{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What is Trump yelling about?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import twitter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Define your api_key/secret and access_token_key/secret here\n",
    "\n",
    "api = twitter.Api(consumer_key=api_key,\n",
    "                      consumer_secret=api_secret,\n",
    "                      access_token_key=access_token_key,\n",
    "                      access_token_secret=access_token_secret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User(ID=1961548171, ScreenName=kmarwahaha)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "api.VerifyCredentials()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scrape last ~3200 tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_statuses(prev_statuses = None, screen_name = \"realDonaldTrump\", count=200):\n",
    "    max_id = prev_statuses[-1].id-1 if prev_statuses else None\n",
    "    return api.GetUserTimeline(screen_name=screen_name, max_id=max_id, count=count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n = 16\n",
    "temp = get_statuses()\n",
    "all_statuses = temp\n",
    "for _ in range(n):\n",
    "    temp = get_statuses(temp)\n",
    "    all_statuses += temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Status(ID=888478670502932480, ScreenName=realDonaldTrump, Created=Fri Jul 21 19:19:56 +0000 2017, Text='Manufacturers’ record-high optimism reported in the 1st qtr has carried into the 2nd qtr of 2017 via @ShopFloorNAM:… https://t.co/G6QSAqjUeY')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Earliest tweet scraped\n",
    "all_statuses[-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parse date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#https://stackoverflow.com/questions/3682748/converting-unix-timestamp-string-to-readable-date-in-python\n",
    "import datetime\n",
    "def readable_date(unix_time):\n",
    "    return datetime.datetime.fromtimestamp(int(unix_time)).strftime('%Y.%m.%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "text_and_date = [(status.text, readable_date(status.created_at_in_seconds)) for status in all_statuses]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('Congratulations to Josh Hawley on your big Senate Primary win in Missouri. I look forward to working with you towar… https://t.co/gGWY572ROS',\n",
       " '2018.08.07')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Most recent tweet\n",
    "text_and_date[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def trim_results(text_and_date, filterx):\n",
    "    return list(filter(\n",
    "        lambda y: len(y[1]) > 0,\n",
    "        [(date, \n",
    "            \" \".join(filter(filterx, \n",
    "                            map(lambda x: x.replace('-', ' ').replace(u'\\u2026', '').strip(), \n",
    "                                text.strip().split())\n",
    "            ))\n",
    "        ) for (text, date) in text_and_date]\n",
    "    ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Approach 1: Find words that are uppercase, capitalized, hashtag'd, or end in \"!\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filter1 = lambda x: x != u'&' and (len(x) > 0 and x[0].upper() == x[0] \n",
    "                   or x.upper() == x or u'#' == x[0] or u'!' == x[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trimmed1 = trim_results(text_and_date, filter1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('2018.08.07', 'Congratulations Josh Hawley Senate Primary Missouri. I'),\n",
       " ('2018.08.07',\n",
       "  'Congratulations Bill Schuette. You Big November Governor Great St'),\n",
