your luggage in Boston at an airport, tracking it down may involve a call to an agent in Bangalore, who will find it by making a phone call to Baltimore.',\n",
       "  'Even the Associated Press has outsourced some of their jobs to writers all over the world who can send in a story at a click of a mouse.',\n",
       "  'As Prime Minister Tony Blair has said, in this new economy, \"Talent is the 21st century wealth.\"',\n",
       "  \"If you've got the skills, you've got the education, and you have the opportunity to upgrade and improve both, you'll be able to compete and win anywhere.\",\n",
       "  'If not, the fall will be further and harder than it ever was before.',\n",
       "  'So what do we do about this?How does America find its way in this new, global economy?What will our place in history be?',\n",
       "  'Like so much of the American story, once again, we face a choice.',\n",
       "  \"Once again, there are those who believe that there isn't much we can do about this as a nation.\",\n",
       "  'That the best idea is to give everyone one big refund on their government, divvy it up by individual portions, in the form of tax breaks, hand it out, and encourage everyone to use their share to go buy their own health care, their own retirement plan, their own child care, their own education, and so on.',\n",
       "  'In Washington, they call this the Ownership Society.',\n",
       "  'But in our past there has been another term for it, Social Darwinism, every man or woman for him or herself.',\n",
       "  \"It's a tempting idea, because it doesn't require much thought or ingenuity.\",\n",
       "  'It allows us to say that those whose health care or tuition may rise faster than they can afford, tough luck.',\n",
       "  \"It allows us to say to the Maytag workers who have lost their job, life isn't fair.\",\n",
       "  \"It let's us say to the child who was born into poverty, pull yourself up by your bootstraps.\",\n",
       "  'And it is especially tempting because each of us believes we will always be the winner in life\\'s lottery, that we\\'re the one who will be the next Donald Trump, or at least we won\\'t be the chump who Donald Trump says: \"You\\'re fired!\"',\n",
       "  'But there is a problem.',\n",
       "  \"It won't work.\",\n",
       "  'It ignores our history.',\n",
       "  \"It ignores the fact that it's been government research and investment that made the railways possible and the internet possible.\",\n",
       "  \"It's been the creation of a massive middle class, through decent wages and benefits and public schools that allowed us all to prosper.\",\n",
       "  'Our economic dependence depended on individual initiative.',\n",
       "  \"It depended on a belief in the free market; but it has also depended on our sense of mutual regard for each other, the idea that everybody has a stake in the country, that we're all in it together and everybody's got a shot at opportunity.\",\n",
       "  \"That's what's produced our unrivaled political stability.\",\n",
       "  'And so if we do nothing in the face of globalization, more people will continue to lose their health care.',\n",
       "  \"Fewer kids will be able to afford the diploma you're about to receive.\",\n",
       "  \"More companies like United Airlines won't be able to provide pensions for their employees.\",\n",
       "  'And those Maytag workers will be joined in the unemployment line by any worker whose skills can be bought and sold on the global market.',\n",
       "  \"So today I'm here to tell you what most of you already know.\",\n",
       "  'This is not us, the option that I just mentioned.',\n",
       "  'Doing nothing.',\n",
       "  \"It's not how our story ends, not in this country.\",\n",
       "  'America is a land of big dreamers and big hopes.',\n",
       "  'It is this hope that has sustained us through revolution and civil war, depression and world war, a struggle for civil and social rights and the brink of nuclear crisis.',\n",
       "  'And it is because our dreamers dreamed that we have emerged from each challenge more united, more prosperous, and more admired than before.',\n",
       "  \"So let's dream.\",\n",
       "  \"Instead of doing nothing or simply defending 20th century solutions, let's imagine together what we could do to give every American a fighting chance in the 21st century.\",\n",
       "  'What if we prepared every child in America with the education and skills they need to compete in the new economy?',\n",
       "  'If we made sure that college was affordable for everyone who wanted to go?',\n",
       "  'If we walked up to those Maytag workers and we said \"Your old job is not coming back, but a new job will be there because we\\'re going to seriously retrain you and there\\'s life-long education that\\'s waiting for you, the sorts of opportunities that Knox has created with the Strong Futures scholarship program.',\n",
       "  'What if no matter where you worked or how many times you switched jobs, you had health care and a pension that stayed with you always, so you all had the flexibility to move to a better job or start a new business?',\n",
       "  'What if instead of cutting budgets for research and development and science, we fueled the genius and the innovation that will lead to the new jobs and new industries of the future?',\n",
       "  'Right now, all across America, there are amazing discoveries being made.',\n",
       "  'If we supported these discoveries on a national level, if we committed ourselves to investing in these possibilities, just imagine what it could do for a town like Galesburg.',\n",
       "  'Ten or twenty years down the road, that old Maytag plant could re-open its doors as an Ethanol refinery that turned corn into fuel.',\n",
       "  'Down the street, a biotechnology research lab could open up on the cusp of discovering a cure for cancer.',\n",
       "  'And across the way, a new auto company could be busy churning out electric cars.',\n",
       "  'The new jobs created would be filled by American workers trained with new skills and a world-class education.',\n",
       "  'All of that is possible but none of it will come easy.',\n",
       "  'Every one of us is going to have to work more, read more, train more, think more.',\n",
       "  'We will have to slough off some bad habits, like driving gas guzzlers that weaken our economy and feed our enemies abroad.',\n",
       "  'Our children will have to turn off the TV set once in a while and put away the video games and start hitting the books.',\n",
       "  \"We'll have to reform institutions, like our public schools, that were designed for an earlier time.\",\n",
       "  'Republicans will have to recognize our collective responsibilities, even as Democrats recognize that we have to do more than just defend old programs.',\n",
       "  \"It won't be easy, but it can be done.\",\n",
       "  'It can be our future.',\n",
       "  'We have the talent and the resources and brainpower.',\n",
       "  'But now we need the political will.',\n",
       "  'We need a national commitment.',\n",
       "  'And we need each of you.',\n",
       "  'Now, no one can force you to meet these challenges.',\n",
       "  'If you want, it will be pretty easy for you to leave here today and not give another thought to towns like Galesburg and the challenges they face.',\n",
       "  'There is no community service requirement in the real world; no one is forcing you to care.',\n",
       "  'You can take your diploma, walk off this stage, and go chasing after the big house, and the nice suits, and all the other things that our money culture says that you should want, that you should aspire to, that you can buy.',\n",
       "  \"But I hope you don't walk away from the challenge.\",\n",
       "  'Focusing your life solely on making a buck shows a certain poverty of ambition.',\n",
       "  'It asks too little of yourself.',\n",
       "  'You need to take up the challenges that we face as a nation and make them your own.',\n",
       "  'Not because you have a debt to those who helped you get here, although you do have that debt.',\n",
       "  'Not because you have an obligation to those who are less fortunate than you, although I do think you do have that obligation.',\n",
       "  \"It's primarily because you have an obligation to yourself.\",\n",
       "  'Because individual salvation has always depended on collective salvation.',\n",
       "  \"Because it's only when you hitch your wagon to something larger than yourself that you realize your true potential.\",\n",
       "  \"And I know that all of you are wondering how you'll do this, the challenges seem so big.\",\n",
       "  'They seem so difficult for one person to make a difference.',\n",
       "  'But we know it can be done.',\n",
       "  \"Because where you're sitting, in this very place, in this town, it's happened before.\",\n",
       "  'Nearly two centuries ago, before civil rights, before voting rights, before Abraham Lincoln, before the Civil War, before all of that, America was stained by the sin of slavery.',\n",
       "  'In the sweltering heat of southern plantations, men and women who looked like me could not escape the life of pain and servitude in which they were sold.',\n",
       "  'And yet, year after year, as this moral cancer ate away at the American ideals of liberty and equality, the nation was silent.',\n",
       "  \"But its people didn't stay silent for long.\",\n",
       "  'One by one, abolitionists emerged to tell their fellow Americans that this would not be our place in history, that this was not the America that had captured the imagination of the world.',\n",
       "  'This resistance that they met was fierce, and some paid with their lives.',\n",
       "  'But they would not be deterred, and they soon spread out across the country to fight for their cause.',\n",
       "  'One man from New York went west, all the way to the prairies of Illinois to start a colony.',\n",
       "  'And here in Galesburg, freedom found a home.',\n",
       "  \"Here in Galesburg, the main depot for the Underground Railroad in Illinois, escaped slaves could roam freely on the streets and take shelter in people's homes.\",\n",
       "  'And when their masters or the police would come for them, the people of this town would help them escape north, some literally carrying them in their arms to freedom.',\n",
       "  'Think about the risks that involved.',\n",
       "  \"If they were caught abetting a fugitive, you could've been jailed or lynched.\",\n",
       "  'It would have been simple for these townspeople to turn the other way; to go live their lives in a private peace.',\n",
       "  \"And yet, they didn't do that.\",\n",
       "  'Why?',\n",
       "  'Because they knew that we were all Americans; that we were all brothers and sisters; the same reason that a century later, young men and women your age would take Freedom Rides down south, to work for the Civil Rights movement.',\n",
       "  \"The same reason that black women would walk instead of ride a bus after a long day of doing somebody else's laundry and cleaning somebody else's kitchen.\",\n",
       "  'Because they were marching for freedom.',\n",
       "  'Today, on this day of possibility, we stand in the shadow of a lanky, raw-boned man with little formal education who once took the stage at Old Main and told the nation that if anyone did not believe the American principles of freedom and equality, that those principles were timeless and all-inclusive, they should go rip that page out of the Declaration of Independence.',\n",
       "  'My hope for all of you is that as you leave here today, you decide to keep these principles alive in your own life and in the life of this country.',\n",
       "  'You will be tested.',\n",
       "  \"You won't always succeed.\",\n",
       "  'But know that you have it within your power to try.',\n",
       "  'That generations who have come before you faced these same fears and uncertainties in their own time.',\n",
       "  \"And that through our collective labor, and through God's providence, and our willingness to shoulder each other's burdens, America will continue on its precious journey towards that distant horizon, and a better day.\",\n",
       "  'Thank you so much class of 2005, and congratulations on your graduation.',\n",
       "  'Thank you.',\n",
       "  'Thank you very much, Mr. President.',\n",
       "  'We all agree that we need legislation to make it harder for suspected terrorists to go undetected in this country.',\n",
       "  'And we all agree that we needed to make it harder for them to organize and strategize and get flight licenses and sneak across our borders.',\n",
       "  'Americans everywhere wanted to do that.',\n",
       "  \"But soon after the PATRIOT Act passed, a few years before I even arrived here in the Senate, I began hearing concerns from people of every background and political leaning that this law, the very purpose of which was to protect us, was also threatening to violate some of the rights and freedoms that we hold most dear; that it didn't just provide law enforcement the powers it needed to keep us safe but powers that it didn't need to invade our privacy without cause or suspicion.\",\n",
       "  'Now, in Washington, this issue has tended to degenerate into the typical either/or debate: Either we protect our people from terror or we protect our most cherished principles.',\n",
       "  'I would suggest, Mr. President, that this is a false choice.',\n",
       "  'It asks too little of us and it assumes too little about America.',\n",
       "  \"That's why, as it's come to time to reauthorize the USA PATRIOT Act, we've been working in a bipartisan way to do both, to show American people that we can track down terrorists without trampling on our civil liberties, to show the American people that the Federal Government will only issue warrants and execute searches because it needs to do so, not because it can do so.\",\n",
       "  'What we have been trying to achieve under the leadership of a bipartisan group of Senators is some accountability in this process to get answers and see evidence where there is suspicion.',\n",
       "  'Several weeks ago, these efforts bore fruit.',\n",
       "  \"The Judiciary Committee and the U. S., U. S. Senate managed to pass a piece of bipartisan legislation that, while I can't say is perfect, was able to address some of the most serious problems in the existing law.\",\n",
       "  'Unfortunately, that strong bipartisan legislation has been tossed aside in conference.',\n",
       "  \"Instead, we've been forced to consider a piece of rushed legislation that fails to address the concerns of Members of both parties as well as the American people.\",\n",
       "  'This is legislation that puts our own Justice Department above the law.',\n",
       "  'When national security letters are issued, they allow Federal agents to conduct any search on any American, no matter how extensive, how wide ranging, without ever going before a judge to prove that the search is necessary.',\n",
       "  'All that is needed is a signoff from a local FBI agent.',\n",
       "  \"That's it.\",\n",
       "  \"Once a business or a person receives notification that they will be searched, they are prohibited from telling anyone about it and they're even prohibited from challenging this automatic gag order in court.\",\n",
       "  'Even though judges have already found that similar restrictions violate the first amendment, this conference report disregards the case law and the right to challenge the gag order.',\n",
       "  'If you do decide to consult an attorney for legal advice, hold on.',\n",
       "  \"You will have to tell the FBI that you've done so.\",\n",
       "  \"Think about that: You want to talk to a lawyer about whether or not your actions are going to be causing you to get into trouble, you've got to tell the FBI that you're consulting a lawyer.\",\n",
       "  'This is unheard of.',\n",
       "  'There is no such requirement in any other area of the law.',\n",
       "  \"I see no reason why it's justified here.\",\n",
       "  \"And if someone wants to know why their own Government has decided to go on a fishing expedition through every personal record or private document, through the library books that you read, the phone calls that you've made, the e-mails that you've sent, this legislation gives people no rights to appeal the need for such a search in a court of law.\",\n",
       "  'No judge will hear your plea; no jury will hear your case.',\n",
       "  'This is just plain wrong.',\n",
       "  \"And there are Republican Senators as well as Democratic Senators that recognize that it's plain wrong.\",\n",
       "  \"Giving law enforcement the tools they need to investigate suspicious activities is one thing and it's the right thing; but doing it without any real oversight seriously jeopardizes the rights of all Americans and the ideals America stands for.\",\n",
       "  \"Now, supporters of this conference report have argued we should just hold our noses and support this legislation because it's not going to get any better.\",\n",
       "  'That is not a good argument.',\n",
       "  'We can do better.',\n",
       "  \"We've got time to do better.\",\n",
       "  \"It doesn't convince me that I should support this report.\",\n",
       "  \"I believe we owe it to the Nation, we owe it to those who fought for our civil liberties, we owe it to the future and our children to make sure that we craft the kind of legislation that would make us proud, not just legislation that we would settle for because we're in a rush.\",\n",
       "  \"We don't have to settle for a PATRIOT Act that sacrifices our liberties or our safety.\",\n",
       "  'We can have one that secures both.',\n",
       "  'Now, there have been proposals on both sides of the aisle and in both Houses of Congress to extend the PATRIOT Act for three months so that we can reach an agreement on this bill that is well thought through.',\n",
       "  'I support these efforts and will oppose cloture on what I consider to be this unacceptable conference report.',\n",
       "  'Mr. President, I thank you.',\n",
       "  'I yield the floor.... And one day she met a young preacher from Atlanta, and she fell in love with him.',\n",
       "  'And he told her his dreams, and she believed in those dreams.',\n",
       "  \"And she decided that she would help to make them real, not just as a wife or as a friend, but as a partner in freedom's cause.\",\n",
       "  \"Over the next years, Coretta Scott King did that in so many ways we can't even imagine.\",\n",
       "  \"She raised a family, she marched through the streets, she inspired through song, she led through speech, even dodged the countless attempts on her family's life.\",\n",
       "  'You know, I had the great honor of, of knowing Mrs. King, and the occasion to visit with her in Atlanta last year.',\n",
       "  'She was an extraordinarily gracious woman.',\n",
       "  'We sat and chatted in her living room.',\n",
       "  'We, She showed me an album of photographs of her and Dr. King and the children.',\n",
       "  'And then she told me what her husband had said to her once, at a time when she was feeling burdened, understandably, by all the stress and strain that had been placed on the family as a consequence of his role in the Civil Rights Movement.',\n",
       "  'She said her husband suggested that: When you are willing to make sacrifices for a great cause, you will never be alone because you will have divine companionship and the support of good people.',\n",
       "  \"That was her husband's advice to her, that when you are willing to make sacrifices for a great cause, you will never be alone.\",\n",
       "  'Coretta Scott King died in her sleep last night.',\n",
       "  'She certainly was not alone.',\n",
       "  'She was joined by the companionship and support of a loving family and a grateful Nation, inspired by her cause, dedicated to her work, and mournful of her passing.',\n",
       "  'My thoughts, condolences today are with her children.',\n",
       "  'And I ask that she and her husband now rest together in eternal peace.',\n",
       "  'I want to thank the many people inside and outside Congress who have worked so hard over the past year to get us here.',\n",
       "  'We owe a great debt of gratitude to the leadership on both sides of the aisle.',\n",
       "  'And we owe special thanks to Chairmen Sensenbrenner and Specter, Ranking Members Conyers and Leahy, and Representative Mel Watt.',\n",
       "  'Without their work and dedication, and the support of voting rights advocates across the country, I doubt that this bill would have come before us so soon.',\n",
       "  'I want to thank both Chambers and both sides of the aisle, as well, for getting this done with the same broad support that drove the original act 40 years ago.',\n",
       "  \"At a time when Americans are frustrated with the partisan bickering that too often stalls our work, the refreshing display of bipartisanship we're seeing today reflects our collective belief in the success of the act and reminds us of how effective we can be when we work together.\",\n",
       "  \"Nobody can deny that we've come a long way since 1965.\",\n",
       "  'Look at the registration numbers.',\n",
       "  'Only two years after the passage of the original Act, registration numbers for minority voters in some States doubled.',\n",
       "  'Soon after, not a single State covered by the Voting Rights Act had registered less than half of its minority voting age population.',\n",
       "  'Look at the influence of African-American elected officials at every single level of government.',\n",
       "  'There are African-American Members of Congress.',\n",
       "  \"Since 2001, our Nation's top diplomat  has been African American.\",\n",
       "  \"In fact, most of America's elected African-American officials come from States covered by section 5 of the Voting Rights Act, States like Mississippi, and Alabama, Louisiana, and Georgia.\",\n",
       "  \"But the most amazing thing of all is that after that day, after John Lewis was beaten within an inch of his life, after people's heads were gashed open and their eyes were burned, and they watched their children's innocence literally beaten out of them, after all that, they went back and marched again.\",\n",
       "  'They marched again.',\n",
       "  'They crossed the bridge.',\n",
       "  \"They awakened a nation's conscience.\",\n",
       "  'And not five months later the Voting Rights Act of 1965 was signed into law.',\n",
       "  'It was reauthorized in 1970, in 1975, and 1982.',\n",
       "  'Now, in 2006 John Lewis, the physical scars of those marches still visible, is an original cosponsor of the fourth reauthorization of the Voting Rights Act.',\n",
       "  'And he was joined last week by 389 of his House colleagues in voting for its passage.',\n",
       "  \"Now, there are others who would argue that we shouldn't renew section 203's protection of language minorities.\",\n",
       "  \"These arguments have been tied to debates over immigration and they tend to muddle a noncontroversial issue, protecting the right to vote, with one of today's most contentious debates.\",\n",
       "  \"But let's remember, you can't request language assistance if you're not a voter.\",\n",
       "  \"And you can't be a voter if you are not a citizen.\",\n",
       "  'And while voters, as citizens, must be proficient in English, many are simply more confident that they can cast ballots printed in their native languages without making errors.',\n",
       "  \"It's not an unreasonable assumption.\",\n",
       "  'Citizens who prefer Spanish registration cards do so because they feel more connected to the process.',\n",
       "  'They also feel they trust the process more when they [fully] understand it.',\n",
       "  'These sentiments, connection to and trust in our democratic process, are exactly what we want from our voting rights legislation.',\n",
       "  \"Our challenges, of course, don't end at reauthorizing the Voting Rights Act.\",\n",
       "  \"We have to prevent the problems we've seen in recent elections from happening again.\",\n",
       "  \"We've seen political operatives purge voters from registration rolls for no legitimate reason, prevent eligible ex-felons from casting ballots, distribute polling equipment unevenly, and deceive voters about the time, location, and rules of elections.\",\n",
       "  'And unfortunately, these efforts have been directed primarily at minority voters, the disabled, low-income individuals, and other historically disenfranchised groups.',\n",
       "  'We need to make sure that minority voters are not the subject of some deplorable intimidation tactics when they do go to the polls.',\n",
       "  'You know, in 2004 Native American voters in South Dakota were confronted by men posing as law enforcement.',\n",
       "  'These hired intimidators joked about jail time for ballot missteps and followed voters to their cars to record their license plates.',\n",