       " ('2018.08.07',\n",
       "  'Congratulations STAR Republican Party, Senator John James. A'),\n",
       " ('2018.08.07', '.....Congratulations Troy Balderson Ohio. A race!'),\n",
       " ('2018.08.07', 'When I Ohio Troy Balderson, 64 36. That After'),\n",
       " ('2018.08.07', 'Today, 236th Purple Heart, Armed Forces'),\n",
       " ('2018.08.07',\n",
       "  'RT @EricTrump: Ohio today! We Troy Balderson Congress. Visit'),\n",
       " ('2018.08.07', 'Ohio, Troy Balderson Congress. His Nancy Pelosi, Crime, B'),\n",
       " ('2018.08.07', 'The Iran These November'),\n",
       " ('2018.08.06', 'California'),\n",
       " ('2018.08.06', 'Democrats Open Borders ICE, Country'),\n",
       " ('2018.08.06', 'RT @realDonaldTrump: Presidential Approval  Better'),\n",
       " ('2018.08.06', 'John James Republican Star Senate Michigan. If'),\n",
       " ('2018.08.06', 'Governor Jerry Brown Free Flow North'),\n",
       " ('2018.08.06', 'Kris Kobach, Governor Great State Kansas. He'),\n",
       " ('2018.08.06', 'Great Economy'),\n",
       " ('2018.08.06', '....a Kremlin Donald Trump. Collusion R'),\n",
       " ('2018.08.06', '“Collusion Russia Hillary Clinton 100% Russians, Adam'),\n",
       " ('2018.08.05',\n",
       "  'RT @realDonaldTrump: ...Danny O’Connor Nancy Pelosi Maxine Waters – Danny'),\n",
       " ('2018.08.05',\n",
       "  'RT @realDonaldTrump: A Ohio’s 12th Congressional District Troy Balderson! Troy Ohio, O')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trimmed1[:20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hmm, this isn't that insightful. Let's see what he's really yelling about."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Approach 2: Just look for YELLING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#https://stackoverflow.com/questions/1265665/python-check-if-a-string-represents-an-int-without-using-try-except\n",
    "def RepresentsInt(s):\n",
    "    try: \n",
    "        int(s)\n",
    "        return True\n",
    "    except ValueError:\n",
    "        return False\n",
    "def IsASCII(u):\n",
    "    try: \n",
    "        u.encode()\n",
    "        return True\n",
    "    except UnicodeEncodeError:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "filter2 = lambda x: x.upper() == x and not RepresentsInt(x) and u'-' != x and x != u'RT' and len(x) > 3 and IsASCII(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "trimmed2 = trim_results(text_and_date, filter2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('2018.08.07', 'STAR'),\n",
       " ('2018.08.06', 'ICE,'),\n",
       " ('2018.08.06', '100%'),\n",
       " ('2018.08.05', 'U.S.,'),\n",
       " ('2018.08.05', 'TRUE.'),\n",
       " ('2018.08.04', 'P.R.'),\n",
       " ('2018.08.04', 'U.S.,'),\n",
       " ('2018.08.04', 'HAPPY BIRTHDAY @USCG!'),\n",
       " ('2018.08.03', '@WWE'),\n",
       " ('2018.08.03', '@DRUDGE_REPORT:'),\n",
       " ('2018.08.03', '@DRUDGE_REPORT: +37,000...'),\n",
       " ('2018.08.03', '@DRUDGE_REPORT: RECORD 155,965,000 EMPLOYED'),\n",
       " ('2018.08.03', '@DRUDGE_REPORT:'),\n",
       " ('2018.08.03', '219,000 185,000 ADP”'),\n",
       " ('2018.08.03', '✅”US'),\n",
       " ('2018.08.03', '.@POTUS'),\n",
       " ('2018.08.03', '“THE RUSSIA HOAX, ILLICIT SCHEME CLEAR HILLARY CLINTON'),\n",
       " ('2018.08.03', 'MAKE AMERICA GREAT AGAIN!'),\n",
       " ('2018.08.03', '500,000'),\n",