       "  '[\"]In Lake County, Ohio, some voters received a memo on bogus Board of Election[s] letterhead, informing voters who registered through Democratic and NAACP drives that they could not vote.',\n",
       "  '[\"] In Wisconsin, a flier purporting to be from the \"Milwaukee Black Voters League\" was circulated in predominantly African-American neighborhoods with the following message: \"If you\\'ve already voted in any election this year, you can\\'t vote in the presidential election.',\n",
       "  '\"If you violate any of these laws, you can get ten years in prison and your children will get taken away from you.\"',\n",
       "  'Now, think about that.',\n",
       "  \"We've got a lot more work to do.\",\n",
       "  'This occasion is a cause for celebration.',\n",
       "  \"But it's also an opportunity to renew our commitment to voting rights.\",\n",
       "  \"As Congressman Lewis said last week: It's clear that we've come a great distance, but we still have a great distance to go.\",\n",
       "  'Now, the memory of Selma still lives on in the spirit of the Voting Rights Act.',\n",
       "  'Since that day, the Voting Rights Act has been a critical tool in ensuring that all Americans not only have the right to vote but have the right to have their vote counted.',\n",
       "  \"And those of us concerned about protecting those rights can't afford to sit on our laurels upon reauthorization of this bill.\",\n",
       "  'We need to take advantage of this rare, united front and continue to fight to ensure unimpeded access to the polls of all Americans.',\n",
       "  'In other words, we need to take the spirit that existed on that bridge, and we have to spread it across this country.',\n",
       "  \"That's why I stand here today.\",\n",
       "  'I would not be in the United States Senate had it not been for the efforts and courage of so many parents and grandparents and ordinary people who were willing to reach up and bend that arc in the direction of justice.',\n",
       "  'I hope we continue to see that spirit live on not just during this debate but throughout all our work here in the Senate.',\n",
       "  'Thank you, Mr. President.',\n",
       "  'I yield the floor.',\n",
       "  \"As many of you know, over the last few months I've been thinking hard about my plans for 2008.\",\n",
       "  'Running for the presidency is a profound decision, a decision no one should make on the basis of media hype or personal ambition alone, and so before I committed myself and my family to this race, I wanted to be sure that this was right for us and, more importantly, right for the country.',\n",
       "  \"I certainly didn't expect to find myself in this position a year ago.\",\n",
       "  \"But as I've spoken to many of you in my travels across the states these past months, as I've read your emails and read your letters, I've been struck by how hungry we all are for a different kind of politics.\",\n",
       "  \"So I've spent some time thinking about how I could best advance the cause of change and progress that we so desperately need.\",\n",
       "  'The decisions that have been made in Washington these past six years, and the problems that have been ignored, have put our country in a precarious place.',\n",
       "  'Our economy is changing rapidly, and that means profound changes for working people.',\n",
       "  \"Many of you have shared with me your stories about skyrocketing health care bills, the pensions you've lost and your struggles to pay for college for your kids.\",\n",
       "  'Our continued dependence on oil has put our security and our very planet at risk.',\n",
       "  \"And we're still mired in a tragic and costly war that should have never been waged.\",\n",
       "  \"But challenging as they are, it's not the magnitude of our problems that concerns me the most.\",\n",
       "  \"It's the smallness of our politics.\",\n",
       "  \"America's faced big problems before.\",\n",
       "  'But today, our leaders in Washington seem incapable of working together in a practical, common sense way.',\n",
       "  \"Politics has become so bitter and partisan, so gummed up by money and influence, that we can't tackle the big problems that demand solutions.\",\n",
       "  \"And that's what we have to change first.\",\n",
       "  'We have to change our politics, and come together around our common interests and concerns as Americans.',\n",
       "  \"This won't happen by itself.\",\n",
       "  \"A change in our politics can only come from you, from people across our country who believe there's a better way and are willing to work for it.\",\n",
       "  'Years ago, as a community organizer in Chicago, I learned that meaningful change always begins at the grassroots, and that engaged citizens working together can accomplish extraordinary things.',\n",
       "  'So even in the midst of the enormous challenges we face today, I have great faith and hope about the future, because I believe in you.',\n",
       "  \"And that's why I wanted to tell you first that I'll be filing papers today to create a presidential exploratory committee.\",\n",
       "  \"For the next several weeks, I'm going to talk with people from around the country, listening and learning more about the challenges we face as a nation, the opportunities that lie before us, and the role that a presidential campaign might play in bringing our country together.\",\n",
       "  \"And on February 10th, at the end of these discussions and in my home state of Illinois, I'll share my plans with my friends, neighbors, and fellow Americans.\",\n",
       "  'In the meantime, I want to thank all of you for your time, your suggestions, your encouragement, and your prayers.',\n",
       "  'And I look forward to continuing our conversation in the weeks and months to come.',\n",
       "  'Hello Springfield!',\n",
       "  '... Look at all of you.',\n",
       "  'Look at all of you.',\n",
       "  'Goodness.',\n",
       "  'Thank you so much.',\n",
       "  'Thank you so much.',\n",
       "  'Giving all praise and honor to God for bringing us here today.',\n",
       "  'Thank you so much.',\n",
       "  'I am, I am so grateful to see all of you.',\n",
       "  'You guys are still cheering back there?',\n",
       "  '[to audience on left.]',\n",
       "  \"That's the journey we're on today.\",\n",
       "  'But let me tell you how I came to be here.',\n",
       "  \"As most of you know, I'm not a native of this great state.\",\n",
       "  'I, I moved to Illinois over two decades ago.',\n",
       "  'I was a young man then, just a year out of college.',\n",
       "  'I knew no one in Chicago when I arrived, was without money or family connections.',\n",
       "  'But a group of churches had offered me a job as a community organizer for the grand sum of 13,000 dollars a year.',\n",
       "  'And I accepted the job, sight unseen, motivated then by a single, simple, powerful idea: that I might play a small part in building a better America.',\n",
       "  \"My work took me to some of Chicago's poorest neighborhoods.\",\n",
       "  'I joined with pastors and lay-people to deal with communities that had been ravaged by plant closings.',\n",
       "  \"I saw that the problems people faced weren't simply local in nature, that the decisions to close a steel mill was made by distant executives, that the lack of textbooks and computers in a school could be traced to skewed priorities of politicians a thousand miles away, and that when a child turns to violence, I came to realize that, there's a hole in that boy's heart that no government alone can fill.\",\n",
       "  'Now, Now, listen,I, I..., thank you, thank you, thank you, thank you.',\n",
       "  '[to audience chanting \"Obama\"] We\\'ve done this before: Each and every time, a new generation has risen up and done what\\'s needed to be done.',\n",
       "  'Today we are called once more, and it is time for our generation to answer that call.',\n",
       "  'For that is our unyielding faith, that in, in the face of impossible odds, people who love their country can change it.',\n",
       "  'Now look, [Audience chants \"Obama... Obama... Obama\"] So let us begin.',\n",
       "  'Let us begin this hard work together.',\n",
       "  'Let us transform this nation.',\n",
       "  'Let us be the generation that reshapes our economy to compete in the digital age.',\n",
       "  \"Let's set high standards for our schools and give them the resources they need to succeed.\",\n",
       "  \"Let's recruit a new army of teachers, and give them better pay and more support in exchange for more accountability.\",\n",
       "  \"Let's make college more affordable, and let's invest in scientific research, and let's lay down broadband lines through the heart of inner cities and rural towns all across America.\",\n",
       "  'We can do that.',\n",
       "  \"Let's be the generation that finally frees America from the tyranny of oil.\",\n",
       "  'We can harness homegrown, alternative fuels like ethanol and spur the production of more fuel-efficient cars.',\n",
       "  'We can set up a system for capping greenhouse gases.',\n",
       "  'We can turn this crisis of global warming into a moment of opportunity for innovation, and job creation, and an incentive for businesses that will serve as a model for the world.',\n",
       "  \"Let's be the generation that makes future generations proud of what we did here.\",\n",
       "  'We can do those things.',\n",
       "  'He tells us that there is power in words.',\n",
       "  'Together we can finish the work that needs to be done, and usher in a new birth of freedom on this Earth.',\n",
       "  \"Thank you very much everybody, let's get to work!\",\n",
       "  'I love you.',\n",
       "  'Thank you.',\n",
       "  'Mr. President, the civil war in Iraq rages on.',\n",
       "  'The insurgents have started to change their tactics.',\n",
       "  'They hide in buildings and along the streets and wait for our helicopters.',\n",
       "  \"They've shot down at least eight U. S. helicopters in the last month.\",\n",
       "  'More of our soldiers are dying and coming home with their bodies broken and their nerves shattered at a VA system completely unprepared for what they need to rebuild their lives.',\n",
       "  'Mr. President, it is not enough for the President to tell us that victory in this war is simply a matter of American resolve.',\n",
       "  'The American people have been extraordinarily resolved.',\n",
       "  \"They've seen their sons and daughters killed or wounded in the streets of Fallujah.\",\n",
       "  \"They've spent hundreds of billions of dollars on this effort, money that they know could have been devoted to strengthening our homeland security and our competitive standing as a Nation.\",\n",
       "  'The failure has not been a failure of resolve.',\n",
       "  \"That's not what's led us into chaos.\",\n",
       "  \"It's been a failure of strategy; and it's time that the strategy change.\",\n",
       "  \"There is no military solution, Mr. President, to the civil war that rages on in Iraq; and it's time for us to redeploy so that a political solution becomes possible.\",\n",
       "  \"The news from Iraq is very bad, and it's been that way for at least four years.\",\n",
       "  'We all wish the, that the land the President and the Vice President speak of exists.',\n",
       "  'We wish that there was an Iraq where the insurgency was in the last throes, where the people work with security, where children play outside, where a vibrant new democracy lights up the nighttime sky.',\n",
       "  \"We wish for those things, but there's no alternative reality to what we see and read about in the news, to what we've experienced these long four years.\",\n",
       "  'I repeat, Mr. President, there is no military solution to this war.',\n",
       "  \"At this point, no amount of soldiers can solve the grievances at the heart of someone else's civil war.\",\n",
       "  'The Iraqi people, Shia, Sunni, and Kurd, must come to the table and reach a political settlement themselves.',\n",
       "  'If they want peace, they must do the hard work necessary to achieve it.',\n",
       "  \"Our failed strategy in Iraq has strengthened Iran's strategic position, reduced U. S. credibility and influence around the world,  placed Israel and other nations friendly to the United States in the region in greater peril.\",\n",
       "  'These are not the signs of a well-laid plan.',\n",
       "  \"It's time for a profound change.\",\n",
       "  \"This is what we're trying to do here today.\",\n",
       "  \"We're saying it is time to start making plans to redeploy our troops so that they can focus on the wider struggle against terrorism, win the war in Afghanistan, strengthen our position in the Middle East, and pressure the Iraqis to reach a political settlement.\",\n",
       "  'Even if this effort falls short, we will continue to try to accomplish what the American people asked for last November.',\n",
       "  \"I'm glad to see, though, that this new effort is gaining consensus.\",\n",
       "  'And I want to commend Senator Reid for his efforts.',\n",
       "  'He took the time to listen, so many of us from both Chambers of Congress could help develop this plan.',\n",
       "  'I should also add that the decision to begin this phased redeployment within 120 days is a practical one.',\n",
       "  'Our military options have been exhausted.',\n",
       "  \"It's time to seek a political solution to this war, and with this decision we send a clear signal to the parties involved that they need to arrive at an accommodation.\",\n",
       "  'Mr. President, while I strongly believe that this war never should have been authorized, I believe we must be as careful in ending the war as we were careless getting in.',\n",
       "  'While I prefer my approach, as reflected in my bill, I believe that this new resolution does begin to point U. S. policy in Iraq and the region in the right direction.',\n",
       "  \"An end to the war, and achieving a political solution to Iraq's civil war, will not happen unless we demand it.\",\n",
       "  \"Peace with stability doesn't just happen because we wish for it.\",\n",
       "  'It comes when we never give in and never give up and never tire of working towards a life on Earth worthy of our human dignity.',\n",
       "  'The decisions that have been made have led us to this crossroads, a moment of great peril, Mr. President.',\n",
       "  'We have a choice.',\n",
       "  \"We can continue down the road that's weakened our credibility and damaged our strategic interests in the region or we can turn toward the future.\",\n",
       "  \"The road won't be smooth, and I have to say, Mr. President, that there will be risks with any approach.\",\n",
       "  'But this approach is our last best hope to end this war so we can begin to bring our troops home and begin the hard work of securing our country and our world from the threats that we face.',\n",
       "  'Mr. President, the news from Iraq is very bad, but it can change if we in this Chamber say \"enough.\"',\n",
       "  'Let this day be the day that begins the painful and difficult work of moving from this crossroad.',\n",
       "  \"Let this be the day that we begin pulling towards the future with a responsible conclusion to this painful chapter in our Nation's history.\",\n",
       "  'Mr. President, let this be the day when we finally send a message that is so clear and so emphatic that it cannot be ignored.',\n",
       "  'Thank you, Mr. President.',\n",
       "  'I yield the floor.',\n",
       "  'Thank you very much, Mr. President.',\n",
       "  'Mr. President, on Thursdays Senator Durbin and I hold a constituent coffee so we can hear from the folks back home.',\n",
       "  'A young man came a few months ago who was about 25, 26 years old.',\n",
       "  'He had been in Iraq for a year, The first, He had been back from Iraq for a year.',\n",
       "  'The first six months of that year had been spent in a coma.',\n",
       "  'An explosion had shattered his face, blinded him in both eyes, has left him without the use of one arm.',\n",
       "  'He talked to us about how he was going through rehab.',\n",
       "  'He introduced us to his family.',\n",
       "  'He has a wife and two young daughters like I do, and his wife talked for a bit about the adjustments they were making at home since dad got hurt.',\n",
       "  'And I found myself looking at not just him, but his wife, who loves him so much.',\n",
       "  'And I thought about how their lives were forever changed because of the decision that was carried out four years ago.',\n",
       "  'The sacrifices of war are immeasurable.',\n",
       "  \"Too many have returned from Iraq with that soldier's story, with broken bodies and shattered nerves and wounds that even the best care may not heal.\",\n",
       "  'Too many of our best have come home shrouded in the flag they loved.',\n",
       "  \"Too many moms and dads and husbands and wives have answered that knock on the door that's hardest for any loved one to hear.\",\n",
       "  'And the rest of us have seen too many promises of swift victories and dying insurgencies and budding democracy giving way to the reality of a brutal civil war that goes on and on and on to this day.',\n",
       "  'The sacrifices of war, Mr. President, are immeasurable.',\n",
       "  \"It was not impossible to see back then that we might arrive at the place we're at today.\",\n",
       "  'I said then that a war based not on reason but on passion, not on principle but on politics would lead to a U. S. occupation of undetermined length, at undetermined cost, with undetermined consequences.',\n",
       "  'I believed that an invasion of Iraq without a clear rationale or strong international support would only strengthen the recruitment arm of al-Qaeda and erode the good standing and moral authority that took our country generations to build.',\n",
       "  'There were other experts and leaders and everyday Americans who believed this too.',\n",
       "  'I wish I had been wrong.',\n",
       "  \"I wish we weren't here talking about this at the beginning of the war's fifth year, because the consequences of this war have been profound.\",\n",
       "  'And the sacrifices have been immeasurable.',\n",
       "  'Mr. President, those who would have us continue this war in perpetuity like to say that this is a matter of resolve on behalf of the American people.',\n",
       "  'But the American people have been extraordinarily resolved.',\n",
       "  \"They've seen their sons and daughters killed and wounded on the streets of Fallujah.\",\n",
       "  \"They've spent hundreds of billions of dollars on this effort, money that could have been devoted to strengthening our homeland and our competitive standing as a nation.\",\n",
       "  \"It is not a failure of resolve that has led us into this chaos but a failed strategy, a strategy that has only strengthened Iran's strategic position, increased threats posed by terrorist organizations, reduced U. S. credibility and influence around the world, and placed Israel and other nations [friendly] to the United States in the region in greater peril.\",\n",
       "  'Iraq has not been a failure of resolve; it has been a failure of strategy, and that strategy must change.',\n",
       "  'It is time to bring a responsible end to U. S. involvement in this conflict is now.',\n",
       "  \"It's become apparent, Mr. President, that there's no military solution to this war.\",\n",
       "  \"No amount of U. S. soldiers, not 10,000 more, not 20,000 more, not almost 30,000 more than we know, that we know we are sending, can solve the grievances that lay at the heart of someone else's civil war.\",\n",
       "  'Our troops cannot serve as their diplomats, and we can no longer referee their civil war.',\n",
       "  'We must begin a phased withdrawal of our forces starting May 1st, with the goal of removing all combat forces by March 30th, 2008.',\n",
       "  \"We also must make sure that we're not as careless getting out of this war as we were getting in, and that's why this withdrawal should be gradual, and maintain some U. S. troops in the region to prevent a wider war in the region, while they can also work on going after Al Qaeda and other terrorists.\",\n",
       "  'But this phased withdrawal, Mr. President, must begin soon.',\n",
       "  'Letting the Iraqis know that we will not be there forever is our last, best hope to pressure the Iraqis to take ownership of their country and bring an end to their conflict.',\n",
       "  'It is time for our troops to start coming home.',\n",
       "  'History will not judge, Mr. President, the architects of this war kindly.',\n",
       "  'But the books have yet to be written on our effort to right the wrongs we see in Iraq.',\n",
       "  'The story has yet to be told about how we turned from this moment, found our way out of the desert, and took to heart the lessons of war that too many refused to heed back then; for it is of little use or comfort to recall past advice and warnings if we do not allow them to guide us in the challenges that lie ahead.',\n",
       "  'Mr. President, threats loom large in an age where terrorist networks thrive, and there will certainly be times when we have to call on our brave servicemen and women to risk their lives again.',\n",
       "  'But before we make that most profound of all decisions, before we send our best off to battle, we must remember what led us to this day and learn from the principles that follow.',\n",
       "  'We must remember that ideology is not a foreign policy.',\n",
       "  'We must not embark on a war based on untested theories, political agendas, or wishful thinking that has basis, that has little basis in fact or reality.',\n",
       "  'We must focus our efforts on the threats we know exist, and we must evaluate those threats with sound intelligence that is never manipulated for political reasons.',\n",
       "  'Mr. President, we must remember that the cost of going it alone is immense.',\n",
       "  'It is a choice we sometimes have to make, but one [that] must be made rarely and always reluctantly.',\n",
       "  \"That's because America's standing in the world is a precious resource not easily rebuilt.\",\n",
       "  'We value the cooperation and goodwill of other nations not because it makes us feel good, but because it makes all the world safer; because the only way to battle 21st century threats that race across the borders, threats like terror and disease and nuclear proliferation, is to enlist the resources and support of all nations.',\n",
       "  'To win our wider struggle, we must let people across this planet know that there is another, more hopeful alternative to the hateful ideologies the terrorists espouse, and renewed, and a renewed America will reflect and champion that vision.',\n",
       "  'Mr. President, we must remember that planning for peace is just as critical as planning for war.',\n",
       "  \"Iraq was not just a failure of conception but a failure of execution, and so when a conflict does arise that requires our involvement, we must understand that country's history, its politics, its ethnic and religious divisions before our troops ever set foot on its soil.\",\n",
       "  'We must understand that setting up ballot boxes does not a democracy make, that real freedom and real stability come from doing the hard work of helping to build a strong police force, and a legitimate government, and ensuring that people have food, and water, and electricity, and basic services.',\n",
       "  'And we must be honest about how much of that we can do ourselves and how much must come from the people themselves.',\n",
       "  'Finally, Mr. President, we must remember that when we send our servicemen and women to war, we make sure we give them the training they need, and the equipment that will keep them safe, and a mission that they can accomplish.',\n",
       "  \"We must respect our commanders' advice not just when its politically convenient, but even when it's not what we want to hear.\",\n",
       "  'And when our troops come home, it is our most solemn responsibility to make sure they come home to the services, and the benefits, and the care they deserve.',\n",
       "  'As we stand at the beginning of the fifth year of this war, Mr. President, let us remember, let us remember that young man from Illinois, and his wife, and his daughters, and the thousands upon thousands of families who are living the very real consequences and immeasurable sacrifices that have come from our decision to invade Iraq.',\n",
       "  'We are so blessed in this country to have so many men and women like this, Americans willing to put on that uniform, and say the hard goodbyes, and risk their lives in a far off land because they know that such consequences and sacrifices are sometimes necessary to defend our country and achieve a lasting peace.',\n",
       "  \"That is why we have no greater responsibility than to ensure the decision to place them in harm's way is the right one.\",\n",
       "  'And that is why we must learn the lessons of Iraq.',\n",
       "  'It is what we owe our soldiers.',\n",
       "  'It is what we owe their families.',\n",
       "  'And it is what we owe our country, now, and all the days and months to come.',\n",
       "  'Thank you, Mr. President.',\n",
       "  'I yield the floor.',\n",
       "  'Thanks to all of you for taking the time to come out with your busy schedules.',\n",
       "  'I want to acknowledge at least one of the Congressmen that you mentioned Lee, because I saw him just walk in, Congressman Steve Rothman of the 9th District of New Jersey.',\n",
       "  'Thank you very much for being here.',\n",
       "  'Well, thanks to the 9/11 Commission, we know that six years ago this week President Bush received a briefing with the headline: \"Bin Ladin determined to strike [the U.',\n",
       "  'S.].\"',\n",
       "  'It came during what the Commission called the \"summer of threat,\" when the \"system was blinking red\" about an independent, impending attack.',\n",
       "  'But despite the briefing, many felt the danger was overseas, a threat to embassies and military installations.',\n",
       "  'The extremism, the resentment, the terrorist training camps, and the killers were in the dark corners of the world, far away from the American homeland.',\n",
       "  'What we saw that morning forced us to recognize that in the new world of threats, we are no longer protected by our own power.',\n",
       "  'And what we saw that morning was a challenge to a new generation.',\n",
       "  'After 9/11, our calling was to write a new chapter in the American story, to devise a new strategy and build new alliances, to secure our homeland and safeguard our values, and to serve a just cause abroad.',\n",
       "  'We were ready.',\n",
       "  'Americans were united.',\n",
       "  'Friends around the world stood shoulder to shoulder with us.',\n",
       "  'We had the might and moral suasion that was the legacy of generations of Americans.',\n",
       "  'The tide of history seemed poised to turn, once again, toward hope.',\n",
       "  'And so, a little more than a year after that bright September day, I was in the streets of Chicago again, this time speaking at a rally in opposition to war in Iraq.',\n",
       "  'I did not oppose all wars, I said.',\n",
       "  'I was a strong supporter of the war in Afghanistan.',\n",
       "  'But I said I could not support \"a dumb war, a rash war\" in Iraq.',\n",
       "  'I worried about a \"U. S. occupation of undetermined length, at undetermined costs, with undetermined consequences\" in the heart of the Muslim world.',\n",
       "  'I pleaded that we \"finish the fight with bin Ladin and al Qaeda.\"',\n",
       "  'The political winds were blowing in a different direction.',\n",
       "  'The President was determined to go to war and there was just one obstacle: the U. S. Congress.',\n",
       "  'Nine days after I spoke, that obstacle was removed.',\n",
       "  'Congress rubber-stamped the rush to war, giving the President the broad and open-ended authority he uses to this day.',\n",
       "  'With that vote, Congress became co-author of a catastrophic war.',\n",
       "  'And we went off to fight on the wrong battlefield, with no appreciation of how many enemies we would create, and no plan for how to get out.',\n",
       "  \"And because of a war in Iraq that should've never been authorized and should've never been waged, we are now less safe than we were before 9/11.\",\n",
       "  'the threat to our homeland from al Qaeda is, quote, \"persistent and evolving.\"',\n",
       "  'Iraq is a training ground for terror, torn apart by civil war.',\n",
       "  'Afghanistan is more violent than it has been since 2001.',\n",
       "  'Al Qaeda has a sanctuary in Pakistan.',\n",
       "  'Israel is besieged by emboldened enemies, talking openly of its destruction.',\n",
       "  'Iran is now presenting the broadest strategic challenge to the United States in the Middle East in a generation.',\n",
       "  'Groups affiliated with or inspired by al Qaeda operate worldwide.',\n",
       "  'Six years after 9/11, we are again in the midst of a \"summer of threat,\" with bin Ladin and many more terrorists determined to strike in the United States.',\n",
       "  'It is time to turn the page.',\n",
       "  'And it is time to write a new chapter in our response to 9/11.',\n",
       "  'Now be clear:Just because the President misrepresents our enemy does not mean that we do not have enemies.',\n",
       "  'The terrorists are at war with us.',\n",
       "  \"The threat is from a violent, is from violent extremists who are a small minority of the world's 1.3 billion Muslims, but the threat is real.\",\n",
       "  'They distort Islam.',\n",
       "  'They kill man, woman, and child; Christian and Hindu, Jew and Muslim.',\n",
       "  'They seek to create a repressive caliphate, and to defeat this enemy we must understand who are we are [sic] fighting against, and what are we fighting for [sic].',\n",
       "  'By refusing to end the war in Iraq, President Bush is giving the terrorists what they really want, and what the Congress voted to give them in 2002: a U. S. occupation of undetermined length, at undetermined cost, with undetermined consequences.',\n",
       "  'It is time to turn the page.',\n",
       "  \"When I am President, we will wage the war that has to be won, with a comprehensive strategy with five elements: [1] getting out of Iraq and on the right battlefield in Afghanistan and Pakistan; [2] developing the capabilities and partnerships we need to take out the terrorists and the world's most deadly weapons; [3] engaging the world to dry up support for terror and extremism; [4] restoring our values; [5] and securing a more resilient homeland.\",\n",
       "  'Let me talk about each of these in turn.',\n",
       "  'The first step must be to get off the wrong battlefield in Iraq and take the fight to the terrorists in Afghanistan and Pakistan.',\n",
       "  'I introduced a plan in January that would have already started bringing our troops out of Iraq, with the goal of removing all combat brigades by March 31st, 2008.',\n",
       "  'If the President continues to veto this plan, then ending this war will be my first priority when I take office.',\n",
       "  'There is no military solution in Iraq.',\n",
       "  \"Only Iraq's leaders can settle the grievances at the heart of Iraqis' civil war.\",\n",
       "  'We must apply pressure on them to act, and our best leverage is reducing our troop presence.',\n",
       "  'And we must also do the hard, sustained diplomatic work in the region on behalf of peace and stability.',\n",
       "  'In ending the war, we must act with more wisdom than we started it.',\n",
       "  \"That's why my plan would maintain sufficient forces in the region to target all al Qaeda within Iraq.\",\n",
       "  'But we must recognize that al Qaeda is not the primary source of violence in Iraq, and has little support, not from Shia and Kurds who are al Qaeda  targets, or Sunni tribes hostile to foreigners.',\n",
       "  \"On the contrary, al Qaeda's appeal within Iraq is enhanced by our troop presence.\",\n",
       "  'Ending the war will help isolate al Qaeda and give Iraqis the incentive and opportunity to take them out.',\n",
       "  'It will also allow us to direct badly needed resources to Afghanistan.',\n",
       "  'Our troops have fought valiantly there, but Iraq has deprived them of the support that they need and deserve.',\n",
       "  'As a result, parts of Afghanistan are falling into the hands of the Taliban, and a mix of terrorism, drugs, and corruption threatens to overwhelm the country.',\n",
       "  \"my Administration will increase America's commitment.\",\n",
       "  'We must help Pakistan invest in the provinces along the Afghan border, so that  extremist programs of hate are met with programs of hope.',\n",
       "  'And we must not turn a blind eye to elections that are neither free nor fair.',\n",
       "  'Our goal is not simply an ally in Pakistan, it is a democratic ally.',\n",
       "  \"Beyond Pakistan, there's a core of terrorists, probably in the tens of thousands, who have made their choice to attack America.\",\n",
       "  \"So the second step in my strategy will be to build our capacity and our partnership to track down, capture or kill terrorists around the world, and to deny them the world's most dangerous weapons.\",\n",
       "  'I will not hesitate to use military force to take out terrorists who pose a direct threat to America.',\n",
       "  \"This requires a broad set of capabilities, as outlined in the Army and Marine Corps's new counter-insurgency manual.\",\n",
       "  \"I'll ensure that our military becomes more stealth, agile, and lethal in its ability to capture or kill terrorists.\",\n",
       "  'We need to recruit, train, and equip our armed forces to better target terrorists, and to help foreign militaries to do the same.',\n",
       "  'This has to include a program to bolster our ability to speak different languages, understand different cultures, and coordinate complex missions with our civilian agencies.',\n",
       "  'To succeed, we must improve our civilian capacity.',\n",
       "  'The finest military in the world is adapting to the challenges of the 21st century.',\n",
       "  'But it cannot counter insurgent and terrorist threats without civilian counterparts who can carry out economic and political reconstruction missions, sometimes in dangerous places.',\n",
       "  'As President, I will strengthen these civilian capabilities, recruiting our best and brightest to take on this challenge.',\n",
       "  \"I'll increase both the number and capabilities of our diplomats, development experts, and other civilians who can work alongside our military.\",\n",
       "  \"We can't just say there is no military solution to the problems unless we actually have other approaches.\",\n",
       "  'We need to integrate all aspects of American military power.',\n",
       "  'This cannot just be an American mission.',\n",
       "  'Al Qaeda and its allies operate in nearly 100 countries.',\n",
       "  'The United States cannot steal every secret, penetrate every cell, act on every tip, or track down every terrorist by itself, nor should we have to do this by ourselves.',\n",
       "  'This is not just about our security.',\n",
       "  \"It's about the common security of all the world.\",\n",
       "  'As President, I will create a Shared Security Partnership Program to forge an international intelligence and law enforcement infrastructure to take down terrorist networks from the remotest islands of Indonesia, to the sprawling cities of Africa.',\n",
       "  'This program will provide five billion dollars over three years for counter-terrorism cooperation with countries around the world, including information sharing, funding for terror, training, operations, border security, anti-corruption programs, technology, and targeting terrorist financing.',\n",
       "  'And this effort will focus on helping our partners succeed without repressive tactics, because brutality breeds terror, it does not defeat it.',\n",
       "  \"We must also do more to safeguard the world's most dangerous weapons.\",\n",
       "  \"This is something that I've spoken about extensively before.\",\n",
       "  'We know al Qaeda seeks a nuclear weapon.',\n",
       "  'We know they would not hesitate to use one.',\n",
       "  \"Yet there's still about 50 tons of highly enriched uranium, some of it poorly secured, at civilian nuclear facilities in over forty countries.\",\n",
       "  'There are still about 15,000 to 16,000 nuclear weapons and stockpiles of uranium and plutonium scattered across 11 time zones in the former Soviet Union.',\n",
       "  \"That's why I worked in the Senate with Republican Senator Dick Lugar to pass a law that would help the United States and our allies detect and stop the smuggling of weapons of mass destruction.\",\n",
       "  \"That's why I'm introducing a bill with Chuck Hagel that seeks to prevent nuclear terrorism, reduce global nuclear arsenals, and stop the spread of nuclear weapons.\",\n",
       "  'And that is why, as President, I will lead a global effort to secure all nuclear weapons and material at vulnerable sites within four years.',\n",
       "  'This is something that we can do.',\n",
       "  'We have to stop short-changing it.',\n",
       "  'While we work to secure existing stockpiles, we should also negotiate a verifiable global ban on the production of new nuclear weapons material.',\n",
       "  \"Al Qaeda's new recruits come from Africa and Asia, the Middle East and Europe.\",\n",
       "  'Many come from disaffected communities and disconnected corners of our interconnected world.',\n",
       "  'And it makes you stop and wonder: When those faces look up at an American helicopter, do they feel hope, or do they feel hate?',\n",
       "  'We know where extremists thrive: in conflict zones that are incubators of resentment and anarchy; in weak states that cannot control their borders or territories, or meet the basic needs of their people.',\n",
       "  'From Africa to central Asia to the Pacific Rim, nearly 60 countries stand on the brink of conflict or collapse.',\n",
       "  'The extremists encourage the exploitation of these hopeless places with their hate-filled, hate-filled websites.',\n",
       "  'And we know what the extremists say about us: America is just an occupying Army in Muslim lands, the shadow of a shrouded figure standing on a box at Abu Ghraib, the power behind the throne of a repressive leader.',\n",
       "  'They say we are at war with Islam.',\n",
       "  \"That's the whispered line of the extremist who has nothing to offer in this battle of ideas but blame, blame America, blame progress, blame Jews.\",\n",
       "  'And often he offers something along with the hate.',\n",
       "  'A sense of empowerment.',\n",
       "  'Maybe an education at a madrasa, some charity for your family, some basic services in the neighborhood.',\n",
       "  'And then, a mission and a gun.',\n",
       "  'As President, I will make it a focus of my foreign policy to roll back the tide of hopelessness that gives rise to hate.',\n",
       "  'Freedom must mean freedom from fear, not freedom of anarchy.',\n",
       "  'I will never shrug my shoulders and say, as Secretary Rumsfeld did, \"Freedom is untidy.\"',\n",
       "  'I will focus our support on helping nations build independent judicial systems, honest police forces, and financial systems that are transparent and accountable.',\n",
       "  'Freedom also means freedom from want, not freedom lost to an empty stomach.',\n",
       "  \"So I'll make poverty reduction a key part of helping other nations reduce chaos and anarchy.\",\n",
       "  'As the counter-insurgency manual reminds us, we cannot win a war unless we maintain the high ground and keep the people on our side.',\n",
       "  'But because the Administration decided to take the low road, our troops have more enemies.',\n",
       "  'Because the Administration cast aside international norms that reflect American values, we are less able to promote our values.',\n",
       "  'When I am President, America will reject torture without exception.',\n",
       "  'America is the country that stood against that kind of behavior before, and we will do so again.',\n",
       "  'This Administration also puts forward a false choice between the liberties we cherish and the security we provide.',\n",
       "  'I will provide our intelligence and law enforcement agencies with the tools they need to track and take out the terrorists without undermining our Constitution and our freedom.',\n",
       "  'This Administration acts like violating civil liberties is the way to enhance our security.',\n",
       "  'It is not.',\n",
       "  'There are no shortcuts to protecting America, and that is why the fifth part of my strategy is doing the hard and patient work to secure a more resilient homeland.',\n",
       "  'We are in the early stages of a long struggle.',\n",
       "  \"Yet since 9/11, we've heard a lot about what America can't do or shouldn't do or won't even try to do.\",\n",
       "  \"We can't vote against a misguided war in Iraq because that would make us look weak.\",\n",
       "  \"We can't talk to other countries because that would be a reward.\",\n",
       "  \"We can't reach out to the hundreds of millions of Muslims who reject terror because we worry that they hate us.\",\n",
       "  \"We can't protect the homeland because there are too many targets, or secure our people while staying true to our values.\",\n",
       "  \"We can't get past the America of Red States and Blue States, the politics of who's up and who's down because that's how politics has come to be done in America.\",\n",
       "  'Thank you very much everybody.',\n",
       "  'Thank you.',\n",
       "  'Thank you so much.',\n",
       "  'To, To the great Governor of Iowa and Lieutenant Governor of Iowa; to my dear friend Tom Harkin for the outstanding work that he does; to the congressional delegation of Iowa that is doing outstanding work; and to Nancy Pelosi, Madam Speaker, thank you all for the wonderful welcome and the wonderful hospitality.',\n",
       "  'I love you back.',\n",
       "  '[to audience] But the question you\\'re going to have to ask yourself when you caucus in January and you vote in November is, \"What\\'s next for America?\"',\n",
       "  'We are in a defining moment in our history.',\n",
       "  'Our nation is at war.',\n",
       "  'The planet is in peril.',\n",
       "  \"The dream that so many generations fought for feels as if it's slowly slipping away.\",\n",
       "  'We are working harder for less.',\n",
       "  \"We've never paid more for health care or for college.\",\n",
       "  \"It's harder to save and it's harder to retire.\",\n",
       "  \"And most of all we've lost faith that our leaders can or will do anything about it.\",\n",
       "  \"It is because of these failures that America is listening, intently, to what we say here today, not just Democrats, but Republicans and Independents who've lost trust in their government, but want to believe again.\",\n",
       "  'And it is because of these failures that we not only have a moment of great challenge, but also a moment of great opportunity.',\n",
       "  \"We have a chance to bring the country together in a new majority, to finally tackle problems that George Bush made far worse, but that had festered long before George Bush ever took office, problems that we've talked about year after year after year after year.\",\n",
       "  \"And that is why the same old Washington textbook campaigns just won't do in this election.\",\n",
       "  \"That's why not answering questions 'cause we are afraid our answers won't be popular just won't do.\",\n",
       "  \"That's why telling the American people what we think they want to hear instead of telling the American people what they need to hear just won't do.\",\n",
       "  \"Triangulating and poll-driven positions because we're worried about what Mitt or Rudy might say about us just won't do.\",\n",
       "  \"If we are really serious about wining this election Democrats, we can't live in fear of losing it.\",\n",
       "  'This party, the party of Jefferson and Jackson, of Roosevelt and Kennedy, has always made the biggest difference in the lives of the American people when we led, not by polls, but by principle; not by calculation, but by conviction; when we summoned the entire nation to a common purpose, a higher purpose.',\n",
       "  \"And I run for the Presidency of the United States of America because that's the party America needs us to be right now.\",\n",
       "  'A party that offers not just a difference in policies, but a difference in leadership.',\n",
       "  \"A party that doesn't just focus on how to win but why we should.\",\n",
       "  \"A party that doesn't just offer change as a slogan, but real, meaningful change, change that America can believe in.\",\n",
       "  \"That's why I'm in this race.\",\n",
       "  \"That's why I am running for the Presidency of the United States of America, to offer change that we can believe in.\",\n",
       "  'I am in this race to tell the corporate lobbyists that their days of setting the agenda in Washington are over.',\n",
       "  'I have done more than any other candidate in this race to take on lobbyists, and won.',\n",
       "  'They have not funded my campaign, they will not get a job in my White House, and they will not drown out the voices of the American people when I am President.',\n",
       "  \"I'm in this race to take those tax breaks away from companies that are moving jobs overseas and put them in the pockets of hard working Americans who deserve it.\",\n",
       "  \"And I won't raise the minimum wage every ten years, I will raise it to keep pace so that workers don't' fall behind.\",\n",
       "  'That is why I am in it.',\n",
       "  'To protect the American worker.',\n",
       "  'To fight for the American worker.',\n",
       "  \"I'm in this race because I want to stop talking about the outrage of 47 million Americans without health care and start actually doing something about it.\",\n",
       "  'I expanded health care in Illinois by bringing Democrats and Republicans together.',\n",
       "  'By taking on the insurance industry.',\n",
       "  \"And that is how I will make certain that every single American in this country has health care they can count on and I won't do it twenty years from now, I won't do it ten years from now, I will do it by the end of my first term as President of the United States of America.\",\n",
       "  'I run for president to make sure that every American child has the best education that we have to offer, from the day they are born to the day they graduate from college.',\n",
       "  \"And I won't just talk about how great teachers are, as President I will reward them for their greatness, by raising salaries and giving them more support.\",\n",
       "  \"That's why I'm in this race.\",\n",
       "  'I am running for President because I am sick and tired of democrats thinking that the only way to look tough on national security is by talking, and acting, and voting like George Bush Republicans.',\n",
       "  \"When I am this party's nominee, my opponent will not be able to say that I voted for the war in Iraq; or that I gave George Bush the benefit of the doubt on Iran; or that I supported Bush-Cheney policies of not talking to leaders that we don't like.\",\n",
       "  \"And he will not be able to say that I wavered on something as fundamental as whether or not it is ok for America to torture, because it is never ok. That's why I am in it.\",\n",
       "  'As President, I will end the war in Iraq.',\n",
       "  'We will have our troops home in sixteen months.',\n",
       "  'I will close Guantanamo.',\n",
       "  'I will restore habeas corpus.',\n",
       "  'I will finish the fight against Al Qaeda.',\n",
       "  'And I will lead the world to combat the common threats of the 21st century, nuclear weapons and terrorism; climate change and poverty; genocide and disease.',\n",
       "  'And I will send once more a message to those yearning faces beyond our shores that says, \"You matter to us.',\n",
       "  'Your future is our future.',\n",
       "  'And our moment is now.\"',\n",
       "  'America, our moment is now.',\n",
       "  'Our moment is now.',\n",
       "  \"I don't want to spend the next year or the next four years re-fighting the same fights that we had in the 1990s.\",\n",
       "  \"I don't want to pit Red America against Blue America, I want to be the President of the United States of America.\",\n",
       "  'And if those Republicans come at me with the same fear-mongering and swift-boating that they usually do, then I will take them head on.',\n",
       "  'Because I believe the American people are tired of fear and tired of distractions and tired of diversions.',\n",
       "  'We can make this election not about fear, but about the future.',\n",
       "  \"And that won't just be a Democratic victory; that will be an American victory.\",\n",
       "  'And that is a victory America needs right now.',\n",
       "  \"I am not in this race to fulfill some long-held ambitions or because I believe it's somehow owed to me.\",\n",
       "  'I never expected to be here, I always knew this journey was improbable.',\n",
       "  \"I've never been on a journey that wasn't.\",\n",
       "  'I am running in this race because of what Dr. King called \"the fierce urgency of now.\"',\n",
       "  \"Because I believe that there's such a thing as being too late.\",\n",
       "  'And that hour is almost upon us.',\n",