       " ('2018.08.03', 'NASA,')]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trimmed2[:20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's a bit better."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What's his yelling vocabulary like?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "trump_yelling = Counter([x[1] for x in trimmed2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('U.S.', 76),\n",
       " ('#MAGA', 21),\n",
       " ('GREAT', 19),\n",
       " ('DACA', 19),\n",
       " ('MAKE AMERICA GREAT AGAIN!', 13),\n",
       " ('@FLOTUS', 12),\n",
       " ('NATO', 11),\n",
       " ('MAKING AMERICA GREAT AGAIN!', 10),\n",
       " ('MS 13', 10),\n",
       " ('DACA.', 10),\n",
       " ('@POTUS', 9),\n",
       " ('A.G.', 7),\n",
       " ('🇺🇸🇺🇸🇺🇸', 7),\n",
       " ('U.S.,', 6),\n",
       " ('.@POTUS', 6),\n",
       " ('FISA', 6),\n",
       " ('2018,', 6),\n",
       " ('ISIS', 6),\n",
       " ('FEMA', 6),\n",
       " ('#UNGA', 6),\n",
       " ('ICE,', 5),\n",
       " ('FBI.', 5),\n",
       " ('CUTS', 5),\n",
       " ('@FLOTUS:', 5),\n",
       " ('THANK', 5),\n",
       " ('D.C.', 5),\n",
       " ('2017,', 5),\n",
       " ('NEVER', 5),\n",
       " ('100%', 4),\n",
       " ('VERY', 4),\n",
       " ('JOBS, JOBS, JOBS!', 4),\n",
       " ('OPEC', 4),\n",
       " ('U.S.A.', 4),\n",
       " ('CNN.', 4),\n",
       " ('@FEMA', 4),\n",
       " ('ZERO', 4),\n",
       " ('T.V.', 4),\n",
       " ('HAPPY BIRTHDAY', 4),\n",
       " ('15 0', 4),\n",
       " ('#USA🇺🇸', 4),\n",
       " ('#SCOTUS', 3),\n",
       " ('AMERICA OPEN BUSINESS!', 3),\n",
       " ('VOTE', 3),\n",
       " ('WITCH HUNT!', 3),\n",
       " ('HEROES', 3),\n",
       " ('D.C.,', 3),\n",
       " ('LIVE #MAGA', 3),\n",
       " ('.@FLOTUS', 3),\n",
       " ('50%,', 3),\n",
       " ('ISIS,', 3),\n",
       " ('BORDER WALL', 3),\n",
       " ('#WEF18', 3),\n",
       " ('V.A.', 3)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i for i in trump_yelling.most_common() if i[1] > 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Makes sense. His whole YELLING vocab is below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['\"20,000📈21,000📈22,000📈 #MAGA',\n",
       " '\"46%',\n",
       " '\"@POTUS',\n",
       " '\"DEPLORABLES.\"',\n",
       " '\"NO\"',\n",
       " '#AMERICA FIRST',\n",
       " '#AMERICA FIRST!',\n",
       " '#APEC',\n",
       " '#APEC2017',\n",
       " '#APEC2017 @FLOTUS',\n",
       " '#ASEAN50 FAIR TRADE DEALS,',\n",
       " '#AZ08.',\n",
       " '#BYE BYE',\n",
       " '#CHANGETHELAWS',\n",
       " '#FAKE NEWS!',\n",
       " '#FEMA',\n",
       " '#GES2017',\n",
       " '#GES2017.',\n",
       " '#HELSINKI2018',\n",
       " '#ISIS',\n",
       " '#LESM',\n",
       " '#MAGA',\n",
       " '#MAGA @CPAC',\n",
       " '#MAGA WINNING,',\n",
       " '#MAGA!',\n",
       " '#MAGA🇺🇸',\n",
       " '#MS13 #MS13',\n",
       " '#NATO2018!',\n",
       " '#NATOS',\n",
       " '#S2155,',\n",
       " '#SCOTUS',\n",
       " '#SOTU',\n",
       " '#UNGA',\n",
       " '#USA',\n",
       " '#USAF B 1B',\n",
       " '#USA🇺🇸',\n",
       " '#USMC242',\n",
       " '#USVI.',\n",
       " '#USVI. @FEMA',\n",
       " '#WEF18',\n",
       " '$1.4',\n",
       " '$1.6',\n",
       " '$1.6 $700',\n",
       " '$1.6B U.S.A.',\n",
       " '$1.7 CASH',\n",
       " '$16.3+ 9.2%',\n",
       " '$20,000,000',\n",
       " '$500 DOWN,',\n",
       " '$700 $716',\n",
       " '$700,000',\n",
       " '$729M',\n",
       " '$800',\n",
       " '$972,000 GPS. $12,400,000 DNC.',\n",
       " \"'16. C.M.\",\n",
       " \"'18.\",\n",
       " '(#HR873.)',\n",
       " '($700,000)',\n",
       " '(110',\n",
       " '(5 10',\n",
       " '(@FLOTUS.)',\n",
       " '(AAA).',\n",
       " '(D VA),',\n",
       " '(D.C.) 4:00 P.M.',\n",
       " '(DACA)',\n",