       "  \"I don't want to wake up four years from now and find out that millions of Americans still lack health care because we couldn't take on the insurance industry.\",\n",
       "  \"I don't want to see that the oceans have risen a few more inches.\",\n",
       "  \"The planet has reached a point of no return because we couldn't find a way to stop buying oil from dictators.\",\n",
       "  \"I don't want to see more American lives put at risk because no one had the judgment or the courage to stand up against a misguided war before we sent our troops into fight.\",\n",
       "  \"I don't want to see homeless veterans on the streets.\",\n",
       "  \"I don't want to send another generation of American children to failing schools.\",\n",
       "  \"I don't want that future for my daughters.\",\n",
       "  \"I don't want that future for your sons.\",\n",
       "  'I do not want that future for America.',\n",
       "  \"I'm in this race for the same reason that I fought for jobs for the jobless and hope for the hopeless on the streets of Chicago; for the same reason I fought for justice and equality as a civil rights lawyer; for the same reason that I fought for Illinois families for over a decade.\",\n",
       "  \"Because I will never forget that the only reason that I'm standing here today is because somebody, somewhere stood up for me when it was risky.\",\n",
       "  'Stood up when it was hard.',\n",
       "  \"Stood up when it wasn't popular.\",\n",
       "  'And because that somebody stood up, a few more stood up.',\n",
       "  'And then a few thousand stood up.',\n",
       "  'And then a few million stood up.',\n",
       "  'And standing up, with courage and clear purpose, they somehow managed to change the world.',\n",
       "  \"That's why I'm running, Iowa, to give our children and grandchildren the same chances somebody gave me.\",\n",
       "  \"That's why I'm running, Democrats, to keep the American Dream alive for those who still hunger for opportunity, who still thirst for equality.\",\n",
       "  \"That's why I'm asking you to stand with me, that's why I'm asking you to caucus for me, that's why I am asking you to stop settling for what the cynics say we have to accept.\",\n",
       "  'In this election, in this moment, let us reach for what we know is possible.',\n",
       "  'A nation healed.',\n",
       "  'A world repaired.',\n",
       "  'An America that believes again.',\n",
       "  'Thank you very much everybody.',\n",
       "  'They said our sights were set too high.',\n",
       "  'They said this country was too divided, too disillusioned to ever come together around a common purpose.',\n",
       "  \"But on this January night, at this defining moment in history, you have done what the cynics said we couldn't do.\",\n",
       "  'You have done what the state of New Hampshire can do in five days.',\n",
       "  'Thank you, New Hampshire.',\n",
       "  'I love you back.',\n",
       "  'Thank you.',\n",
       "  'Thank you.',\n",
       "  'Well, thank you so much.',\n",
       "  'I am still fired up and ready to go.',\n",
       "  'Thank you.',\n",
       "  \"You know, a few weeks ago, no one imagined that we'd have accomplished what we did here tonight in New Hampshire.\",\n",
       "  'No one could have imagined it.',\n",
       "  'For most of this campaign, we were far behind.',\n",
       "  'We always knew our climb would be steep.',\n",
       "  'But in record numbers, you came out, and you spoke up for change.',\n",
       "  'And whether we are rich or poor, black or white, Latino or Asian, whether we hail from Iowa or New Hampshire, Nevada or South Carolina, we are ready to take this country in a fundamentally new direction.',\n",
       "  'You, all of you who are here tonight, all who put so much heart and soul and work into this campaign, you can be the new majority who can lead this nation out of a long political darkness.',\n",
       "  'Our new majority can end the tax breaks for corporations that ship our jobs overseas and put a middle-class tax cut in the pockets of working Americans who deserve it.',\n",
       "  'We can stop sending our children to schools with corridors of shame and start putting them on a pathway to success.',\n",
       "  'We can stop talking about how great teachers are and start rewarding them for their greatness by giving them more pay and more support.',\n",
       "  'We can do this with our new majority.',\n",
       "  'And when I am  of the United States, we will end this war in Iraq and bring our troops home.',\n",
       "  'We will end this war in Iraq.',\n",
       "  'We will bring our troops home.',\n",
       "  'We will finish the job, All of the candidates in this race share these goals.',\n",
       "  'All of the candidates in this race have good ideas and all are patriots who serve this country honorably.',\n",
       "  \"But the reason our campaign has always been different, the reason we began this improbable journey almost a year ago is because it's not just about what I will do as president.\",\n",
       "  'It is also about what you, the people who love this country, the citizens of the United States of America, can do to change it.',\n",
       "  \"That's what this election is all about.\",\n",
       "  \"That's why tonight belongs to you.\",\n",
       "  'It belongs to the organizers, and the volunteers, and the staff who believed in this journey and rallied so many others to join the cause.',\n",
       "  'We have been told we cannot do this by a chorus of cynics.',\n",
       "  'And they will only grow louder and more dissonant in the weeks and months to come.',\n",
       "  \"We've been asked to pause for a reality check.\",\n",
       "  \"We've been warned against offering the people of this nation false hope.\",\n",
       "  'But in the unlikely story that is America, there has never been anything false about hope.',\n",
       "  \"For when we have faced down impossible odds, when we've been told we're not ready or that we shouldn't try or that we can't, generations of Americans have responded with a simple creed that sums up the spirit of a people: Yes we can.\",\n",
       "  'It was the call of workers who organized, women who reached for the ballot, a Yes we can, to opportunity and prosperity.',\n",
       "  'Yes we can.',\n",
       "  'Thank you, New Hampshire.',\n",
       "  'Scripture tells us that when Joshua and the Israelites arrived at the gates of Jericho, they could not enter.',\n",
       "  'The walls of the city were too steep for any one person to climb.',\n",
       "  'They were too strong to be taken down by brute force.',\n",
       "  'And so, the people sat for days, unable to pass on through; but God had a plan for His People.',\n",
       "  \"He told them to stand together and march together around the city, and on the seventh day he told them that when they heard the sound of the ram's horn, they should speak with one voice.\",\n",
       "  'And, at the chosen hour when the horn sounded and a chorus of voices cried out together, the mighty walls of Jericho came tumbling down.',\n",
       "  \"That's what scripture tells us.\",\n",
       "  'What Dr. King understood is that if just one person chose to walk instead of ri[de] the bus, those walls of oppression would not be moved.',\n",
       "  'But maybe if a few more decided to walk, those foundations might start to shake.',\n",
       "  'If just a few women were willing to do what Rosa Parks had been willing to do, maybe the cracks in those walls would start to show.',\n",
       "  'If teenagers took rides from North to South, maybe a few bricks would come loose.',\n",
       "  \"Maybe if white folks marched because they'd come to understand that their freedom was wrapped up in the freedom of others, that they too had a stake in the impending battle, the walls would begin to sway, and if enough Americans were awakened to injustice, if they joined together North and South, rich and poor, Jew and Gentile, then perhaps that wall would come tumbling down, and justice would flow like waters of righteousness, like a mighty stream.\",\n",
       "  '\"Unity is the great need of the hour.\"',\n",
       "  \"That's what Dr. King said.\",\n",
       "  \"It is the great need of this hour as well, not because it sounds pleasant, not because it makes us feel good, but because it's the only way we can overcome the essential deficit that exits in this country.\",\n",
       "  \"However, all too often, when we talk about unity in this country, we've come to believe that it can be purchased on the cheap.\",\n",
       "  \"We've come to believe that racial reconciliation can come easily; that it's just a matter of a few ignorant people trapped in the prejudices of the past, and that if the demagogues and those who would exploit our racial divisions will simply go away then all our problems will be solved.\",\n",
       "  'All too often, we seek to ignore the profound structural and institutional barriers that stand in the way of insuring opportunity for all of our children, or decent jobs for all of our people, or health care for those who are sick.',\n",
       "  \"We offer unity, but we are not willing to pay the price that's required Of course, true unity cannot be so easily purchased.\",\n",
       "  'It starts with a change in attitudes.',\n",
       "  'It starts with changing our hearts, and changing our minds, broadening our spirit.',\n",
       "  \"It's not easy to stand in somebody else's shoes.\",\n",
       "  \"It's not easy to see past our own differences.\",\n",
       "  \"We've all encountered this in our own lives.\",\n",
       "  'What makes it even more difficult is that we have a politics in this country that seeks to drive us apart, that puts up walls between us.',\n",
       "  \"We are told that those who differ from us on a few things, differ from us on all things, that our problems are the fault of those who don't think like us or look like us or come from where we do.\",\n",
       "  \"The Welfare Queen, she's taking our money.\",\n",
       "  \"The Immigrant, he's taking our jobs.\",\n",
       "  'The believer condemns the nonbeliever as immoral, and the nonbeliever chides the believer for being intolerant.',\n",
       "  \"And for most of this country's history, we in the African-American community have been at the receiving end of man's inhumanity to man.\",\n",
       "  'And all of us understand insidious, All of us understand intimately the insidious role that race still sometimes plays on the job and in the schools, in our health care system, and in our criminal justice system.',\n",
       "  'And yet, if we are honest with ourselves, we must admit that none of our hands are entirely clean.',\n",
       "  \"If we're honest with ourselves, we'll acknowledge that our own community has not always been true to King's vision of a beloved community.\",\n",
       "  \"If we're honest with ourselves, we have to admit that there have been times when we've scorned our gay brothers and sisters instead of embracing them.\",\n",
       "  'The scourge of anti-Semitism has at times revealed itself in our community.',\n",
       "  'For too long, some of us have seen immigrants only as competitors for jobs instead of companions in the fight for opportunity.',\n",
       "  'Everyday our politics fuels and exploits this kind of division across all races and regions, across gender and party.',\n",
       "  'It is played out on television; it is sensationalized by the media.',\n",
       "  'Last week, it crept into the campaign for President with charges and countercharges that serve to obscure the issues instead of illuminating the critical choices we face as a nation.',\n",
       "  'None of our hands are clean.',\n",
       "  'So let us say that on this day of all days, each of us carries with us the task of changing our hearts and minds.',\n",
       "  'The divisions, the stereotypes, the scapegoating, the ease with which we blame the plight of ourselves on others, all of that distracts us from the common challenges that we face, war and poverty, inequality and injustice.',\n",
       "  'We can no longer afford to build ourselves up by tearing each other down.',\n",
       "  'We can no longer afford to traffic in lies or fear or hate.',\n",
       "  \"It's the poison that we must purge from our politics, the wall that we must tear down before the hour grows too late.\",\n",
       "  'Because if Dr. King could love his jailer, if he could call on the faithful, who once sat where you do, to forgive those who had set dogs and fire hoses upon them, then surely we can look past what divides us in our time and bind up our wounds and erase the sympathy deficit that exists in our hearts.',\n",
       "  'But if changing our hearts and our minds is the first critical step, we cannot stop there.',\n",
       "  \"It's not enough to bemoan the plight of the poor in this country and remain unwilling to push our elected officials to provide the resources to fix our schools.\",\n",
       "  \"It's not enough to decry the disparities of health care and yet allow the insurance companies and the drug companies to block real reform in our health care system.\",\n",
       "  \"It's not enough, It's not enough for us to abhor the costs of a misguided war, and yet we continue to allow ourselves to be driven by a politics of fear that sees the threat of an attack as a way to scare up votes instead of a call to come together in a common effort.\",\n",
       "  'We will have to confront the biases in our criminal justice system, but we also have to acknowledge the deep-seeded violence that still resides in our own communities, in too many of the hearts of our young people, and we have to break the grip of that violence wherever we see it.',\n",
       "  \"That's how we're going to bring about the change that we seek.\",\n",
       "  \"That's how Dr. King led this country through the wilderness.\",\n",
       "  'He did it with words, words that he spoke not just to the children of slaves but the children of slave owners, words that inspired not just black but also white, not just Christian but also Jew and Muslim and Buddhists and Atheists, not just the southerner but also the northerner.',\n",
       "  'He led with words, but he also led with deeds.',\n",
       "  'He also led by example.',\n",
       "  'He led by marching and going to jail and suffering threats and beatings and being away from his family.',\n",
       "  'He led by taking a stand against a war knowing full well that it would diminish his popularity.',\n",
       "  'He led by challenging our economic structures, understanding that it would cause discomfort.',\n",
       "  'Dr. King understood that unity cannot be won on the cheap, that we would have to earn it through great effort and determination.',\n",
       "  \"That's the unity, the hard earned unity that we need right now.\",\n",
       "  'That is the effort, the determination that can transform blind optimism into hope.',\n",
       "  'You know people have remarked on the fact that I talk about hope a lot in my campaign.',\n",
       "  'You know they, they tease me a little bit.',\n",
       "  'Some have been scornful.',\n",
       "  'They say, \"Ah, he\\'s talking about hope again.',\n",
       "  \"He's so idealistic.\",\n",
       "  \"He's so nave.\",\n",
       "  'He\\'s a hope monger.\"',\n",
       "  \"That's okay.\",\n",
       "  \"It's true.\",\n",
       "  'I talk about hope.',\n",
       "  \"I talk about it a lot because the odds of me standing here today are so small, so remote that I couldn't of gotten here without some hope.\",\n",
       "  'You know my, my daddy left me when I was two years old.',\n",
       "  'I needed some hope to get here.',\n",
       "  'I was raised by a single mother.',\n",
       "  'I needed some hope to get here.',\n",
       "  'I got in trouble when I was a teenager, did some things folks now like to talk about.',\n",
       "  'I needed some hope to get here.',\n",
       "  \"I wasn't born into money, or great wealth, or great privilege, or status.\",\n",
       "  'I was given love, an education, and some hope.',\n",
       "  \"That's what I got.\",\n",
       "  \"That's my birthright.\",\n",
       "  \"And so I have to explain to people that's not what hope is.\",\n",
       "  'Hope is not blind optimism.',\n",
       "  'Hope is not ignorance of the barriers and hurdles and hazards that stand in your way.',\n",
       "  \"Hope's just the opposite.\",\n",
       "  'I know how hard it will be to provide health care to every single American.',\n",
       "  \"The insurance companies, drug companies, they don't want to give up their profits.\",\n",
       "  \"I know it won't be easy to have a energy policy that makes sense for America because the oil companies like writing the energy bills.\",\n",
       "  'I know that alleviating poverty, or making sure all our children can learn, or eliminating the scourge of racism in our society, none of those things lend themselves to simple solutions.',\n",
       "  'I know because I fought on the streets as a community organizer in poor neighborhoods on the Southside of Chicago alongside those without jobs or without prospects for the future.',\n",
       "  'I have fought in the courts as a civil rights attorney for those who had been denied opportunity on the job or denied access to the ballot box.',\n",
       "  \"I've seen good legislation die because, Well, I've seen that too, I've seen good legislation die because good intentions weren't enough, because they weren't fortified with a political majority and political will.\",\n",
       "  \"I've seen this country, this country's judgment clouded by fear.\",\n",
       "  'I know how easily a country can be misled when it is afraid.',\n",
       "  'I know how hard it is.',\n",
       "  'Everybody here understands how difficult it is to bring about true change, change that we can believe in.',\n",
       "  'But I also know this, that nothing in this country worthwhile has ever happened except somebody somewhere decided to hope.',\n",
       "  \"I don't believe in false hopes.\",\n",
       "  'Imagine if John F. Kennedy had looked up at the moon and said, \"Well, that\\'s too far.\"',\n",
       "  \"False hopes, we can't go there.\",\n",
       "  'If Dr. King had stood on the Lincoln Memorial and said, \"Y\\'all go home; we can\\'t overcome.\"',\n",
       "  \"There's no such thing as false hopes, but what I know deep in my heart is that we cannot bring about change unless we are unified, unless we do it together.\",\n",
       "  'Change does not happen from the top down, in America or anywhere else.',\n",
       "  'It happens from the bottom up.',\n",
       "  'It happens because ordinary people dream extraordinary things.',\n",
       "  \"It's because all of you decide that change must come.\",\n",
       "  'That I know.',\n",
       "  'There is a young woman, 23 years old, white woman, named Ashley Baia, who organizes for our campaign in Florence, South Carolina.',\n",
       "  'Ashley has been working to organize mostly black folks.',\n",
       "  \"She's in Florence, South Carolina.\",\n",
       "  \"She's been doing it since the beginning of the campaign, and the other day she... set up a round table discussion where everyone around was telling their story about who they were and why they were there.\",\n",
       "  'And so, Ashley explained, she started things off, by explaining why she was there.',\n",
       "  'And she explained that when she was nine years old her mother got cancer, and because she had to miss a day of work she was let go; and she lost her health care; and then she had to file for bankruptcy.',\n",
       "  \"They were on hard times, and that's when Ashley, nine-years-old at the time, decided she had to do something to help her mom, and she knew that food was one of their most expensive costs.\",\n",
       "  \"They didn't have a lot of money.\",\n",
       "  'Ashley lived in a poor household.',\n",
       "  'And so Ashley convinced her mother that she really liked and really wanted to eat more than anything else mustard and relish sandwiches.',\n",
       "  'She had heard that condiments like mustard and relish were cheap.',\n",
       "  \"And she, she concocted in her own mind at the age of nine that she would convince her mother that that's the only thing she wanted to eat everyday, because she figured that would be a way of saving money for the family and helping them alleviate their hardships.\",\n",
       "  'So she did this for a year until her mom got better.',\n",
       "  'And in that round table she told everyone that the reason she joined our campaign was so that she could help millions of other children in the country who want and need to help their parents too.',\n",
       "  'She had heard me speak about my mother having cancer and having to worry about maybe not getting the health care she needed because of a preexisting condition, and she had connected with that.',\n",
       "  'She thought, maybe Barack would fight for my mother.',\n",
       "  'And if he would fight for my mother, then maybe I will fight alongside him.',\n",
       "  \"That's what had brought her to Florence.\",\n",
       "  \"So Ashley finishes her story and then goes around the room and asks everyone else why they're supporting the campaign.\",\n",
       "  'They all have different stories and different reasons: some bring up specific issues; some talk about, upset about, affirmative action; some talk about, you know, \"I want to see more jobs in the community\"; some are frustrated about trade; some just like me.',\n",
       "  'So they all got a bunch of different reasons, and finally, at the end of this discussion, they come to this elderly black man.',\n",
       "  \"He's been sitting there quiet the whole time, hasn't been saying a word.\",\n",
       "  'And Ashley asks him why is he there.',\n",
       "  \"And he doesn't bring up a specific issue.\",\n",
       "  'He does not say healthcare or the economy.',\n",
       "  \"He doesn't talk about the Iraq War.\",\n",
       "  \"He doesn't say anything about education.\",\n",
       "  \"He doesn't say that he's there because he likes Barack Obama, or he's proud of the possibility of the first African American President.\",\n",
       "  'He simply says to everyone in the room, \"I am here because of Ashley.',\n",
       "  ...],\n",
       " ['SPEECH 1...',\n",
       "  'Thank you so much.',\n",
       "  \"That's so nice.\",\n",
       "  \"Isn't he a great guy.\",\n",
       "  \"He doesn't get a fair press; he doesn't get it.\",\n",
       "  \"It's just not fair.\",\n",
       "  \"And I have to tell you I'm here, and very strongly here, because I have great respect for Steve King and have great respect likewise for Citizens United, David and everybody, and tremendous resect for the Tea Party.\",\n",
       "  'Also, also the people of Iowa.',\n",
       "  'They have something in common.',\n",
       "  'Hard-working people.',\n",
       "  'They want to work, they want to make the country great.',\n",
       "  'I love the people of Iowa.',\n",
       "  \"So that's the way it is.\",\n",
       "  'Very simple.',\n",
       "  'With that said, our country is really headed in the wrong direction with a president who is doing an absolutely terrible job.',\n",
       "  \"The world is collapsing around us, and many of the problems we've caused.\",\n",
       "  'Our president is either grossly incompetent, a word that more and more people are using, and I think I was the first to use it, or he has a completely different agenda than you want to know about, which could be possible.',\n",
       "  'In any event, Washington is broken, and our country is in serious trouble and total disarray.',\n",
       "  'Very simple.',\n",
       "  'Politicians are all talk, no action.',\n",
       "  'They are all talk and no action.',\n",
       "  \"And it's constant; it never ends.\",\n",
       "  \"And I'm a conservative, actually very conservative, and I'm a Republican.\",\n",
       "  \"And I'm very disappointed by our Republican politicians.\",\n",
       "  'Because they let the president get away with absolute murder.',\n",
       "  \"You see always, oh we're going to do this, we're going to--.\",\n",
       "  'Nothing ever happens; nothing ever happens.',\n",
       "  'You look at Obamacare.',\n",
       "  \"A total catastrophe and by the way it really kicks in in '16 and it is going to be a disaster.\",\n",
       "  'People are closing up shops.',\n",
       "  'Doctors are quitting the business.',\n",
       "  \"I have a friend of mine who's a doctor, a very good doctor, a very successful guy.\",\n",
       "  'He said, I have more accountants than I have patients.',\n",
       "  \"And he needs because it is so complicated and so terrible and he's never had that before and he's going to close up his business.\",\n",
       "  'And he was very successful guy.',\n",
       "  \"But it's happening more and more.\",\n",
       "  'Look at Obamacare with a $5 billion website.',\n",
       "  'I have many websites, many, many websites.',\n",
       "  \"They're all over the place.\",\n",
       "  'But for $10, okay?Now everything about Obamacare was a lie.',\n",
       "  'It was a filthy lie.',\n",
       "  'And when you think about it, lies, I mean are they prosecuted?',\n",
       "  'Does anyone do anything?',\n",
       "  'And what are the Republican politicians doing about it?',\n",
       "  'He lied about the doctor, he lied about every aspect.',\n",
       "  'You can keep your plan.',\n",
       "  \"And you've all heard that hundreds of times.\",\n",
       "  \"That's like the real estate location, location.\",\n",
       "  \"I don't even say it anymore because everybody goes location, location.\",\n",
       "  'But you have heard this about Obamacare.',\n",
       "  \"And it's disgraceful.\",\n",
       "  \"It's a big, fat, horrible lie.\",\n",
       "  'Your deductibles are going through the roof.',\n",
       "  \"You're not going to get--unless you're hit by an army tank, you're not going to get coverage.\",\n",
       "  \"And people that had plans that they loved, that they really loved, don't have those plans anymore.\",\n",
       "  \"So it's a real, real disaster.\",\n",
       "  'And somebody has to repeal and replace Obamacare.',\n",
       "  'And they have to do it fast and not just talk about it.',\n",
       "  'Now, we have to build a fence.',\n",
       "  \"And it's got to be a beauty.\",\n",
       "  'Who can build better than Trump?',\n",
       "  \"I build; it's what I do.\",\n",
       "  'I build; I build nice fences, but I build great buildings.',\n",
       "  'Fences are easy, believe me.',\n",
       "  'I saw the other day on television people just walking across the border.',\n",
       "  \"They're walking.\",\n",
       "  'The military is standing there holding guns and people are just walking right in front, coming into our country.',\n",
       "  'It is so terrible.',\n",
       "  'It is so unfair.',\n",
       "  'It is so incompetent.',\n",
       "  \"And we don't have the best coming in.\",\n",
       "  'We have people that are criminals, we have people that are crooks.',\n",
       "  'You can certainly have terrorists.',\n",
       "  'You can certainly have Islamic terrorists.',\n",
       "  'You can have anything coming across the border.',\n",
       "  \"We don't do anything about it.\",\n",
       "  'So I would say that if I run and if I win, I would certainly start by building a very, very powerful border.',\n",
       "  'Again, the politicians talk about it and they do nothing about it.',\n",
       "  'Benghazi.',\n",
       "  'Oh, Benghazi, Benghazi.',\n",
       "  'Everything is Benghazi.',\n",
       "  'What happens?',\n",
       "  'Nothing.',\n",
       "  'IRS, e-mails.',\n",
       "  'I get sued all the time, okay.',\n",
       "  'I run a big business.',\n",
       "  \"You know I've always said it's very, very hard for a person who is very successful.\",\n",
       "  'I have done so many deals.',\n",
       "  'Almost all of them have been tremendously successful.',\n",
       "  \"You'll see that when I file my statements.\",\n",
       "  'I mean you will see; you will be very proud of me, okay.',\n",
       "  \"But I've always said, and I said it strongly, it's very hard for somebody that does tremendous numbers of deals to run for politics, run for political office, any office, let alone president.\",\n",
       "  \"Because you've done so much; you've beaten so many people; you've created so many--  Look, Obama, what did he do?\",\n",
       "  'No deal.',\n",
       "  'He never did a deal.',\n",
       "  'He did one deal.',\n",
       "  'A house.',\n",
       "  \"And if you did that house you'd be in jail right now, okay.\",\n",
       "  'He got away with murder.',\n",
       "  'But I can tell you, e-mails.',\n",
       "  'IRS, the e-mails, thousands of them, they were lost; they were lost.',\n",
       "  \"If you were in my world you would know that e-mails can't be lost; they can't be lost.\",\n",
       "  \"So why aren't our politicians finding out where those e-mails are?They talk about executive orders and they talk about immigration and they talk about oh well we have to stop the border; that's the end of it.\",\n",
       "  'Believe me if I did something you would have a border that would be great.',\n",
       "  'But they talk about it.',\n",
       "  'And then you have a president that does an executive order.',\n",
       "  'Nobody even heard of an executive order.',\n",
       "  'He does it to let people come in and nobody does anything about executive orders.',\n",
       "  \"Why didn't they go to court and ask for declaratory judgment--which is something that when you know somebody is going to go after you and when it's in writing, and he's been saying it for a long time; he said, I'm going to approve this and that--why didn't our Republicans go in and get a declaratory judgment from the courts because you could have started the process six months earlier.\",\n",
       "  \"Instead they have a weak lawsuit, that probably the time it's finished, I know so much about this, six, seven, eight years from now everyone's going to forget about it.\",\n",
       "  \"We'll be into a different mode, and our country will be further destroyed.\",\n",
       "  'So we have to do something.',\n",
       "  'Jobs.',\n",
       "  'China.',\n",
       "  \"I mean I've made so much money fighting against the Chinese.\",\n",
       "  'One of the best deals I ever did was against the Chinese, and they respect me for it.',\n",
       "  'And I know them.',\n",
       "  \"And they say, we can't believe what we're getting away with.\",\n",
       "  \"We can't believe how stupid your leaders are.\",\n",
       "  'They tell me that.',\n",
       "  \"Now they don't know I'm going to go and make a speech about it, but why not.\",\n",
       "  'But they tell me that.',\n",
       "  \"And by the way, especially for the folks here that sell so much--goods, I mean the goods you sell are incredible; I don't know if you've been watching what's happening with the devaluations of so many countries.\",\n",
       "  'The Euro, China is going crazy with the devaluation.',\n",
       "  \"I never thought that they'd have the guts to do what they're doing.\",\n",
       "  'They are devaluing down to nothing.',\n",
       "  \"And what it's going to do is make it impossible for you to sell your product; it's going make it impossible for you to compete.\",\n",
       "  \"And they're getting away with it.\",\n",
       "  \"And they wouldn't have even done it two years ago, but now they feel we're so weak and we have so many different problems all over the world that they can do it.\",\n",
       "  'But you watch this devaluation of all of it.',\n",
       "  'I mean the Euro, China, Mexico; everybody is devaluing.',\n",
       "  'And when you hear the dollar is getting stronger, it sounds good.',\n",
       "  \"You know it's one of those things, sounds good.\",\n",
       "  'Be very careful.',\n",
       "  'Be very careful.',\n",
       "  \"Because we're just going to lose more and more business to these foreign countries that really know what they are doing.\",\n",
       "  'They have it set.',\n",
       "  \"Don't forget another thing.\",\n",
       "  'China became the number one economic power a year ago.',\n",
       "  'That was unthinkable; to think that that was going to happen.',\n",
       "  'It was absolutely unthinkable.',\n",
       "  \"So it happened and it's very, very sad.\",\n",
       "  'Now we spent $2 trillion in Iraq.',\n",
       "  'We got nothing.',\n",
       "  \"They don't even respect us; they don't even care about us.\",\n",
       "  'Until they started getting their ass kicked, and call, oh please come back and help us.',\n",
       "  'We want you out; then all of the sudden a new group forms, ISIS.',\n",
       "  'By the way, you know how they formed.',\n",
       "  'They took the oil.',\n",
       "  'And for those of you that know and love Donald Trump--there are some of you--have I been saying for four years, keep the oil.',\n",
       "  'So now ISIS has the oil.',\n",
       "  \"And the stuff that ISIS doesn't have, Iran is going to take.\",\n",
       "  'So we get nothing.',\n",
       "  'We have $2 trillion and we have thousands of lives lost, thousands, and we have, what do we have.',\n",
       "  'I mean I walk down the streets of New York and I see so many wounded warriors, incredible people.',\n",
       "  'And we have to help those people, we have to help our vets, we have to help our military, we have to build our military.',\n",
       "  'But, and we have to do it fast; we have to do it fast.',\n",
       "  'We have incompetent people.',\n",
       "  \"They put people in charge that have no clue what they're doing.\",\n",
       "  'It needs money.',\n",
       "  'We have to make our country rich again so we do that, so we can save Social Security.',\n",
       "  \"'Cause I'm not a cutter; I'll probably be the only Republican that does not want to cut Social Security.\",\n",
       "  \"I'm not a cutter of Social Security; I want to make the country rich so that Social Security can be afforded, and Medicare and Medicaid.\",\n",
       "  \"Get rid of the waste, get rid of the fraud, but you deserve your Social Security; you've been paying your Security.\",\n",
       "  'And like, I like Congressman Ryan, I like a lot of the people that are talking about you know cutting Social Security, and by the way the Democrats are eating your lunch on this issue.',\n",
       "  \"It's an issue that you're not going to win; you've got to make the country rich again and strong again so that you can afford it, and so you can afford military, and all of the other things.\",\n",
       "  'Now, we have a game changer now, and the game changer is nuclear weapons.',\n",
       "  'We really do have to get strong, and we have to get strong fast.',\n",
       "  \"We can't let Iran get a nuclear weapon.\",\n",
       "  \"We can't do it.\",\n",
       "  \"Can't do it.\",\n",
       "  'We cannot let that happen.',\n",
       "  'You know in the old days, I would have said 100 years ago, 50 years ago, 30 years ago, pull out and let them fight each other.',\n",
       "  'Here we are in Syria.',\n",
       "  \"We're fighting people that want to overturn Syria.\",\n",
       "  'Think of this.',\n",
       "  \"We're fighting ISIS, but ISIS wants to overturn the government.\",\n",
       "  'Maybe you let them fight for a little while and then you take out the one that remains, okay.',\n",
       "  'But think of it; think of it.',\n",
       "  'ISIS is fighting them and we are bombing the hell out of them, but we want Syria to fall.',\n",
       "  'There are so many things; there are so many things.',\n",
       "  'But the one game changer that we have to be careful with, that we never really had to think about  too much before, other than a cetain number of years ago, is the nuclear.',\n",
       "  \"Nuclear today, it's not like soldiers in uniforms shooting rifles.\",\n",
       "  'You can take out the East Coast of this country, you can take out large sections of the Midwest, you can take out things that were unthinkable.',\n",
       "  'The power.',\n",
       "  'And we have to be in a position where that never, ever, ever, every happens.',\n",
       "  \"We've never had this before.\",\n",
       "  \"We have a situation in Afghanistan; we're spending tremendous amounts of money there.\",\n",
       "  \"We're trying to do the right thing.\",\n",
       "  'We have leadership, again--no leadership respects us.',\n",
       "  \"You know, leadership of other places never respect stupid people, okay, that's one thing you're going to find.\",\n",
       "  'The same thing is happening there.',\n",
       "  'And I never knew that Afghanistan until a year ago or so, Afghanistan has tremendous wealth in minerals, different, not the oil, but minerals.',\n",
       "  \"And we're fighting here, and on the other side of the mountain China is taking out all the minerals.\",\n",
       "  \"They're taking it out.\",\n",
       "  'Trillion of dollars and millions of dollars of minerals.',\n",
       "  \"So we're fighting here and they are taking it out, looking at us and saying thank you very much sucker.\",\n",
       "  \"It's really, really crazy.\",\n",
       "  'So we have to rebuild quickly our infrastructure of this country.',\n",
       "  \"If we don't--  The other day in Ohio a bridge collapsed.\",\n",
       "  'Bridges are collapsing all over the country.',\n",
       "  \"The reports on bridges and the like are unbelievable, what's happening with our infrastructure.\",\n",
       "  'I go to Saudi Arabia, I go to Dubai; I am doing big jobs in Dubai.',\n",
       "  'I go to various different places.',\n",
       "  'I go to China.',\n",
       "  'They are building a bridge on every corner.',\n",
       "  'They have bridges that make the George Washington Bridge like small time stuff.',\n",
       "  \"They're building the most incredible things you have ever seen.\",\n",
       "  'They are building airports in Qatar--which they like to say \"cutter\" but I\\'ve always said \"qatar\" so I\\'ll keep it \"qatar\" what the hell.',\n",
       "  \"But they're building, they're building an airport and have just completed an airport the likes of which you have never seen, in Dubai an airport the likes of which you have never seen.\",\n",
       "  'And then I come back to LaGuardia where the runways have potholes.',\n",
       "  'The place is falling apart.',\n",
       "  \"You go into the main terminal and they have a terraza floor that's so old it's falling apart.\",\n",
       "  'And they have a hole in it, and they replace it with asphalt.',\n",
       "  'So you have a white terraza floor and they put asphalt all over the place.',\n",
       "  'This is inside, not outside.',\n",
       "  \"And I just left Dubai where they have the most incredible thing you've ever seen.\",\n",
       "  'In fact my pilot said oh Mr. Trump this is such an honor.',\n",
       "  \"I said it's not an honor; they're just smart.\",\n",
       "  \"But you look at LAX, and you look at Kennedy Airport, and you look at our airports generally, you look at our roadways where they're crumbling.\",\n",
       "  \"You look at all of the things that are bad--  I'll give you an example.\",\n",
       "  \"And this isn't part of what I was going to say, but I ride down the highways and somebody makes those guard rails.\",\n",
       "  'You know the guard rails.',\n",
       "  'The ones that sort of go like this [demonstrates with hand] that are always  bent, rusted and horrible.',\n",
       "  \"Did you ever see more than like 20 feet which isn't corroded, or bent or the heat, if it gets too hot, it just crushes.\",\n",
       "  \"Now they've been selling this thing for 25 years.\",\n",
       "  \"Why doesn't someone stop them and get something that works.\",\n",
       "  \"Because they don't know; they don't know what's happening.\",\n",
       "  'Somebody made a lot of money on that.',\n",
       "  \"They don't know what is happening.\",\n",
       "  'So we have to make our country great again.',\n",
       "  'We have to rebuild our country.',\n",
       "  'And we have a long way to go.',\n",
       "  'We are just in such serious trouble because we owe so much money.',\n",
       "  'Now we owe it to the Chinese, a lot of it.',\n",
       "  'We owe it to other countries.',\n",
       "  \"They're the ones that hold the debt.\",\n",
       "  'And then we give them money.',\n",
       "  \"We have countries that we owe money to and yet we're giving them subsidies.\",\n",
       "  'I just ordered thousands of television sets and between LG and Samsung and I mean you know--  No American company comes to see and comes to bid.',\n",
       "  \"It's South Korea, and whenever they have a problem we send the battleships, we send the destroyers, we send our airplanes, we're going to protect them.\",\n",
       "  \"What are we doing; why aren't they paying us?\",\n",
       "  \"Why aren't they paying us; what are we doing?\",\n",
       "  \"I order thousands and thousands of sets all the time, for some reason it's South Korea.\",\n",
       "  \"You know whether it's China, South Korea, but in this case televisions, South Korea.\",\n",
       "  \"Why aren't they doing something to justify what is going on?Now, we have a very important election coming up.\",\n",
       "  'We have a presidential election coming up.',\n",
       "  'And we have some good people.',\n",
       "  'Nobody like Trump of course, but these are minor details.',\n",
       "  'We have some good people.',\n",
       "  \"It' can't be Mitt because Mitt ran and failed.\",\n",
       "  'He failed.',\n",
       "  'I mean I liked him.',\n",
       "  \"Look--like him, dislike him--the 47% statement that he made, that's not going away.\",\n",
       "  \"The Romneycare from Massachusetts, that's not going away.\",\n",
       "  \"What do you think they're going to say oh we won't bring that up this time.\",\n",
       "  \"It's not fair because it was a long t--  That doesn't work.\",\n",
       "  'But more importantly, he choked.',\n",
       "  'Something happened to him in the last month.',\n",
       "  'He had that election won.',\n",
       "  'And let me tell you something.',\n",
       "  \"That election, sort of like a dealmaker that can't close the deal.\",\n",
       "  \"I know many of those guys; they get it up to the one-yard line, they go ah, ah I can't close it.\",\n",
       "  \"Or a golfer that can't sink the three-footer to win the tournament.\",\n",
       "  'And there are many of them.',\n",
       "  'Most people are like that; I mean most people are like that.',\n",
       "  \"You can't give somebody another chance, 'cause actually I think this election is tougher to win than beating a failed president.\",\n",
       "  'I really do.',\n",
       "  \"I think beating Obama would have been a much easier one than the one that's coming up, which is sad to say but true.\",\n",
       "  \"So you can't have Romney.\",\n",
       "  'He choked.',\n",
       "  \"You can't have Bush.\",\n",
       "  'The last thing we need is another Bush.',\n",
       "  'Now I made that statement very strongly, and now every one says the last thing--  You know they copied it.',\n",
       "  \"I'll be accused of copying the statement; that's the bad thing.\",\n",
       "  'But I said it.',\n",
       "  'I was the one that said it first, and I mean it.',\n",
       "  'The last thing we need is another Bush.',\n",
       "  \"Now, he's totally in favor of Common Core; that's a disaster, that's bad, it should be local and all of that.\",\n",
       "  \"But he's totally in favor of Common Core.\",\n",
       "  \"He's very, very weak on immigration.\",\n",
       "  \"Don't forget--remember his statement--they come for love.\",\n",
       "  'I say, what?',\n",
       "  'Come for love?',\n",
       "  \"You've got these people coming, half of them are criminals.\",\n",
       "  \"They're coming for love?\",\n",
       "  \"They're coming for a lot of other reasons, and it's not love.\",\n",
       "  'And when he runs, you got to remember his brother really gave us Obama.',\n",
       "  'I was never a big fan, but his brother gave us Obama.',\n",
       "  \"'Cause Abraham Lincoln coming home back from the dead could not have won the election because it was going so badly and the economy was just absolutely in shambles that last couple of months.\",\n",
       "  'And then he appointed Justice Roberts.',\n",
       "  'And Jeb wanted Justice Roberts.',\n",
       "  'And Justice Roberts basically approved Obamacare in a shocking decision that nobody believes.',\n",
       "  \"So you can't have Jeb Bush.\",\n",
       "  \"And he's going to lose aside from that; he's not going to win.\",\n",
       "  \"So Mitt and--you just can't have those two.\",\n",
       "  \"That's it.\",\n",
       "  \"That's it.\",\n",
       "  \"It's so simple.\",\n",
       "  \"So just in summing up and I just wrote a few of these little points down because it's very important.\",\n",
       "  'And I watch these teleprompters, and by the way I think any president candidate that runs should not be allowed to use a teleprompter, because we got one that uses teleprompters.',\n",
       "  'And people say, oh he is so quick on his feet.',\n",
       "  'He is reading it.',\n",
       "  'I mean give me a break.',\n",
       "  'Everything is read.',\n",
       "  \"You don't really test the mettle of a man or a woman unless they can get up on stage and talk.\",\n",
       "  \"And that's what we ended up getting--the king of teleprompters.\",\n",
       "  \"But, so when I look at these things here I say you know what, it's so much easier, it would be so nice, just bah, pa, bah, pa, bah, bing, bing, bing.\",\n",
       "  \"No problems, get off stage, everybody falls asleep and that's the end of that.\",\n",
       "  'But we have to do something about these teleprompters.',\n",
       "  'But in looking at these situations--  I built an incredible company.',\n",
       "  \"And you'll see that.\",\n",
       "  'An incredible company; a wonderful company.',\n",
       "  \"I employ thousands of people and I love doing what I'm doing.\",\n",
       "  \"And in a certain way, I wish I weren't doing this, but our country is in such trouble and would be so easy to fix.\",\n",
       "  'We have such great potential.',\n",
       "  \"So if I run for president and if I win, I would totally succeed in:creating jobs;defeating ISIS and stopping the Islamic terrorists--and you have to do that;reducing the budget deficit--so important, have to do it;securing our Southern border--and I mean seriously securing it;stopping nuclear weapons in Iran and elsewhere;saving Social Security, Medicare and Medicaid, without cutting it down to the bone because it's not fair to people that have been paying for their whole lives and other people and it's not fair to future people coming up, and we can do it;repealing Obamacare and replacing it with something far better for the people, and far less expensive, both for the people and for the country.\",\n",
       "  'And believe me there are plans that are so much better for everybody.',\n",
       "  'And everybody can be covered.',\n",
       "  \"I'm not saying leave 50-percent of the people out.\",\n",
       "  'Everybody can be c-- This plan is just a basic disaster.',\n",
       "  'Nobody knows.',\n",
       "  \"As bad as the website was, this is how bad the plan itself is;fixing our country's infrastructure, our bridges, our schools, our highways, our airports.\",\n",
       "  'And that, I can tell you, nobody is close to Trump.',\n",
       "  'I just got the best hotel in North America.',\n",
       "  \"I'm building, which is sort of interesting, think of this one.\",\n",
       "  \"I'm building one of the great hotels of the world on Pennsylvania Avenue, right opposite the White House, between the White House and Congress.\",\n",
       "  'Right on Penn.--  The  Old Post Office site, and I got it from Obama.',\n",
       "  'Do you believe that?',\n",
       "  'And everybody wanted it.',\n",
       "  \"So, I can't believe it myself.\",\n",
       "  \"But it's going to be fantastic;and so many other things.\",\n",
       "  'I know what needs to be done to make America great again.',\n",
       "  'We can make this country great again.',\n",
       "  'The potential is enormous.',\n",
       "  'And I am serious thinking of running for president because I can do the job.',\n",
       "  'Thank you all very much.',\n",
       "  'Thank you.',\n",
       "  'Thank you.',\n",
       "  'Thank you.',\n",
       "  'Thank you.',\n",
       "  'Thank you very much, everybody.',\n",
       "  'Thank you.',\n",
       "  'Beautiful.',\n",
       "  'Thank you.',\n",
       "  'SPEECH 2Thank you for the opportunity to speak to you, and thank you to the Center for National Interest for honoring me with this invitation.',\n",
       "  'It truly is a great honor.',\n",
       "  'Id like to talk today about how to develop a new foreign policy direction for our country, one that replaces randomness with purpose, ideology with strategy, and chaos with peace.',\n",
       "  'Its time to shake the rust off Americas foreign policy.',\n",
       "  'Its time to invite new voices and new visions into the fold, something we have to do.',\n",
       "  'The direction I will outline today will also return us to a timeless principle.',\n",
       "  'My foreign policy will always put the interests of the American people and American security above all else.',\n",
       "  'It has to be first.',\n",
       "  'Has to be.',\n",
       "  'That will be the foundation of every single decision that I will make.',\n",
       "  'America First will be the major and overriding theme of my administration.',\n",
       "  'But to chart our path forward, we must first briefly take a look back.',\n",
       "  'We have a lot to be proud of.',\n",
       "  'In the 1940s we saved the world.',\n",
       "  'The greatest generation beat back the Nazis and Japanese imperialists.',\n",