       " '(DMD),',\n",
       " '(H.R. 2142)',\n",
       " '(HMX 1)',\n",
       " '(SEAL)',\n",
       " '(U.S.',\n",
       " '(USA)',\n",
       " '*NOT*',\n",
       " '.....',\n",
       " '.....I',\n",
       " '....8 U.S.',\n",
       " '....@NASCAR',\n",
       " '....“$17',\n",
       " '...9',\n",
       " '...I',\n",
       " '...NFL DOWN. U.S.',\n",
       " '...U.S.A.',\n",
       " '.@CNN FLAG, ANTHEM, COUNTRY.',\n",
       " '.@FLOTUS',\n",
       " '.@G7',\n",
       " '.@NFL:',\n",
       " '.@POTUS',\n",
       " '.@POTUS #FOSTA #SESTA',\n",
       " '.@POTUS #TRUMP🇺🇸 @FLOTUS🌺 HOPELESS...YOU HOPE! INSPIRE ALL! #MAGA #USA',\n",
       " '.@POTUS #USA',\n",
       " '.@POTUS @FLOTUS',\n",
       " '.@POTUS @FLOTUS @LVMPD',\n",
       " '.@POTUS @FLOTUS @UMCSN',\n",
       " '.@POTUS U.S.',\n",
       " '.@POTUS:',\n",
       " '.@POTUS’',\n",
       " '.@USCG',\n",
       " '.@VP',\n",
       " '1/2%.',\n",
       " '1/20 35,000 ISIS 17,500',\n",
       " '10,000',\n",
       " '100%',\n",
       " '100,000 MIGHT SECOND',\n",
       " '10:00',\n",
       " '10:00 A.M.',\n",
       " '10:00 A.M. ENJOY!',\n",
       " '10:00.',\n",
       " '116%',\n",
       " '11:00 A.M.',\n",
       " '11:30 A.M.',\n",
       " '12,000 10,000',\n",
       " '15 0',\n",
       " '15%.',\n",
       " '15,000',\n",
       " '18,589 2016, 25,075',\n",
       " '19,000 RESPECTING',\n",
       " '1944,',\n",
       " '1960, 20,000 185,000',\n",
       " '1969”',\n",
       " '1973.',\n",
       " '1:00 P.M.',\n",
       " '2,000',\n",
       " '2,000,000',\n",
       " '2,500',\n",
       " '20,295 @POTUS',\n",
       " '200%',\n",
       " '2000\"',\n",
       " '2000....A',\n",
       " '2000”',\n",
       " '2004\"',\n",
       " '2008”',\n",
       " '2014,',\n",
       " '2016/2017',\n",
       " '2017,',\n",
       " '2017.',\n",
       " '2018!',\n",
       " '2018,',\n",
       " '2018. #MAGA',\n",
       " '2020.',\n",
       " '2020?',\n",
       " '219,000 185,000 ADP”',\n",
       " '22,000 18,000',\n",
       " '223,000',\n",
       " '227 205.',\n",
       " '23,000',\n",
       " '24,000',\n",
       " '24/7 CNN, ABC, NBC, CBS, NYTIMES WAPO,',\n",
       " '25%, U.S.',\n",
       " '25,000',\n",
       " '25,000.',\n",
       " '2:00 A.M.',\n",
       " '3.9%',\n",
       " '3/4:',\n",
       " '300,000',\n",
       " '31,174',\n",
       " '33,000',\n",
       " '33,000 $145,000,000',\n",
       " '3:00 P.M. N.J.',\n",
       " '3:30 P.M.',\n",
       " '4.1%,',\n",
       " '4.1%, $5.4',\n",
       " '4.1%. 2.6%,',\n",
       " '4/9/18,',\n",
       " '400,000 GREAT WOMEN D.C.',\n",
       " '45%,',\n",
       " '45.6',\n",
       " '49%,',\n",
       " '50%,',\n",
       " '50,000',\n",
       " '500,000',\n",
       " '55,000 6,000,000',\n",
       " '59%,',\n",
       " '6.8%,',\n",
       " '60...',\n",
       " '69 30,',\n",
       " '6:00 A.M.',\n",
       " '6:15 A.M. NOW!',\n",
       " '7:00 P.M.',\n",
       " '7:00 P.M. #MAGA🇺🇸',\n",
       " '7:15.',\n",
       " '7:45',\n",
       " '8:18 A.M.',\n",
       " '8:30',\n",
       " '8:30.',\n",
       " '9,000',\n",
       " '93 5 5/31/99.',\n",
       " '95.1%',\n",
       " '9:00 A.M.',\n",
       " '9:00 P.M.',\n",
       " '@ABC',\n",
       " '@ABC @CNN.',\n",
       " '@ABC:',\n",
       " '@CBS',\n",
       " '@CIA!',\n",
       " '@CNBC',\n",
       " '@CNN',\n",
       " '@CNN @MSNBC',\n",
       " '@CNN @NBC.',\n",
       " '@CNN!',\n",
       " '@CNN, FAKE,',\n",
       " '@CNN.',\n",
       " '@DRUDGE_REPORT:',\n",
       " '@DRUDGE_REPORT: +37,000...',\n",
       " '@DRUDGE_REPORT: RECORD 155,965,000 EMPLOYED',\n",