       "  'Then we saved the world again.',\n",
       "  'This time, from totalitarianism and communism.',\n",
       "  'The Cold War lasted for decades but, guess what, we won and we won big.',\n",
       "  'Democrats and Republicans working together got Mr. Gorbachev to heed the words of President Reagan, our great president, when he said, tear down this wall.',\n",
       "  'History will not forget what he did.',\n",
       "  'A very special man and president.',\n",
       "  'Unfortunately, after the Cold War our foreign policy veered badly off course.',\n",
       "  'We failed to develop a new vision for a new time.',\n",
       "  'In fact, as time went on, our foreign policy began to make less and less sense.',\n",
       "  'Logic was replaced with foolishness and arrogance, which led to one foreign policy disaster after another.',\n",
       "  'They just kept coming and coming.',\n",
       "  'We went from mistakes in Iraq to Egypt to Libya, to President Obamas line in the sand in Syria.',\n",
       "  'Each of these actions have helped to throw the region into chaos and gave ISIS the space it needs to grow and prosper.',\n",
       "  'Very bad.',\n",
       "  'It all began with a dangerous idea that we could make western democracies out of countries that had no experience or interests in becoming a western democracy.',\n",
       "  'We tore up what institutions they had and then were surprised at what we unleashed.',\n",
       "  'Civil war, religious fanaticism, thousands of Americans and just killed be lives, lives, lives wasted.',\n",
       "  'Horribly wasted.',\n",
       "  'Many trillions of dollars were lost as a result.',\n",
       "  'The vacuum was created that ISIS would fill.',\n",
       "  'Iran, too, would rush in and fill that void much to their really unjust enrichment.',\n",
       "  'They have benefited so much, so sadly, for us.',\n",
       "  'Our foreign policy is a complete and total disaster.',\n",
       "  'No vision.',\n",
       "  'No purpose.',\n",
       "  'No direction.',\n",
       "  'No strategy.',\n",
       "  'Today I want to identify five main weaknesses in our foreign policy.',\n",
       "  'First, our resources are totally over extended.',\n",
       "  'President Obama has weakened our military by weakening our economy.',\n",
       "  'Hes crippled us with wasteful spending, massive debt, low growth, a huge trade deficit and open borders.',\n",
       "  'Our manufacturing trade deficit with the world is now approaching $1 trillion a year.',\n",
       "  'Were rebuilding other countries while weakening our own.',\n",
       "  'Ending the theft of American jobs will give us resources we need to rebuild our military, which has to happen and regain our financial independence and strength.',\n",
       "  'I am the only person running for the presidency who understands this and this is a serious problem.',\n",
       "  'Im the only one  believe me, I know them all, Im the only one who knows how to fix it.',\n",
       "  'Secondly, our allies are not paying their fair share, and Ive been talking about this recently a lot.',\n",
       "  'Our allies must contribute toward their financial, political, and human costs, have to do it, of our tremendous security burden.',\n",
       "  'But many of them are simply not doing so.',\n",
       "  'They look at the United States as weak and forgiving and feel no obligation to honor their agreements with us.',\n",
       "  'In NATO, for instance, only 4 of 28 other member countries besides America, are spending the minimum required 2 percent of GDP on defense.',\n",
       "  'We have spent trillions of dollars over time on planes, missiles, ships, equipment, building up our military to provide a strong defense for Europe and Asia.',\n",
       "  'The countries we are defending must pay for the cost of this defense, and if not, the U. S. must be prepared to let these countries defend themselves.',\n",
       "  'We have no choice.',\n",
       "  'The whole world will be safer if our allies do their part to support our common defense and security.',\n",
       "  'A Trump administration will lead a free world that is properly armed and funded, and funded beautifully.',\n",
       "  'Thirdly, our friends are beginning to think they cant depend on us.',\n",
       "  'Weve had a president who dislikes our friends and bows to our enemies, something that weve never seen before in the history of our country.',\n",
       "  'He negotiated a disastrous deal with Iran, and then we watched them ignore its terms even before the ink was dry.',\n",
       "  'Iran cannot be allowed to have a nuclear weapon, cannot be allowed.',\n",
       "  'Remember that, cannot be allowed to have a nuclear weapon.',\n",
       "  'And under a Trump administration, will never, ever be allowed to have that nuclear weapon.',\n",
       "  'All of this without even mentioning the humiliation of the United States with Irans treatment of our ten captured sailors  so vividly I remember that day.',\n",
       "  'In negotiation, you must be willing to walk.',\n",
       "  'The Iran deal, like so many of our worst agreements, is the result of not being willing to leave the table.',\n",
       "  'When the other side knows youre not going to walk, it becomes absolutely impossible to win  you just cant win.',\n",
       "  'At the same time, your friends need to know that you will stick by the agreements that you have with them.',\n",
       "  'Youve made that agreement, you have to stand by it and the world will be a better place.',\n",
       "  'President Obama gutted our missile defense program and then abandoned our missile defense plans with Poland and the Czech Republic.',\n",
       "  'He supported the ouster of a friendly regime in Egypt that had a longstanding peace treaty with Israel, and then helped bring the Muslim Brotherhood to power in its place.',\n",
       "  'Israel, our great friend and the one true democracy in the Middle East has been snubbed and criticized by an administration that lacks moral clarity.',\n",
       "  'Just a few days ago, Vice President Biden again criticized Israel, a force for justice and peace, for acting as an impatient peace area in the region.',\n",
       "  'President Obama has not been a friend to Israel.',\n",
       "  'He has treated Iran with tender love and care and made it a great power.',\n",
       "  'Iran has, indeed, become a great, great power in just a very short period of time, because of what weve done.',\n",
       "  'All of the expense and all at the expense of Israel, our allies in the region and very importantly, the United States itself.',\n",
       "  'Weve picked fights with our oldest friends, and now theyre starting to look elsewhere for help.',\n",
       "  'Remember that.',\n",
       "  'Not good.',\n",
       "  'Fourth, our rivals no longer respect us.',\n",
       "  'In fact, theyre just as confused as our allies, but in an even bigger problem is they dont take us seriously anymore.',\n",
       "  'The truth is they dont respect us.',\n",
       "  'When President Obama landed in Cuba on Air Force One, no leader was there, nobody, to greet him.',\n",
       "  'Perhaps an incident without precedent in the long and prestigious history of Air Force One.',\n",
       "  'Then amazingly, the same thing happened in Saudi Arabia.',\n",
       "  'Its called no respect.',\n",
       "  'Absolutely no respect.',\n",
       "  'Do you remember when the president made a long and expensive trip to Copenhagen, Denmark, to get the Olympics for our country, and after this unprecedented effort, it was announced that the United States came in fourth  fourth place?',\n",
       "  'The president of the United States making this trip  unprecedented  comes in fourth place.',\n",
       "  'He should have known the result before making such an embarrassing commitment.',\n",
       "  'We were laughed at all over the world, as we have been many, many times.',\n",
       "  'The list of humiliations go on and on and on.',\n",
       "  'President Obama watches helplessly as North Korea increases its aggression and expands further and further with its nuclear reach.',\n",
       "  'Our president has allowed China to continue its economic assault on American jobs and wealth, refusing to enforce trade deals and apply leverage on China necessary to rein in North Korea.',\n",
       "  'We have the leverage.',\n",
       "  'We have the power over China, economic power, and people dont understand it.',\n",
       "  'And with that economic power, we can rein in and we can get them to do what they have to do with North Korea, which is totally out of control.',\n",
       "  'He has even allowed China to steal government secrets with cyber attacks and engaged in industrial espionage against the United States and its companies.',\n",
       "  'Weve let our rivals and challengers think they can get away with anything, and they do.',\n",
       "  'They do at will.',\n",
       "  'It always happens.',\n",
       "  'If President Obamas goal had been to weaken America, he could not have done a better job.',\n",
       "  'Finally, America no longer has a clear understanding of our foreign policy goals.',\n",
       "  'Since the end of the Cold War and the breakup of the Soviet Union, weve lacked a coherent foreign policy.',\n",
       "  'One day, were bombing Libya and getting rid of a dictator to foster democracy for civilians.',\n",
       "  'The next day, were watching the same civilians suffer while that country falls and absolutely falls apart.',\n",
       "  'Lives lost, massive moneys lost.',\n",
       "  'The world is a different place.',\n",
       "  'Were a humanitarian nation, but the legacy of the Obama-Clinton interventions will be weakness, confusion and disarray, a mess.',\n",
       "  'Weve made the Middle East more unstable and chaotic than ever before.',\n",
       "  'We left Christians subject to intense persecution and even genocide.',\n",
       "  'We have done nothing to help the Christians, nothing, and we should always be ashamed for that, for that lack of action.',\n",
       "  'Our actions in Iraq, Libya and Syria have helped unleash ISIS, and were in a war against radical Islam, but President Obama wont even name the enemy, and unless you name the enemy, you will never ever solve the problem.',\n",
       "  'Hillary Clinton also refuses to say the words radical Islam, even as she pushes for a massive increase in refugees coming into our country.',\n",
       "  'After Secretary Clintons failed intervention in Libya, Islamic terrorists in Benghazi took down our consulate and killed our ambassador and three brave Americans.',\n",
       "  'Then, instead of taking charge that night, Hillary Clinton decided to go home and sleep.',\n",
       "  'Incredible.',\n",
       "  'Clinton blames it all on a video, an excuse that was a total lie, proven to be absolutely a total lie.',\n",
       "  'Our ambassador was murdered and our secretary of state misled the nation.',\n",
       "  'And, by the way, she was not awake to take that call at 3 oclock in the morning.',\n",
       "  'And now ISIS is making millions and millions of dollars a week selling Libya oil.',\n",
       "  'And you know what?',\n",
       "  'We dont blockade, we dont bomb, we dont do anything about it.',\n",
       "  'Its almost as if our country doesnt even know whats happening, which could be a fact and could be true.',\n",
       "  'This will all change when I become president.',\n",
       "  'To our friends and allies, I say America is going to be strong again.',\n",
       "  'America is going to be reliable again.',\n",
       "  'Its going to be a great and reliable ally again.',\n",
       "  'Its going to be a friend again.',\n",
       "  'Were going to finally have a coherent foreign policy based upon American interests and the shared interests of our allies.',\n",
       "  'Were getting out of the nation-building business and instead focusing on creating stability in the world.',\n",
       "  'Our moments of greatest strength came when politics ended at the waters edge.',\n",
       "  'We need a new rational American foreign policy, informed by the best minds and supported by both parties, and it will be by both parties  Democrats, Republicans, independents, everybody, as well as by our close allies.',\n",
       "  'This is how we won the Cold War and its how we will win our new future struggles, which may be many, which may be complex, but we will win if I become president.',\n",
       "  'First, we need a long-term plan to halt the spread and reach of radical Islam.',\n",
       "  'Containing the spread of radical Islam must be a major foreign policy goal of the United States and indeed the world.',\n",
       "  'Events may require the use of military force, but its also a philosophical struggle, like our long struggle in the Cold War.',\n",
       "  'In this, were going to be working very closely with our allies in the Muslim world, all of which are at risk from radical Islamic violence, attacks and everything else.',\n",
       "  'It is a dangerous world, more dangerous now than it has ever been.',\n",
       "  'We should work  thank you.',\n",
       "  'We should work together with any nation in the region that is threatened by the rise of radical Islam.',\n",
       "  'But this has to be a two-way street.',\n",
       "  'They must also be good to us.',\n",
       "  'Remember that.',\n",
       "  'They have to be good to us, no longer one way.',\n",
       "  'Its now two-way.',\n",
       "  'And remember, us and all were doing, they have to appreciate what weve done to them.',\n",
       "  'Were going to help, but they have to appreciate what weve done for them.',\n",
       "  'The struggle against radical Islam also takes place in our homeland.',\n",
       "  'There are scores of recent migrants inside our borders charged with terrorism.',\n",
       "  'For every case known to the public, there are dozens and dozens more.',\n",
       "  'We must stop importing extremism through senseless immigration policies.',\n",
       "  'We have no idea where these people are coming from.',\n",
       "  'Theres no documentation.',\n",
       "  'Theres no paperwork.',\n",
       "  'Theres nothing.',\n",
       "  'We have to be smart.',\n",
       "  'We have to be vigilant.',\n",
       "  'A pause for reassessment will help us to prevent the next San Bernardino or frankly, much worse.',\n",
       "  'All you have to do is look at the World Trade Center and September 11th, one of the great catastrophes, in my opinion, the single greatest military catastrophe in the history of our country; worse than Pearl Harbor because you take a look at whats happened, and citizens were attacked, as opposed to the military being attacked  one of the true great catastrophes.',\n",
       "  'And then theres ISIS.',\n",
       "  'I have a simple message for them.',\n",
       "  'Their days are numbered.',\n",
       "  'I wont tell them where and I wont tell them how.',\n",
       "  'We must...... we must as a nation be more unpredictable.',\n",
       "  'We are totally predictable.',\n",
       "  'We tell everything.',\n",
       "  'Were sending troops.',\n",
       "  'We tell them.',\n",
       "  'Were sending something else.',\n",
       "  'We have a news conference.',\n",
       "  'We have to be unpredictable.',\n",
       "  'And we have to be unpredictable starting now.',\n",
       "  'But theyre going to be gone.',\n",
       "  'ISIS will be gone if Im elected president.',\n",
       "  'And theyll be gone quickly.',\n",
       "  'They will be gone very, very quickly.',\n",
       "  'Secondly, we have to rebuild our military and our economy.',\n",
       "  'The Russians and Chinese have rapidly expanded their military capability, but look at whats happened to us.',\n",
       "  'Our nuclear weapons arsenal, our ultimate deterrent, has been allowed to atrophy and is desperately in need of modernization and renewal.',\n",
       "  'And it has to happen immediately.',\n",
       "  'Our active duty armed forces have shrunk from 2 million in 1991 to about 1.3 million today.',\n",
       "  'The Navy has shrunk from over 500 ships to 272 ships during this same period of time.',\n",
       "  'The Air Force is about one-third smaller than 1991.',\n",
       "  'Pilots flying B-52s in combat missions today.',\n",
       "  'These planes are older than virtually everybody in this room.',\n",
       "  'And what are we doing about this?',\n",
       "  'President Obama has proposed a 2017 defense budget that in real dollars, cuts nearly 25 percent from what we were spending in 2011.',\n",
       "  'Our military is depleted and were asking our generals and military leaders to worry about global warming.',\n",
       "  'We will spend what we need to rebuild our military.',\n",
       "  'It is the cheapest, single investment we can make.',\n",
       "  'We will develop, build and purchase the best equipment known to mankind.',\n",
       "  'Our military dominance must be unquestioned, and I mean unquestioned, by anybody and everybody.',\n",
       "  'But we will look for savings and spend our money wisely.',\n",
       "  'In this time of mounting debt, right now we have so much debt that nobody even knows how to address the problem.',\n",
       "  'But I do.',\n",
       "  'No one dollar can be wasted.',\n",
       "  'Not one single dollar can we waste.',\n",
       "  'Were also going to have to change our trade, immigration and economic policies to make our economy strong again.',\n",
       "  'And to put Americans first again.',\n",
       "  'This will ensure that our own workers, right here in America, get the jobs and higher pay that will grow our tax revenues, increase our economic might as a nation, make us strong financially again.',\n",
       "  'So, so important.',\n",
       "  'We need to think smart about areas where our technological superiority, and nobody comes close, gives us an edge.',\n",
       "  'This includes 3D printing, artificial intelligence and cyber warfare.',\n",
       "  'A great country also takes care of its warriors.',\n",
       "  'Our commitment to them is absolute, and I mean absolute.',\n",
       "  'A Trump administration will give our servicemen and women the best equipment and support in the world when they serve and where they serve.',\n",
       "  'And the best care in the world when they return as veterans and they come back home to civilian life.',\n",
       "  'Our veterans... Our veterans have not been treated fairly or justly.',\n",
       "  'These are our great people and we must treat them fairly.',\n",
       "  'We must even treat them really, really well and that will happen under the Trump administration.',\n",
       "  'Finally, we must develop a foreign policy based on American interests.',\n",
       "  'Businesses do not succeed when they lose sight of their core interests and neither do countries.',\n",
       "  'Look at what happened in the 1990s.',\n",
       "  'Our embassies in Kenya and Tanzania  and this was a horrible time for us  were attacked.',\n",
       "  'and 17 brave sailors were killed on the U. S. S. Cole.',\n",
       "  'And what did we do?',\n",
       "  'It seemed we put more effort into adding China into the World Trade organization, which has been a total disaster for the United States.',\n",
       "  'Frankly, we spent more time on that than we did in stopping Al Qaeda.',\n",
       "  'We even had an opportunity to take out Osama bin Laden and we didnt do itAnd then we got hit at the World Trade Center and the Pentagon.',\n",
       "  'Again, the worst attack on our country in its history.',\n",
       "  'Our foreign policy goals must be based on Americas core national security interests.',\n",
       "  'And the following will be my priorities.',\n",
       "  'In the Middle East our goals must be, and I mean must be, to defeat terrorists and promote regional stability, not radical change.',\n",
       "  'We need to be clearsighted about the groups that will never be anything other than enemies.',\n",
       "  'And believe me, we have groups that no matter what you do, they will be the enemy.',\n",
       "  ': We have to be smart enough to recognize who those groups are, who those people are, and not help them.',\n",
       "  'And we must only be generous to those that prove they are indeed our friends.',\n",
       "  'We desire to live peacefully and in friendship with Russia and China.',\n",
       "  'We have serious differences with these two nations, and must regard them with open eyes, but we are not bound to be adversaries.',\n",
       "  'We should seek common ground based on shared interests.',\n",
       "  'Russia, for instance, has also seen the horror of Islamic terrorism.',\n",
       "  'I believe an easing of tensions, and improved relations with Russia from a position of strength only is possible, absolutely possible.',\n",
       "  'Common sense says this cycle, this horrible cycle of hostility must end and ideally will end soon.',\n",
       "  'Good for both countries.',\n",
       "  'Some say the Russians wont be reasonable.',\n",
       "  'I intend to find out.',\n",
       "  'If we cant make a deal under my administration, a deal thats great  not good, great  for America, but also good for Russia, then we will quickly walk from the table.',\n",
       "  'Its as simple as that.',\n",
       "  'Were going to find out.',\n",
       "  'Fixing our relations with China is another important step  and really toward creating an even more prosperous period of time.',\n",
       "  'China respects strength and by letting them take advantage of us economically, which they are doing like never before, we have lost all of their respect.',\n",
       "  'We have a massive trade deficit with China, a deficit that we have to find a way quickly, and I mean quickly, to balance.',\n",
       "  'A strong and smart America is an America that will find a better friend in China, better than we have right now.',\n",
       "  'Look at what China is doing in the South China Sea.',\n",
       "  'Theyre not supposed to be doing it.',\n",
       "  'No respect for this country or this president.',\n",
       "  'We can both benefit or we can both go our separate ways.',\n",
       "  'If need be, thats whats going to have to happen.',\n",
       "  'After Im elected president, I will also call for a summit with our NATO allies and a separate summit with our Asian allies.',\n",
       "  'In these summits, we will not only discuss a rebalancing of financial commitments, but take a fresh look at how we can adopt new strategies for tackling our common challenges.',\n",
       "  'For instance, we will discuss how we can upgrade NATOs outdated mission and structure, grown out of the Cold War to confront our shared challenges, including migration and Islamic terrorism.',\n",
       "  'I will not hesitate to deploy military force when there is no alternative.',\n",
       "  'But if America fights, it must only fight to win.',\n",
       "  'I will never sent our finest into battle unless necessary, and I mean absolutely necessary, and will only do so if we have a plan for victory with a capital V. Our goal is peace and prosperity, not war and destruction.',\n",
       "  'The best way to achieve those goals is through a disciplined, deliberate and consistent foreign policy.',\n",
       "  'With President Obama and Secretary Clinton weve had the exact opposite  a reckless, rudderless and aimless foreign policy, one that has blazed the path of destruction in its wake.',\n",
       "  'After losing thousands of lives and spending trillions of dollars, we are in far worst shape in the Middle East than ever, ever before.',\n",
       "  'I challenge anyone to explain the strategic foreign policy vision of Obama/Clinton.',\n",
       "  'It has been a complete and total disaster.',\n",
       "  'I will also be prepared to deploy Americas economic resources.',\n",
       "  'Financial leverage and sanctions can be very, very persuasive, but we need to use them selectively and with total determination.',\n",
       "  'Our power will be used if others do not play by the rules.',\n",
       "  'In other words, if they do not treat us fairly.',\n",
       "  'Our friends and enemies must know that if I draw a line in the sand, I will enforce that line in the sand.',\n",
       "  'Believe me.',\n",
       "  'However, unlike other candidates for the presidency, war and aggression will not be my first instinct.',\n",
       "  'You cannot have a foreign policy without diplomacy.',\n",
       "  'A superpower understands that caution and restraint are really truly signs of strength.',\n",
       "  'Although not in government service, I was totally against the war in Iraq, very proudly, saying for many years that it would destabilize the Middle East.',\n",
       "  'Sadly, I was correct, and the biggest beneficiary has been has been Iran, who is systematically taking over Iraq and gaining access to their very rich oil reserves, something it has wanted to do for decades.',\n",
       "  'And now, to top it off, we have ISIS.',\n",
       "  'My goal is to establish a foreign policy that will endure for several generations.',\n",
       "  'Thats why I also look and have to look for talented experts with approaches and practical ideas, rather than surrounding myself with those who have perfect rsums but very little to brag about except responsibility for a long history of failed policies and continued losses at war.',\n",
       "  'We have to look to new people.',\n",
       "  'We have to look to new people because many of the old people frankly dont know what theyre doing, even though they may look awfully good writing in The New York Times or being watched on television.',\n",
       "  'Finally, I will work with our allies to reinvigorate Western values and institutions.',\n",
       "  'Instead of trying to spread universal values that not everybody shares or wants, we should understand that strengthening and promoting Western civilization and its accomplishments will do more to inspire positive reforms around the world than military interventions.',\n",
       "  'These are my goals as president.',\n",
       "  'I will seek a foreign policy that all Americans, whatever their party, can support, so important, and which our friends and allies will respect and totally welcome.',\n",
       "  'The world must know that we do not go abroad in search of enemies, that we are always happy when old enemies become friends and when old friends become allies, thats what we want.',\n",
       "  'We want them to be our allies.',\n",
       "  'We want the world to be  we want to bring peace to the world.',\n",
       "  'Too much destruction out there, too many destructive weapons.',\n",
       "  'The power of weaponry is the single biggest problem that we have today in the world.',\n",
       "  'To achieve these goals, Americans must have confidence in their country and its leadership.',\n",
       "  'Again, many Americans must wonder why we our politicians seem more interested in defending the borders of foreign countries than in defending their own.',\n",
       "  'Americans.',\n",
       "  'Americans must know that were putting the American people first again on trade.',\n",
       "  'So true.',\n",
       "  'On trade, on immigration, on foreign policy.',\n",
       "  'The jobs, incomes and security of the American worker will always be my first priority.',\n",
       "  'No country has ever prospered that failed to put its own interests first.',\n",
       "  'Both our friends and our enemies put their countries above ours and we, while being fair to them, must start doing the same.',\n",
       "  'We will no longer surrender this country or its people to the false song of globalism.',\n",
       "  'The nation-state remains the true foundation for happiness and harmony.',\n",
       "  'I am skeptical of international unions that tie us up and bring America down and will never enter.',\n",
       "  'And under my administration, we will never enter America into any agreement that reduces our ability to control our own affairs.',\n",
       "  'NAFTA, as an example, has been a total disaster for the United States and has emptied our states  literally emptied our states of our manufacturing and our jobs.',\n",
       "  'And Ive just gotten to see it.',\n",
       "  'Ive toured Pennsylvania.',\n",
       "  'Ive toured New York.',\n",
       "  'Ive toured so many of the states.',\n",
       "  'They have been cleaned out.',\n",
       "  'Their manufacturing is gone.',\n",
       "  'Never again, only the reverse  and I have to say this strongly  never again; only the reverse will happen.',\n",
       "  'We will keep our jobs and bring in new ones.',\n",
       "  'There will be consequences for the companies that leave the United States only to exploit it later.',\n",
       "  'They fire the people.',\n",
       "  'They take advantage of the United States.',\n",
       "  'There will be consequences for those companies.',\n",
       "  'Never again.',\n",
       "  'Under a Trump administration, no American citizen will ever again feel that their needs come second to the citizens of a foreign country.',\n",
       "  'I will view as president the world through the clear lens of American interests.',\n",
       "  'I will be Americas greatest defender and most loyal champion.',\n",
       "  'We will not apologize for becoming successful again, but will instead embrace the unique heritage that makes us who we are.',\n",
       "  'The world is most peaceful and most prosperous when America is strongest.',\n",
       "  'America will continue and continue forever to play the role of peacemaker.',\n",
       "  'We will always help save lives and indeed humanity itself, but to play the role, we must make America strong again.',\n",
       "  'And always  always, always, we must make, and we have to look at it from every angle, and we have no choice, we must make America respected again.',\n",
       "  'We must make America truly wealthy again.',\n",
       "  'And we must  we have to and we will make America great again.',\n",
       "  'And if we do that  and if we do that, perhaps this century can be the most peaceful and prosperous the world has ever, ever known.',\n",
       "  'Thank you very much, everybody.',\n",
       "  'I appreciate it.',\n",
       "  'Thank you.',\n",
       "  'SPEECH 3A hand with little fingers coming out of a stem.',\n",
       "  'Like, little.',\n",
       "  'Look at my hands.',\n",
       "  'Theyre fine.',\n",
       "  'Nobody other than Graydon Carter years ago used to use that.',\n",
       "  'My hands are normal hands.',\n",
       "  'During a debate, he was losing, and he said, \"Oh, he has small hands and therefore, you know what that means.\"',\n",
       "  'This was not me.',\n",
       "  'This was Rubio that said, \"He has small hands and you know what that means.\"',\n",
       "  'Okay?',\n",
       "  'So, he started it.',\n",
       "  'So, what I said a couple of days later ... and what happened is I was on line shaking hands with supporters, and one of supporters got up and he said, \"Mr. Trump, you have strong hands.',\n",
       "  'You have good-sized hands.\"',\n",
       "  'And then another one would say, \"You have great hands, Mr. Trump, I had no idea.\"',\n",
       "  'I said, \"What do you mean?\"',\n",
       "  'He said, \"I thought you were like deformed, and I thought you had small hands.\"',\n",
       "  'I had fifty people ... Is that a correct statement?',\n",
       "  'I mean people were writing, \"How are Mr. Trumps hands?\"',\n",
       "  'My hands are fine.',\n",
       "  'You know, my hands are normal.',\n",
       "  'Slightly large, actually.',\n",
       "  'In fact, I buy a slightly smaller than large glove, okay?',\n",
       "  'No, but I did this because everybody was saying to me, \"Oh, your hands are very nice.',\n",
       "  'They are normal.\"',\n",
       "  'So Rubio, in a debate, said, because he had nothing else to say ... now I was hitting him pretty hard.',\n",
       "  'He wanted to do his Don Rickles stuff and it didnt work out.',\n",
       "  'Obviously, it didnt work too well.',\n",
       "  'But one of the things he said was \"He has small hands and therefore, you know what that means, he has small something else.\"',\n",
       "  'You can look it up.',\n",
       "  'I didnt say it.',\n",
       "  'I dont want people to go around thinking that I have a problem.',\n",
       "  'Im telling you, Ruth, I had so many people.',\n",
       "  'I would say 25, 30 people would tell me ... every time Id shake peoples hand, \"Oh, you have nice hands.\"',\n",
       "  'Why shouldnt I?',\n",
       "  'And, by the way, by saying that I solved the problem.',\n",
       "  'Nobody questions ...',\n",
       "  'I even held up my hands, and said, \"Look, take a look at that hand.\"',\n",
       "  'I dont know if it was presidential, honestly, whether it is or not.',\n",
       "  'He said, Donald Trump has small hands and therefore he has small something else.',\n",
       "  'I didnt say that.',\n",
       "  'And all I did is when he failed, when he was failing, when he was, when Christie made him look bad, I gave him the a little recap and I said, and I said, and I had this big strong powerful hand ready to grab him, because I thought he was going to faint.',\n",
       "  'And everybody took it fine.',\n",
       "  'Whether it was presidential or not I cant tell you.',\n",
       "  'I can just say that what he said was a lie.',\n",
       "  'And everybody, they wanted to do stories on my hands; after I said that, they never did.',\n",
       "  'And then I held up the hand, I showed people the hand.',\n",
       "  'You know, when Ive got a big audience.',\n",
       "  'So yeah, I think its not a question of presidential ...',\n",
       "  'SPEECH 4  Oh boy.',\n",
       "  'We love Nevada.',\n",
       "  'We love Nevada.',\n",
       "  'Thank you.',\n",
       "  'Thank you.',\n",
       "  'Oh this is a great place.',\n",
       "  'Thank you very much.',\n",
       "  'Great evening.',\n",
       "  'We will be celebrating for a long time tonight.',\n",
       "  'Have a good time.',\n",
       "  'Have a good time.',\n",
       "  'You know we werent expectinga couple of months ago, we werent expecting to win this one, you know that, right?',\n",
       "  'We werent.',\n",
       "  'Of course if you listen to the pundits, we werent expected to win too much, and now were winning, winning, winning the country.',\n",
       "  'And soon the countrys going to start winning, winning, winning.',\n",
       "  'So I want to thank the volunteers.',\n",
       "  'Theyve been unbelievable.',\n",
       "  'These people, they work like endlessly, endlessly.',\n",
       "  'Were not going to forget it.',\n",
       "  'And weve had some great numbers coming out of Texas, and amazing numbers coming out of Tennessee and Georgia and Arkansas and then in a couple of weeks later Florida.',\n",
       "  'We love Florida so.',\n",
       "  'Were going to do very well in Ohio.',\n",
       "  'Were beating the governor.',\n",
       "  'Its always nice to be beating the governor.',\n",
       "  'And Michiganthe whole thing.',\n",
       "  'Its going to be an amazing two months.',\n",
       "  'We might not even need the two months, folks, to be honest.',\n",
       "  'So tonight we had 45 to 46%, and tomorrow youd hear them say, you know, if they could just take the other candidates and add them up, and if you could add them up because you know the other candidates amount to 55%.',\n",
       "  'So if they couldthey keep forgetting that when people drop out, were going to get a lot of votes.',\n",
       "  'You know they keep forgetting.',\n",
       "  'So I want to begin by thanking my boys, Eric has been all over the place making speeches.',\n",
       "  'Hes getting better than me so Im a little jealous.',\n",
       "  'And Don went to _____, you were all over, right?He loves the rifle stuff.',\n",
       "  'This is serious rifle.',\n",
       "  'This is serious NRA, both of them, both of them.',\n",
       "  'We love the Second Amendment folks.',\n",
       "  'Nobody loves it more than us, so just remember that.',\n",
       "  'And Corey and Hope, the staff, the whole group, and Charles and Dan and what a group we have.',\n",
       "  'I want to just thank a couple of friends of mine that are here, the owner of this incredible hotel, Mr. and Mrs. Phil Ruffin, stand up.',\n",
       "  'Great guy.',\n",
       "  'Phil said, \"Donald,\"like for the last three months hes driving me crazy, he said\"Donald, I want to put $10 million into your campaign.\"',\n",
       "  'I said, \"Phil I dont want your money.',\n",
       "  'I dont want to do it.',\n",
       "  'Im self funding.\"',\n",
       "  'Every time I see him.',\n",
       "  'Its hard for me to turn down money because thats what Ive done in my whole life.',\n",
       "  'I grab and grab and grab.',\n",
       "  'You know I get greedy.',\n",
       "  'I want money, money.',\n",
       "  'Ill tell you what were going to do, right?',\n",
       "  'We get greedy, right?',\n",
       "  'Now were going to get greedy for the United States.',\n",
       "  'Were going to grab and grab and grab.',\n",
       "  'Were going to bring in so much money and so much everything.',\n",
       "  'Were going to make America great again, folks, Im telling you folks, were going to make America great again.',\n",
       "  'And another great friend of mine, someone respected by everybody, a great friend of Phil tooMr.',\n",
       "  'and Mrs. Steve Wynn.',\n",
       "  'Stand up, Steve.',\n",
       "  'Stand up.',\n",
       "  'Two great people.',\n",
       "  'Steve is always calling.',\n",
       "  'Hes always got advice, right Steve?',\n",
       "  '\"Donald I think you should do this and that.\"',\n",
       "  'His advice I like to listen to, Ill be honest.',\n",
       "  'So Phil and Steve and families, we appreciate it.',\n",
       "  'Youve been great friends.',\n",
       "  'Thank you, thank you.',\n",
       "  'So this was very exciting tonight.',\n",
       "  'But Ill tell you it looks like we won by a lot evangelicals.',\n",
       "  'I love evangelicals, and I have to tell you pastor [Robert] Jeffress has been so incredible on television and elsewhere.',\n",
       "  'He has been great.',\n",
       "  'And as you know Liberty Universitydo we love Liberty University?',\n",
       "  'Huh?',\n",
       "  'Jerry Falwell Jr., an unbelievable guy, and he has been with us and with us from the beginning, and I want to thank Jerry and his family.',\n",
       "  'Its been amazing, the relationship.',\n",
       "  'So we won the evangelicals.',\n",
       "  'We won with young.',\n",
       "  'We won with old.',\n",
       "  'We won with highly educated.',\n",
       "  'We won with poorly educated.',\n",
       "  'I love the poorly educated.',\n",
       "  'Were the smartest people, were the most loyal people, and you know what Im happy about?',\n",
       "  'Because Ive been saying it for a long time.',\n",
       "  '46% were the Hispanics46%, No.',\n",
       "  '1 one with Hispanics.',\n",
       "  'Im really happy about that.',\n",
       "  'So Im very proud of you, this is an amazing night.',\n",
       "  'I love the country, I love the country.',\n",
       "  'Were going in the wrong direction.',\n",
       "  'Were going to keepas you know Gitmo, were keeping that open, and were going to load it up with bad dudes.',\n",
       "  'Were going to load it up w a lot of bad dudes out there.',\n",
       "  'Were going to have our borders nice and strong.',\n",
       "  'Were going to build the wall, you know that.',\n",
       "  'Were going to build the wall.',\n",
       "  'And I have a lot of respect from Mexico, and you just heard we won Hispanics.',\n",
       "  'But let me tell you Mexico is going to pay for the wall, right?',\n",
       "  'Its going to happen.',\n",
       "  'Its going to happen.',\n",
       "  'They know it.',\n",
       "  'I know it.',\n",
       "  'We all know it.',\n",
       "  'We have a tremendous deficit.',\n",
       "  'We have a trade deficit with Mexico.',\n",
       "  'Theyll pay for the wall.',\n",
       "  'Theyll be very happy about it.',\n",
       "  'Believe me.',\n",
       "  'Ill talk to them.',\n",
       "  'Theyre going to be very, very thrilled.',\n",
       "  'Theyre going to be thrilled to be paying for the wall.',\n",
       "  'Were going to be the smart people.',\n",
       "  'Were not going to be the people that get pushed around all over the place.',\n",
       "  'Were going to be the smart people.',\n",
       "  'Youre going to be proud of your president, and youre going to be even prouder of your country, OK?So tonight folks, this was a great evening.',\n",
       "  'I love this place.',\n",
       "  'I love this state.',\n",
       "  'I love Las Vegas.',\n",
       "  'I have spent and invested so much money over here.',\n",
       "  'Trump International HotelI keep telling Steve we have the best hotel in Las Vegas.',\n",
       "  'Hes fighting me all the time.',\n",
       "  'But thats OK.',\n",
       "  'But I just want to say its a great state, and they have great people.',\n",
       "  'And I was so proud.',\n",
       "  'You know, I went to caucus.',\n",
       "  'I was all over the place tonight.',\n",
       "  'The people are amazing.',\n",
       "  'The enthusiasm, it was unbelievable to see.',\n",
       "  'The people of this country are absolutely amazing.',\n",
       "  'I love you folks very much.',\n",
       "  'Remember: Make America great again.',\n",
       "  'Were going to do it, and its going to happen fast.',\n",
       "  'Thank you very much everybody.',\n",
       "  'We love you.',\n",
       "  'We love you.',\n",
       "  'SPEECH 5Wow.',\n",
       "  'Whoa.',\n",
       "  'That is some group of people.',\n",
       "  'Thousands.',\n",
       "  'So nice, thank you very much.',\n",
       "  'Thats really nice.',\n",
       "  'Thank you.',\n",
       "  'Its great to be at Trump Tower.',\n",
       "  'Its great to be in a wonderful city, New York.',\n",
       "  'And its an honor to have everybody here.',\n",
       "  'This is beyond anybodys expectations.',\n",
       "  'Theres been no crowd like this.',\n",
       "  'And, I can tell, some of the candidates, they went in.',\n",
       "  'They didnt know the air-conditioner didnt work.',\n",
       "  'They sweated like dogs.',\n",
       "  'They didnt know the room was too big, because they didnt have anybody there.',\n",
       "  'How are they going to beat ISIS?',\n",
       "  'I dont think its gonna happen.',\n",
       "  'Our country is in serious trouble.',\n",
       "  'We dont have victories anymore.',\n",
       "  'We used to have victories, but we dont have them.',\n",
       "  'When was the last time anybody saw us beating, lets say, China in a trade deal?',\n",
       "  'They kill us.',\n",
       "  'I beat China all the time.',\n",
       "  'All the time.',\n",
       "  'When did we beat Japan at anything?',\n",
       "  'They send their cars over by the millions, and what do we do?',\n",
       "  'When was the last time you saw a Chevrolet in Tokyo?',\n",
       "  'It doesnt exist, folks.',\n",
       "  'They beat us all the time.',\n",
       "  'When do we beat Mexico at the border?',\n",
       "  'Theyre laughing at us, at our stupidity.',\n",
       "  'And now they are beating us economically.',\n",
       "  'They are not our friend, believe me.',\n",
       "  'But theyre killing us economically.',\n",
       "  'The U. S. has become a dumping ground for everybody elses problems.',\n",
       "  'SPEECH 6Thank you.',\n",
       "  'Its true, and these are the best and the finest.',\n",
       "  'When Mexico sends its people, theyre not sending their best.',\n",
       "  'Theyre not sending you.',\n",
       "  'Theyre not sending you.',\n",
       "  'Theyre sending people that have lots of problems, and theyre bringing those problems with us.',\n",
       "  'Theyre bringing drugs.',\n",
       "  'Theyre bringing crime.',\n",
       "  'Theyre rapists.',\n",
       "  'And some, I assume, are good people.',\n",
       "  'oh And it only makes common sense.',\n",
       "  'It only makes common sense.',\n",
       "  'Theyre sending us not the right people.',\n",
       "  'Its coming from more than Mexico.',\n",
       "  'Its coming from all over South and Latin America, and its coming probably  probably  from the Middle East.',\n",
       "  'But we dont know.',\n",
       "  'Because we have no protection and we have no competence, we dont know whats happening.',\n",
       "  'And its got to stop and its got to stop fast.',\n",
       "  'Islamic terrorism is eating up large portions of the Middle East.',\n",
       "  'Theyve become rich.',\n",
       "  'Im in competition with them.',\n",
       "  'They just built a hotel in Syria.',\n",
       "  'Can you believe this?',\n",
       "  'They built a hotel.',\n",
       "  'When I have to build a hotel, I pay interest.',\n",
       "  'They dont have to pay interest, because they took the oil that, when we left Iraq, I said we shouldve taken.',\n",
       "  'So now ISIS has the oil, and what they dont have, Iran has.',\n",
       "  'And in 19  and I will tell you this, and I said it very strongly, years ago, I said  and I love the military, and I want to have the strongest military that weve ever had, and we need it more now than ever.',\n",
       "  'But I said, \"Dont hit Iraq,\" because youre going to totally destabilize the Middle East.',\n",
       "  'Iran is going to take over the Middle East, Iran and somebody else will get the oil, and it turned out that Iran is now taking over Iraq.',\n",
       "  'Think of it.',\n",
       "  'Iran is taking over Iraq, and theyre taking it over big league.',\n",
       "  'We spent $2 trillion in Iraq, $2 trillion.',\n",
       "  'We lost thousands of lives, thousands in Iraq.',\n",
       "  'We have wounded soldiers, who I love, I love  theyre great  all over the place, thousands and thousands of wounded soldiers.',\n",
       "  'And we have nothing.',\n",
       "  'We cant even go there.',\n",
       "  'We have nothing.',\n",
       "  'And every time we give Iraq equipment, the first time a bullet goes off in the air, they leave it.',\n",
       "  'Last week, I read 2,300 Humvees  these are big vehicles  were left behind for the enemy.',\n",
       "  '2,000?',\n",
       "  'You would say maybe two, maybe four?',\n",
       "  '2,300 sophisticated vehicles, they ran, and the enemy took them.',\n",
       "  'Last quarter, it was just announced our gross domestic product  a sign of strength, right?',\n",
       "  'But not for us.',\n",
       "  'It was below zero.',\n",
       "  'Whoever heard of this?',\n",
       "  'Its never below zero.',\n",
       "  'Our labor participation rate was the worst since 1978.',\n",
       "  'But think of it, GDP below zero, horrible labor participation rate.',\n",
       "  'And our real unemployment is anywhere from 18 to 20 percent.',\n",
       "  'Dont believe the 5.6.',\n",
       "  'Dont believe it.',\n",
       "  'Thats right.',\n",
       "  'A lot of people up there cant get jobs.',\n",
       "  'They cant get jobs, because there are no jobs, because China has our jobs and Mexico has our jobs.',\n",
       "  'They all have jobs.',\n",
       "  'But the real number, the real number is anywhere from 18 to 19 and maybe even 21 percent, and nobody talks about it, because its a statistic thats full of nonsense.',\n",
       "  'Our enemies are getting stronger and stronger by the way, and we as a country are getting weaker.',\n",
       "  'Even our nuclear arsenal doesnt work.',\n",
       "  'It came out recently they have equipment that is 30 years old.',\n",
       "  'They dont know if it worked.',\n",
       "  'And I thought it was horrible when it was broadcast on television, because boy, does that send signals to Putin and all of the other people that look at us and they say, \"That is a group of people, and that is a nation that truly has no clue.',\n",
       "  'They dont know what theyre doing.',\n",
       "  'They dont know what theyre doing.',\n",
       "  '\"We have a disaster called the big lie: Obamacare.',\n",
       "  'Obamacare.',\n",
       "  'Yesterday, it came out that costs are going for people up 29, 39, 49, and even 55 percent, and deductibles are through the roof.',\n",
       "  'You have to be hit by a tractor, literally, a tractor, to use it, because the deductibles are so high, its virtually useless.',\n",
       "  'Its virtually useless.',\n",
       "  'It is a disaster.',\n",
       "  'TRUMP: And remember the $5 billion Web site?',\n",
       "  '$5 billion we spent on a Web site, and to this day it doesnt work.',\n",
       "  'A $5 billion Web site.',\n",
       "  'If and when the Vatican is attacked by ISIS, which as everyone knows is ISISs ultimate trophy, I can promise you that the Pope would have only wished and prayed that Donald Trump would have been President because this would not have happened.',\n",
       "  'ISIS would have been eradicated unlike what is happening now with our all talk, no action politicians.',\n",
       "  'The Mexican government and its leadership has made many disparaging remarks about me to the Pope, because they want to continue to rip off the United States, both on trade and at the border, and they understand I am totally wise to them.',\n",
       "  'The Pope only heard one side of the story - he didnt see the crime, the drug trafficking and the negative economic impact the current policies have on the United States.',\n",
       "  'He doesnt see how Mexican leadership is outsmarting President Obama and our leadership in every aspect of negotiation.',\n",
       "  'For a religious leader to question a persons faith is disgraceful.',\n",
       "  'I am proud to be a Christian and as President I will not allow Christianity to be consistently attacked and weakened, unlike what is happening now, with our current President.',\n",