       " '@FEMA',\n",
       " '@FEMA,',\n",
       " '@FLOTUS',\n",
       " '@FLOTUS @JBA_NAFW.',\n",
       " '@FLOTUS THANK',\n",
       " '@FLOTUS THANK GREAT WORK!',\n",
       " '@FLOTUS 🇺🇸🇺🇸🇺🇸',\n",
       " '@FLOTUS!',\n",
       " '@FLOTUS:',\n",
       " '@FLOTUS: @JBA_NAFW',\n",
       " '@GOP #MAGA 🇺🇸🇺🇸🇺🇸',\n",
       " '@GOP:',\n",
       " '@GOP: .@POTUS:',\n",
       " '@JBA_NAFW HISTORIC CUTS',\n",
       " '@JPN_PMO',\n",
       " '@LOUDOBBS TRUE!',\n",
       " '@NASA',\n",
       " '@NASCAR',\n",
       " '@NFIB:',\n",
       " '@NRA.',\n",
       " '@NVGOP! #MAGA',\n",
       " '@POT',\n",
       " '@POTUS',\n",
       " '@POTUS #MAGA',\n",
       " '@POTUS 863,000',\n",
       " '@POTUS @FLOTUS @MELANIATRUMP',\n",
       " '@POTUS @FLOTUS @USCG',\n",
       " '@POTUS @GES2017.',\n",
       " '@POTUS POTUS',\n",
       " '@POTUS THANK',\n",
       " '@POTUS U.S. #DPRK',\n",
       " \"@POTUS'\",\n",
       " \"@POTUS' #MAGA\",\n",
       " '@POTUS.',\n",
       " '@TBN.',\n",
       " '@UN...',\n",
       " '@USCG 24/7/365. THANK',\n",
       " '@USCG,',\n",
       " '@USCIS U.S.',\n",
       " '@USUN GREAT #USA🇺🇸',\n",
       " '@VFWHQ',\n",
       " '@VP:',\n",
       " '@VP: .@POTUS',\n",
       " '@VP: @POTUS',\n",
       " '@VP: TRUMP CUTS,',\n",
       " '@VSPPIO',\n",
       " '@WEF!',\n",
       " '@WSJ @CFPB',\n",
       " '@WWE',\n",
       " 'A.G.',\n",
       " 'A.G. 33,000',\n",
       " 'A.G. FISA',\n",
       " 'A.G.,',\n",
       " 'A.P.',\n",
       " 'ABC, NBC,',\n",
       " 'ADDITIONAL',\n",
       " 'AGENDA,',\n",
       " 'ALL TIME',\n",
       " 'ALL TIME RECORD OPTIMISM!',\n",
       " 'ALWAYS',\n",
       " 'AMERICA AMERICA DETERMINED',\n",
       " \"AMERICA DON'T WORSHIP GOVERNMENT WORSHIP\",\n",
       " 'AMERICA FIRST!',\n",
       " 'AMERICA NATION',\n",
       " 'AMERICA OPEN BUSINESS!',\n",
       " 'AMERICA!',\n",
       " 'AMERICA, AMERICAN AMERICA',\n",
       " 'AMERICAN CITIZENS FIRST!',\n",
       " 'AMERICAN PEOPLE FIRST!',\n",
       " 'AMERICAN SAILOR BEST',\n",
       " 'AMERICAN VICTIMS ILLEGAL IMMIGRATION.',\n",
       " 'AMERICANS FIRST.',\n",
       " 'AMVETS',\n",
       " 'ANARCHY',\n",
       " 'ANGER UNITY $12,000,000?),....',\n",
       " 'ASAP EVER',\n",
       " 'ASAP.',\n",
       " 'AUSTIN BOMBING SUSPECT DEAD.',\n",
       " 'AWOL',\n",
       " 'BACK! BILLIONS',\n",
       " 'BADLY DACA',\n",
       " 'BAILOUTS BAILOUTS',\n",
       " 'BASE',\n",
       " 'BEAT',\n",
       " 'BEFORE',\n",
       " 'BENCH',\n",
       " 'BEST MAKE AMERICA GREAT AGAIN',\n",
       " 'BETTER',\n",
       " 'BEWARE!',\n",
       " 'BILLION',\n",
       " 'BILLION DOLLARS',\n",
       " 'BILLION U.S.A., BILL',\n",
       " 'BOOK MUST READ!',\n",
       " 'BOOM!',\n",
       " 'BOOM!!',\n",
       " 'BOOMING',\n",
       " 'BOOMING,',\n",
       " 'BORDER WALL',\n",
       " 'BOYCOTT YOU! #NFL #MAGA',\n",
       " 'BRAVE ONCE MORE',\n",
       " 'BREAKING:',\n",
       " 'BUILD WALL,',\n",
       " 'BUST.',\n",
       " 'CFPB,',\n",
       " 'CFPB.',\n",
       " 'CHAIN MIGRATION',\n",
       " 'CHANGE LAWS!',\n",
       " 'CHAOS',\n",
       " 'CHEMICAL',\n",
       " 'CHIP',\n",
       " 'CIA!',\n",
       " 'CIA,',\n",
       " 'CIA.',\n",
       " 'CLASSIFIED',\n",
       " 'CNN,',\n",
       " 'CNN, ABC, CBS?',\n",
       " 'CNN.',\n",
       " 'CNN’S CNN, MOST TRUSTED NAME NEWS.',\n",
       " 'CNN” CNN.',\n",
       " 'COLDEST',\n",
       " 'COLLUSION',\n",
       " 'COLLUSION OBSTRUCTION.',\n",
       " 'COLLUSION!',\n",
       " 'COMMANDER IN CHIEF’S TROPHY!',\n",
       " 'CONGRATULATIONS U.S. GOLD!',\n",
       " 'CONGRATULATIONS!',\n",
       " 'COSTLY',\n",
       " 'COUNTRY, COMMUNITIES, GREAT AMERICAN WORKERS!',\n",
       " 'CPAC',\n",
       " 'CPAC STRAW POLL RESULTS: APPROVE PRESIDENT TRUMP DOING',\n",
       " 'CRAZY!',\n",
       " 'CUTS',\n",
       " 'CUTS JOBS ACT!',\n",
       " 'CUTS JOBS ACT:',\n",
       " 'CUTS REFORM!',\n",
       " 'CUTS U.S.',\n",
       " 'CUTS,',\n",
       " 'CUTS, MILLION',\n",
       " 'D.C.',\n",
       " 'D.C. @POTUS',\n",
       " 'D.C. THAT GREAT STATE',\n",
       " 'D.C.,',\n",
       " 'DACA',\n",
       " 'DACA DACA',\n",
       " 'DACA STRONG WALL',\n",
       " 'DACA WALL',\n",
       " 'DACA!',\n",
       " 'DACA! DACA',\n",
       " 'DACA)',\n",
       " 'DACA,',\n",
       " 'DACA.',\n",
       " 'DACA.”',\n",
       " 'DACA: DACA',\n",
       " 'DEAD',\n",
       " 'DEATH PENALTY!',\n",
       " 'DELIVER',\n",
       " 'DEMS!',\n",
       " 'DHS, @CBP,',\n",
       " 'DIGENOVA, U.S.',\n",
       " 'DNC.',\n",
       " 'DOJ,',\n",
       " 'DON’T HAVE STEEL, DON’T HAVE COUNTRY!',\n",
       " 'DOW, NASDAQ #MAGA',\n",
       " 'DOWN',\n",
       " 'DOWN.',\n",
       " 'DREAMERS INNOVATORS',\n",
       " 'E.U. U.S.',\n",
       " 'ENFORCE PROTECT SUPPORT #LESM',\n",
       " 'EPA.',\n",
       " 'ESPN',\n",
       " 'ESPN RECORD',\n",
       " 'EVER @POTUS',\n",
       " 'EVER WSJ.',\n",
       " 'EVER, S.C.:',\n",
       " 'EVERY SINGLE AFTER,',\n",
       " 'EVERYONE',\n",
       " 'EVIDENCE COLLUSION....I',\n",
       " 'F 35 U.S.',\n",
       " 'FACE',\n",
       " 'FAIR FAMILIES STAY AMERICA, GROW AMERI',\n",
       " 'FAIR STAY GROW',\n",
       " 'FAIR TRADE!',\n",
       " 'FAKE',\n",
       " 'FAKE NEWS',\n",
       " 'FAKE NEWS!',\n",
       " 'FAKE!',\n",
       " 'FANTASTIC USA!',\n",
       " 'FAST',\n",
       " 'FBI)',\n",
       " 'FBI,',\n",
       " 'FBI.',\n",
       " 'FEMA',\n",
       " 'FEMA GREAT',\n",
       " 'FEMA,',\n",
       " 'FEMA, P.R.',\n",
       " 'FEMA.',\n",
       " 'FIFTH 2017! #DOW24K #MAGA',\n",
       " 'FILES',\n",
       " 'FINDINGS:',\n",
       " 'FIRED,',\n",
       " 'FISA',\n",
       " 'FLAG GREAT COUNTRY!',\n",
       " 'FLORIDA',\n",
       " 'FLORIDA EVERY SINGLE AFTER,',\n",
       " 'FLOTUS POTUS HEROES',\n",
       " 'FOUNDERS FREEDOM FREEDOM GIFT GOD.',\n",
       " 'FREEDOM',\n",
       " 'FRONT PAGE',\n",
       " 'FUTURE',\n",
       " 'GOAL U.S.',\n",
       " 'GOOD',\n",
       " 'GOODLATTE',\n",
       " 'GOP”',\n",
       " 'GPS,',\n",
       " 'GRATEFUL NATION, THANK (HEROES)',\n",
       " 'GREAT',\n",
       " 'GREAT (3.0',\n",
       " 'GREAT 100%! \"ISIS CJTF–OIR',\n",
       " 'GREAT AMERICAN FLAG.',\n",
       " 'GREAT BLESS TEXAS BLESS USA🇺🇸',\n",
       " 'GREAT CUTS!',\n",
       " 'GREAT EVENING',\n",
       " 'GREAT HONOR BRAVE HEROES @USMC THANK',\n",
       " 'GREAT MILITARY.',\n",
       " 'GREAT NATION! #USA🇺🇸',\n",
       " 'GREAT NYPD,',\n",
       " 'GREAT U.S.',\n",
       " 'GREAT U.S. FEMA',\n",
       " 'GREAT VETERANS',\n",
       " 'GREAT VETS,',\n",
       " 'GREAT VETS.',\n",
       " 'GREAT!',\n",
       " 'GREAT. WINNING AGAIN!',\n",
       " 'GUILT SOMETHING!',\n",
       " 'H.R. 267,',\n",
       " 'HANDED',\n",
       " 'HAPPY 100TH BIRTHDAY',\n",
       " 'HAPPY BIRTHDAY',\n",
       " 'HAPPY BIRTHDAY @USCG!',\n",
       " 'HAPPY EASTER!',\n",
       " 'HAPPY THANKSGIVING!',\n",
       " 'HAPPY THANKSGIVING, EVER,',\n",
       " 'HAPPY YEAR! MAKING AMERICA GREAT AGAIN,',\n",
       " 'HATE',\n",
       " 'HAVE GREAT LIFE!',\n",
       " 'HEARS YOUR VOICE YOUR BACK.',\n",
       " 'HERO',\n",
       " 'HEROES',\n",
       " 'HEROES.',\n",