       "  'No leader, especially a religious leader, should have the right to question another mans religion or faith.',\n",
       "  'They are using the Pope as a pawn and they should be ashamed of themselves for doing so, especially when so many lives are involved and when illegal immigration is so rampant.',\n",
       "  'I have so many Web sites, I have them all over the place.',\n",
       "  'I hire people, they do a Web site.',\n",
       "  'It costs me $3.',\n",
       "  '$5 billion Web site.',\n",
       "  'Well, you need somebody, because politicians are all talk, no action.',\n",
       "  'Nothings gonna get done.',\n",
       "  'They will not bring us  believe me  to the promised land.',\n",
       "  'They will not.',\n",
       "  'As an example, Ive been on the circuit making speeches, and I hear my fellow Republicans.',\n",
       "  'And theyre wonderful people.',\n",
       "  'I like them.',\n",
       "  'They all want me to support them.',\n",
       "  'They dont know how to bring it about.',\n",
       "  'They come up to my office.',\n",
       "  'Im meeting with three of them in the next week.',\n",
       "  'And they dont know  \"Are you running?',\n",
       "  'Are you not running?',\n",
       "  'Could we have your support?',\n",
       "  'What do we do?',\n",
       "  'How do we do it?',\n",
       "  '\"I like them.',\n",
       "  'And I hear their speeches.',\n",
       "  'And they dont talk jobs and they dont talk China.',\n",
       "  'When was the last time you heard China is killing us?',\n",
       "  ...])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Obtains list of Obama and Trump's Speeches, cleans and sentense tokenizes them.\n",
    "obama = getCleanedData(\"./docs/allobamaspeeches.txt\")\n",
    "trump = getCleanedData(\"./docs/trumpspeeches.txt\")\n",
    "obama_sent = sent_tokenize(obama)\n",
    "trump_sent = sent_tokenize(trump)\n",
    "o,t = obama_sent, trump_sent\n",
    "o,t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Processes list of speech sentences and uses simpleFilter to remove stopwords and sentences with <= 4 words\n",
    "#Then splits data into training and test sets\n",
    "o_old2, t_old2 = list(o), list(t)\n",
    "o = simpleFilter(obama_sent)\n",
    "t = simpleFilter(trump_sent)\n",
    "o = random.sample(o, len(t))\n",
    "#making training sets\n",
    "o_tr, o_te = train_test_split(o, test_size = test_split)\n",
    "t_tr, t_te = train_test_split(t, test_size = test_split)\n",
    "o_y = [1 for x in range(len(o_tr))] #1 is Obama\n",
    "t_y = [0 for x in range(len(t_tr))] #0 is Trump\n",
    "tr = o_tr + t_tr\n",
    "y = o_y + t_y\n",
    "#making te*--**-------------------------------st sets\n",
    "test = o_te + t_te\n",
    "ote_y = [1 for x in range(len(o_te))]\n",
    "tte_y = [0 for x in range(len(t_te))]\n",
    "te_y = ote_y + tte_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=None, error_score='raise',\n",
       "       estimator=Pipeline(memory=None,\n",
       "     steps=[('vect', CountVectorizer(analyzer=u'word', binary=False, decode_error=u'strict',\n",
       "        dtype=<type 'numpy.int64'>, encoding=u'utf-8', input=u'content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), preprocessor=None, stop_words=None,\n",
       "        st...ty='l2', power_t=0.5, random_state=23, shuffle=True,\n",
       "       tol=None, verbose=0, warm_start=False))]),\n",
       "       fit_params=None, iid=True, n_jobs=-1,\n",
       "       param_grid={'vect__ngram_range': [(1, 2), (1, 3)], 'clf__loss': ['modified_huber', 'perceptron'], 'vect__binary': [True, False], 'tfidf__use_idf': [False], 'vect__stop_words': [None]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
       "       scoring='f1', verbose=0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#We use GridSearch among various parameters to find the best n-gram language model for our data.\n",
    "#The process searches a modified_huber loss and a perception loss\n",
    "#(other losses were tested but these seemed to work the best for this use case.)\n",
    "parameters = {'vect__ngram_range': [(1, 2),(1,3)],\n",
    "              'tfidf__use_idf': [False],\n",
    "              'vect__stop_words': [None],\n",
    "              'vect__binary':[True, False],\n",
    "              'clf__loss': [ 'modified_huber', 'perceptron']\n",
    "              }\n",
    "\n",
    "\n",
    "text_clf = Pipeline([('vect', CountVectorizer()),\n",
    "                      ('tfidf', TfidfTransformer()),\n",
    "                      ('clf', SGDClassifier(penalty='l2',\n",
    "                                            alpha=1e-3, random_state=23, max_iter=5, tol=None))])\n",
    "gs_clf = GridSearchCV(text_clf, parameters, n_jobs=-1, scoring = 'f1')\n",
    "gs_clf.fit(tr,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters set found on development set:\n",
      "\n",
      "{'vect__ngram_range': (1, 2), 'clf__loss': 'perceptron', 'tfidf__use_idf': False, 'vect__binary': True, 'vect__stop_words': None}\n",
      "Grid scores on development set:\n",
      "\n",
      "0.889 (+/-0.010) for {'vect__ngram_range': (1, 2), 'clf__loss': 'modified_huber', 'tfidf__use_idf': False, 'vect__binary': True, 'vect__stop_words': None} \n",
      "\n",
      "0.883 (+/-0.008) for {'vect__ngram_range': (1, 3), 'clf__loss': 'modified_huber', 'tfidf__use_idf': False, 'vect__binary': True, 'vect__stop_words': None} \n",
      "\n",
      "0.882 (+/-0.011) for {'vect__ngram_range': (1, 2), 'clf__loss': 'modified_huber', 'tfidf__use_idf': False, 'vect__binary': False, 'vect__stop_words': None} \n",
      "\n",
      "0.877 (+/-0.009) for {'vect__ngram_range': (1, 3), 'clf__loss': 'modified_huber', 'tfidf__use_idf': False, 'vect__binary': False, 'vect__stop_words': None} \n",
      "\n",
      "0.898 (+/-0.008) for {'vect__ngram_range': (1, 2), 'clf__loss': 'perceptron', 'tfidf__use_idf': False, 'vect__binary': True, 'vect__stop_words': None} \n",
      "\n",
      "0.896 (+/-0.006) for {'vect__ngram_range': (1, 3), 'clf__loss': 'perceptron', 'tfidf__use_idf': False, 'vect__binary': True, 'vect__stop_words': None} \n",
      "\n",
      "0.882 (+/-0.016) for {'vect__ngram_range': (1, 2), 'clf__loss': 'perceptron', 'tfidf__use_idf': False, 'vect__binary': False, 'vect__stop_words': None} \n",
      "\n",
      "0.896 (+/-0.002) for {'vect__ngram_range': (1, 3), 'clf__loss': 'perceptron', 'tfidf__use_idf': False, 'vect__binary': False, 'vect__stop_words': None} \n",
      "\n"
     ]
    }
   ],
   "source": [
    "#We print GridSearch results\n",
    "print(\"Best parameters set found on development set:\\n\")\n",
    "print(gs_clf.best_params_)\n",
    "print(\"Grid scores on development set:\\n\")\n",
    "means = gs_clf.cv_results_['mean_test_score']\n",
    "stds = gs_clf.cv_results_['std_test_score']\n",
    "for mean, std, params in zip(means, stds, gs_clf.cv_results_['params']):\n",
    "    print(\"%0.3f (+/-%0.03f) for %r \\n\" % (mean, std * 2, params))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detailed classification report:\n",
      "\n",
      "The model is trained on the full development set.\n",
      "\n",
      "The scores are computed on the full evaluation set.\n",
      "\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.88      0.93      0.90      1256\n",
      "          1       0.92      0.87      0.90      1256\n",
      "\n",
      "avg / total       0.90      0.90      0.90      2512\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#We print classification results\n",
    "print(\"Detailed classification report:\\n\")\n",
    "print(\"The model is trained on the full development set.\\n\")\n",
    "print(\"The scores are computed on the full evaluation set.\\n\")\n",
    "y_true, y_pred = te_y, gs_clf.predict(test)\n",
    "print(classification_report(y_true, y_pred))\n",
    "print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 0 0 1 0 0 0 0 0 1 0 1 1 1 0 0 0 1 0 0 1 1 0 0 0 1 0 1 0 0 1 1 1 1 0 1\n",
      " 0 0 1 0 0 1 1 0 1 1 1 0 0 0 0 1 1 1 1 1 1 1 0 0 1 1 0 1 0 1 0 0 0 0 0 0 1\n",
      " 0 0]\n"
     ]
    }
   ],
   "source": [
    "#We can now test our model on custom text data. The document is a blog post by a friend.\n",
    "custom_test = getCleanedData(\"./tests/test_doc.txt\")\n",
    "custom_test = sent_tokenize(custom_test)\n",
    "custom_test = simpleFilter(custom_test)\n",
    "print gs_clf.predict(custom_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quote</th>\n",
       "      <th>Speaker</th>\n",
       "      <th>More like...</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>History teaches us that men and nations behave...</td>\n",
       "      <td>Abba Eban</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>How many legs does a dog have, if you call the...</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nearly all men can stand adversity, but if you...</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>When I do good, I feel good; when I do bad, I ...</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Better to remain silent and be thought a fool ...</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>You can fool some of the people all of the tim...</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>To the man who only has a hammer, everything h...</td>\n",
       "      <td>Abraham Maslow</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>My definition of a free society is a society w...</td>\n",
       "      <td>Adlai E. Stevenson Jr.</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>I use emotion for the many and reserve reason ...</td>\n",
       "      <td>Adolf Hitler</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>It is always more difficult to fight against f...</td>\n",
       "      <td>Adolf Hitler</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Do not look where you fell, but where you slip...</td>\n",
       "      <td>African proverb</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Do you realize if it weren't for Edison we'd b...</td>\n",
       "      <td>Al Boliska</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Any company large enough to have a research la...</td>\n",
       "      <td>Alan Kay</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Education is what remains after one has forgot...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Insanity: doing the same thing over and over a...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Logic will get you from A to B. Imagination wi...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Not everything that can be counted counts, and...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>A clever person solves a problem. A wise perso...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Imagination is more important than knowledge. ...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>When you look at yourself from a universal sta...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>The only thing that interferes with my learnin...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>The difference between genius and stupidity is...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>The person who reads too much and uses his bra...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Time and space are modes by which we think and...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>When you sit with a nice girl for two hours, y...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>There are people who, instead of listening to ...</td>\n",
       "      <td>Albert Guinon</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>When everyone is against you, it means that yo...</td>\n",
       "      <td>Albert Guinon</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>An intellectual is a person who has discovered...</td>\n",
       "      <td>Aldous Huxley</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Blessed is he who expects nothing, for he shal...</td>\n",
       "      <td>Alexander Pope</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Do not confuse motion and progress. A rocking ...</td>\n",
       "      <td>Alfred A. Montapert</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>Time is that quality of nature which keeps eve...</td>\n",
       "      <td>Unknown Author</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>An incompetent attorney can delay a trial for ...</td>\n",
       "      <td>Evelle J. Younger</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>I'd rather be hated for who I am, than loved f...</td>\n",
       "      <td>Kurt Cobain</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Practice doesn't make perfect. Perfect practic...</td>\n",
       "      <td>Vince Lombardi</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Never judge a book by its movie.</td>\n",
       "      <td>J. W. Eagan</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>The more things a man is ashamed of, the more ...</td>\n",
       "      <td>George Bernard Shaw</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>I can picture in my mind a world without war, ...</td>\n",
       "      <td>Jack Handey</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>A man is but the product of his thoughts; what...</td>\n",
       "      <td>Gandhi</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Why does the Air Force need expensive new bomb...</td>\n",
       "      <td>George Wallace</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>Before you go and criticize the younger genera...</td>\n",
       "      <td>Unknown Author</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>It's not that I'm so smart, it's just that I s...</td>\n",
       "      <td>Albert Einstein</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>I have been through some terrible things in my...</td>\n",
       "      <td>Mark Twain</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Time is the stuff life is made of.</td>\n",
       "      <td>Benjamin Franklin</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Even a stopped clock is right twice a day.</td>\n",
       "      <td>Marie von Ebner-Eschenbach</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Time you enjoy wasting is not wasted.</td>\n",
       "      <td>John Lennon</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>I hope that while so many people are out smell...</td>\n",
       "      <td>Herbert Rappaport</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>When a stupid man is doing something he is ash...</td>\n",
       "      <td>George Bernard Shaw</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Silence is so accurate.</td>\n",
       "      <td>Mark Rothko</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Money doesn't change you; it reveals who you a...</td>\n",
       "      <td>Unknown Author</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Quiet is the absence of sound. Silence is the ...</td>\n",
       "      <td>Robert Fripp</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Love is the triumph of imagination over intell...</td>\n",
       "      <td>H. L. Mencken</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>If you don't make mistakes, you're not working...</td>\n",
       "      <td>Frank Wilczek</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>The reasonable man adapts himself to the world...</td>\n",
       "      <td>George Bernard Shaw</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>It is amazing what you can accomplish if you d...</td>\n",
       "      <td>Harry Truman</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>I don't care what is written about me so long ...</td>\n",
       "      <td>Dorothy Parker</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>I don't know if God exists, but it would be be...</td>\n",
       "      <td>Jules Renard</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>The bad news is time flies. The good news is y...</td>\n",
       "      <td>Michael Althsuler</td>\n",
       "      <td>Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>The art of progress is to preserve order amid ...</td>\n",
       "      <td>Alfred North Whitehead</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>You can tell whether a man is clever by his an...</td>\n",
       "      <td>Naguib Mahfouz</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>The difference between death and taxes is deat...</td>\n",
       "      <td>Will Rogers</td>\n",
       "      <td>Obama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>520 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Quote  \\\n",
       "0    History teaches us that men and nations behave...   \n",
       "1    How many legs does a dog have, if you call the...   \n",
       "2    Nearly all men can stand adversity, but if you...   \n",
       "3    When I do good, I feel good; when I do bad, I ...   \n",
       "4    Better to remain silent and be thought a fool ...   \n",
       "5    You can fool some of the people all of the tim...   \n",
       "6    To the man who only has a hammer, everything h...   \n",
       "7    My definition of a free society is a society w...   \n",
       "8    I use emotion for the many and reserve reason ...   \n",
       "9    It is always more difficult to fight against f...   \n",
       "10   Do not look where you fell, but where you slip...   \n",
       "11   Do you realize if it weren't for Edison we'd b...   \n",
       "12   Any company large enough to have a research la...   \n",
       "13   Education is what remains after one has forgot...   \n",
       "14   Insanity: doing the same thing over and over a...   \n",
       "15   Logic will get you from A to B. Imagination wi...   \n",
       "16   Not everything that can be counted counts, and...   \n",
       "17   A clever person solves a problem. A wise perso...   \n",
       "18   Imagination is more important than knowledge. ...   \n",
       "19   When you look at yourself from a universal sta...   \n",
       "20   The only thing that interferes with my learnin...   \n",
       "21   The difference between genius and stupidity is...   \n",
       "22   The person who reads too much and uses his bra...   \n",
       "23   Time and space are modes by which we think and...   \n",
       "24   When you sit with a nice girl for two hours, y...   \n",
       "25   There are people who, instead of listening to ...   \n",
       "26   When everyone is against you, it means that yo...   \n",
       "27   An intellectual is a person who has discovered...   \n",
       "28   Blessed is he who expects nothing, for he shal...   \n",
       "29   Do not confuse motion and progress. A rocking ...   \n",
       "..                                                 ...   \n",
       "490  Time is that quality of nature which keeps eve...   \n",
       "491  An incompetent attorney can delay a trial for ...   \n",
       "492  I'd rather be hated for who I am, than loved f...   \n",
       "493  Practice doesn't make perfect. Perfect practic...   \n",
       "494                   Never judge a book by its movie.   \n",
       "495  The more things a man is ashamed of, the more ...   \n",
       "496  I can picture in my mind a world without war, ...   \n",
       "497  A man is but the product of his thoughts; what...   \n",
       "498  Why does the Air Force need expensive new bomb...   \n",
       "499  Before you go and criticize the younger genera...   \n",
       "500  It's not that I'm so smart, it's just that I s...   \n",
       "501  I have been through some terrible things in my...   \n",
       "502                 Time is the stuff life is made of.   \n",
       "503        Even a stopped clock is right twice a day.    \n",
       "504              Time you enjoy wasting is not wasted.   \n",
       "505  I hope that while so many people are out smell...   \n",
       "506  When a stupid man is doing something he is ash...   \n",
       "507                            Silence is so accurate.   \n",
       "508  Money doesn't change you; it reveals who you a...   \n",
       "509  Quiet is the absence of sound. Silence is the ...   \n",
       "510  Love is the triumph of imagination over intell...   \n",
       "511  If you don't make mistakes, you're not working...   \n",
       "512  The reasonable man adapts himself to the world...   \n",
       "513  It is amazing what you can accomplish if you d...   \n",
       "514  I don't care what is written about me so long ...   \n",
       "515  I don't know if God exists, but it would be be...   \n",
       "516  The bad news is time flies. The good news is y...   \n",
       "517  The art of progress is to preserve order amid ...   \n",
       "518  You can tell whether a man is clever by his an...   \n",
       "519  The difference between death and taxes is deat...   \n",
       "\n",
       "                         Speaker More like...  \n",
       "0                      Abba Eban        Obama  \n",
       "1                Abraham Lincoln        Trump  \n",
       "2                Abraham Lincoln        Obama  \n",
       "3                Abraham Lincoln        Trump  \n",
       "4                Abraham Lincoln        Trump  \n",
       "5                Abraham Lincoln        Trump  \n",
       "6                 Abraham Maslow        Trump  \n",
       "7         Adlai E. Stevenson Jr.        Obama  \n",
       "8                   Adolf Hitler        Obama  \n",
       "9                   Adolf Hitler        Obama  \n",
       "10               African proverb        Trump  \n",
       "11                    Al Boliska        Obama  \n",
       "12                      Alan Kay        Obama  \n",
       "13               Albert Einstein        Obama  \n",
       "14               Albert Einstein        Trump  \n",
       "15               Albert Einstein        Trump  \n",
       "16               Albert Einstein        Obama  \n",
       "17               Albert Einstein        Trump  \n",
       "18               Albert Einstein        Trump  \n",
       "19               Albert Einstein        Trump  \n",
       "20               Albert Einstein        Trump  \n",
       "21               Albert Einstein        Trump  \n",
       "22               Albert Einstein        Trump  \n",
       "23              Albert Einstein         Obama  \n",
       "24             Albert Einstein          Obama  \n",
       "25                 Albert Guinon        Obama  \n",
       "26                 Albert Guinon        Obama  \n",
       "27                 Aldous Huxley        Obama  \n",
       "28                Alexander Pope        Trump  \n",
       "29           Alfred A. Montapert        Obama  \n",
       "..                           ...          ...  \n",
       "490               Unknown Author        Obama  \n",
       "491            Evelle J. Younger        Obama  \n",
       "492                  Kurt Cobain        Obama  \n",
       "493               Vince Lombardi        Obama  \n",
       "494                  J. W. Eagan        Trump  \n",
       "495          George Bernard Shaw        Trump  \n",
       "496                  Jack Handey        Obama  \n",
       "497                       Gandhi        Obama  \n",
       "498               George Wallace        Trump  \n",
       "499               Unknown Author        Trump  \n",
       "500              Albert Einstein        Obama  \n",
       "501                   Mark Twain        Trump  \n",
       "502            Benjamin Franklin        Obama  \n",
       "503  Marie von Ebner-Eschenbach         Trump  \n",
       "504                  John Lennon        Obama  \n",
       "505            Herbert Rappaport        Obama  \n",
       "506          George Bernard Shaw        Obama  \n",
       "507                  Mark Rothko        Trump  \n",
       "508               Unknown Author        Obama  \n",
       "509                 Robert Fripp        Obama  \n",
       "510                H. L. Mencken        Trump  \n",
       "511               Frank Wilczek         Obama  \n",
       "512          George Bernard Shaw        Obama  \n",
       "513                 Harry Truman        Obama  \n",
       "514               Dorothy Parker        Obama  \n",
       "515                 Jules Renard        Obama  \n",
       "516            Michael Althsuler        Trump  \n",
       "517       Alfred North Whitehead        Obama  \n",
       "518               Naguib Mahfouz        Obama  \n",
       "519                  Will Rogers        Obama  \n",
       "\n",
       "[520 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = pd.read_csv(\"./tests/litemind-quotes.csv\", encoding='latin1')\n",
    "a = test.values[:,[1,2]]\n",
    "b = gs_clf.predict(list(a[:,0]))\n",
    "b = [\"Obama\" if x == 1 else \"Trump\" for x in b]\n",
    "result = np.concatenate((a,np.array([b]).T), axis =1)\n",
    "result_df = pd.DataFrame(result, columns=['Quote', 'Speaker', 'More like...'])\n",
    "result_df.to_csv(\"./tests/qutoes_results.csv\", encoding = \"utf8\")\n",
    "result_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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