       " 'HISTORIC',\n",
       " 'HISTORIC $15,000,000,000',\n",
       " 'HISTORIC CUTS',\n",
       " 'HISTORIC RELIEF',\n",
       " 'HISTORY EVER',\n",
       " 'HISTORY.',\n",
       " 'HOME.',\n",
       " 'HONOR MEDAL VALOR',\n",
       " 'HOUSE INTELLIGENCE COMMITTEE HAS, AFTER MONTH LONG IN DEPTH INVESTIGATION, FOUND EVIDENCE COLLUSION',\n",
       " 'HOUSE REPUBLICANS SHOULD PASS STRONG FAIR IMMIGRATION BILL, KNOWN GOODLATTE THEIR AFTERNOON VOTE',\n",
       " 'I.T.',\n",
       " 'ICE,',\n",
       " 'ICE.',\n",
       " 'IDEA.',\n",
       " 'IMMEDIATELY',\n",
       " 'IMPROVE INCREASE LOWER COSTS HEALTHCARE!',\n",
       " 'INCREDIBLE U.S. 🇺🇸🇰🇷',\n",
       " 'INSANE IMMIGRATION LAWS NOW!',\n",
       " 'INTELLIGENCE LEAK A.G.',\n",
       " 'ISIS',\n",
       " 'ISIS .....',\n",
       " 'ISIS ISIS 26,000 13,200',\n",
       " 'ISIS SHOULD DEATH PENALTY!',\n",
       " 'ISIS,',\n",
       " 'JINPING',\n",
       " 'JINPING JONG',\n",
       " 'JOBS!',\n",
       " 'JOBS! E.U. U.S. STOP!',\n",
       " 'JOBS, JOBS, JOBS',\n",
       " 'JOBS, JOBS, JOBS!',\n",
       " 'JOBS, JOBS, JOBS! #MAGA',\n",
       " 'JUST OUT: 3.9% WITCH HUNT!',\n",
       " 'KKK,',\n",
       " 'KOREAN END! GREAT',\n",
       " 'KORUS!',\n",
       " 'L.G.',\n",
       " 'LAST',\n",
       " 'LAYER',\n",
       " 'LEAKER LIAR.',\n",
       " 'LEAKS A.G.',\n",
       " 'LEAKS NEWS',\n",
       " 'LEFT',\n",
       " 'LIED! LIED! LIED!',\n",
       " 'LIVE',\n",
       " 'LIVE #MAGA',\n",
       " 'LIVE #USA🇺🇸',\n",
       " 'LOST',\n",
       " 'LOVE',\n",
       " 'LOVE ALL!',\n",
       " 'LOVE VEGAS!',\n",
       " 'LOWER RIPOFF DRUG PRICES!',\n",
       " 'LOWEST RATE EVER RECORDED!',\n",
       " 'MAGA',\n",
       " 'MAGA!',\n",
       " 'MAGA.',\n",
       " 'MAGNIFICENT',\n",
       " 'MAKE AMERICA',\n",
       " 'MAKE AMERICA GREAT AGAIN',\n",
       " 'MAKE AMERICA GREAT AGAIN #MAGA🇺🇸',\n",
       " 'MAKE AMERICA GREAT AGAIN RALLY!',\n",
       " 'MAKE AMERICA GREAT AGAIN!',\n",
       " 'MAKE CHANGE!',\n",
       " 'MAKING AMERICA GREAT AGAIN!',\n",
       " 'MAKING AMERICA SAFE GREAT AGAIN! #MAGA',\n",
       " 'MANY TIMES.”',\n",
       " 'MANY TIMES”',\n",
       " 'MASSIVE',\n",
       " 'MASSIVE WALL!',\n",
       " 'MASTERS',\n",
       " 'MATCH BLESSINGS',\n",
       " 'MEETING,',\n",
       " 'MERIT BASED',\n",
       " 'MERRY CHRISTMAS!!',\n",
       " 'MERRY CHRISTMAS!!!',\n",
       " 'MILLION',\n",
       " 'MISSION',\n",
       " 'MORE',\n",
       " 'MOST DISHONEST CORRUPT MEDIA AWARDS YEAR 5:00',\n",
       " 'MS 13',\n",
       " 'MS 13 ASAP!',\n",
       " 'MS 13 GANGS ICE!',\n",
       " 'MS 13 MAKE AMERICA SAFE AGAIN!',\n",
       " 'MS 13!',\n",
       " 'MS 13.',\n",
       " 'MSNBC',\n",
       " 'MUCH',\n",
       " 'MUCH CNN, U.S.,',\n",
       " 'MUST MAKE AMERICA GREAT AGAIN!',\n",
       " 'N.J.,',\n",
       " 'N.K.',\n",
       " 'N.Y.',\n",
       " 'NAFTA',\n",
       " 'NAFTA,',\n",
       " 'NASA,',\n",
       " 'NASCAR',\n",
       " 'NASCAR 500.',\n",
       " 'NATION',\n",
       " 'NATION, GREAT AMERICAN WORKERS!',\n",
       " 'NATIONAL PUBLIC HEALTH EMERGENCY',\n",
       " 'NATO',\n",
       " 'NATO MORE, LESS.',\n",
       " 'NATO!',\n",
       " 'NATO,',\n",
       " 'NATO, MUCH GDP.',\n",
       " 'NATO.',\n",
       " 'NATO. U.S.',\n",
       " 'NCAA',\n",
       " 'NEVER',\n",
       " 'NEVER HEROES',\n",
       " 'NEVER NOW.',\n",
       " 'NEVER U.S.',\n",
       " 'NEVER, EVER THREATEN UNITED STATES AGAIN WILL SUFFER CONSEQUENCES LIKE',\n",
       " 'NEWS',\n",
       " 'NEWS ALERT:',\n",
       " 'NEWS ALERT: U.S.',\n",
       " 'NEWS EXCLUSIVE:',\n",
       " 'NEWS MANY',\n",
       " 'NFL!',\n",
       " 'NORTHCOM SOUTHCOM.',\n",
       " 'NOT!',\n",
       " 'NOTHING',\n",
       " 'NOTHING,',\n",
       " 'NOW!',\n",
       " 'NOW! JOKE!',\n",
       " 'NRA!',\n",
       " 'NRA,',\n",
       " 'NYC, U.S.A.!',\n",
       " 'NYC.',\n",
       " 'OPEC',\n",
       " 'OPEN BUSINESS U.S.',\n",
       " 'OPIOID CRISIS:',\n",
       " 'OTHER',\n",
       " 'OWNED',\n",
       " 'P.M.',\n",
       " 'P.M.,',\n",
       " 'P.R.',\n",
       " 'PARDON',\n",
       " 'PATRIOT ☑️LOVE',\n",
       " 'PEOPLE',\n",
       " 'PEOPLE BELIEVE MAJOR NATIONAL NEWS ORGS FABRICATE STORIES ABOUT FAKE NEWS,',\n",
       " 'POLITICO',\n",
       " \"POTUS' 9/29/17\",\n",
       " \"POTUS' ☑️NASDAQ\",\n",
       " 'PROBABLY',\n",
       " 'PROMISES KEPT!',\n",
       " 'PROSPERITY, OPPORTUNITY, DOMINANCE,',\n",
       " 'PROTECT COMRADES,',\n",
       " 'PROUD',\n",
       " 'PROUD FARMING LEGACY.',\n",
       " 'PROUDLY',\n",
       " 'READ:',\n",
       " 'REAL PRIDE COUNTRY #USA🇺🇸',\n",
       " 'REALLY DON’T CARE,',\n",
       " 'REBUILD',\n",
       " 'RECORD HIGH 500!',\n",
       " 'RECORD HIGHS!',\n",
       " 'REFUS',\n",
       " 'REGISTER. P.O.',\n",
       " 'RELATED',\n",
       " 'REMEMBER PEARL',\n",
       " 'REPORT BOMBSHELL:',\n",
       " 'REPUBLICAN LEADERSHIP, WINNING AGAIN RESPECTED',\n",
       " 'REQUESTED',\n",
       " 'RESIST.',\n",
       " 'RESPECT',\n",
       " 'REST PEACE BILLY GRAHAM!',\n",
       " 'RESTORE AMERICAN PROSPERITY RECLAIM AMERICA’S DESTINY.',\n",
       " 'RICK SACCONE,',\n",
       " 'RIGGED H....',\n",
       " 'RIGHT DODD FRANK.',\n",
       " 'RIGHT TIME. TOGETHER',\n",
       " 'RISES POINTS YEAR FIRST TIME EVER MAKE AMERICA GREAT AGAIN!',\n",
       " 'RUSH LIMBAUGH',\n",
       " 'S.C., MS 13',\n",
       " 'SAFE SAFE',\n",
       " 'SAFE!',\n",
       " 'SECOND AMENDMENT WILL NEVER REPEALED!',\n",
       " 'SECRETLY',\n",
       " 'SECURITY BASED! AMERICA SAFE',\n",
       " 'SHUTDOWN',\n",
       " 'SICK!',\n",
       " 'SNL,',\n",
       " 'SOVEREIGN INDEPENDENT',\n",
       " 'SPECTACULAR!',\n",
       " 'SPIRIT HEREOS',\n",
       " 'SPYGATE',\n",
       " 'SPYING',\n",
       " 'STAND',\n",
       " 'STAND COUNTRY',\n",
       " 'STAR',\n",
       " 'STEEL BACK VERY',\n",
       " 'STOP',\n",
       " 'STRONGER',\n",
       " 'SUPREME COURT UPHOLDS TRUMP TRAVEL BAN.',\n",
       " 'T.V.',\n",
       " 'TAPE!',\n",
       " 'TAXES AMERICA FIRST. WORKERS, COMMUNIT',\n",
       " 'TEAMWORK!',\n",
       " 'TERMINATE',\n",
       " 'TEXAS: EVERY SINGLE AFTER,',\n",
       " 'TEXTS BOMBSHELLS!',\n",
       " 'THANK',\n",
       " 'THANK 24/7/365',\n",
       " 'THANK @NFIB! #NFIB75',\n",
       " 'THANK ASIA! #USA🇺🇸',\n",
       " 'THANK GREA',\n",
       " 'THANK GREAT',\n",
       " 'THANK HEROES',\n",
       " 'THANK INSPIRE',\n",
       " 'THANK MAKING AMERICA GREAT AGAIN!',\n",
       " 'THANK RULE LAW! LESS SAFE!',\n",
       " 'THANK U.S.',\n",
       " 'THANK YOU!',\n",
       " 'THANKS.\"',\n",
       " 'THEY LOSE FORTUNE,',\n",
       " 'TOGETHER, #MAGA🇺🇸',\n",
       " 'TONIGHT',\n",
       " 'TONIGHT:',\n",
       " 'TOTAL BOMB',\n",
       " 'TOTAL HOAX.',\n",
       " 'TOTAL WITCH HUNT!!!',\n",
       " 'TOTALLY UNTRUE',\n",
       " 'TPP,',\n",
       " 'TRADE',\n",
       " 'TREMENDOUS',\n",
       " 'TRILLION',\n",
       " 'TRUE.',\n",
       " 'TRUMP!!',\n",
       " 'TRUST.',\n",
       " 'TUNE',\n",
       " 'TUNE TONIGHT',\n",
       " 'U.N.',\n",
       " 'U.S.',\n",
       " 'U.S. #FEMA GREAT',\n",
       " 'U.S. #GES2017',\n",
       " 'U.S. #USA🇺🇸',\n",
       " 'U.S. $1.50',\n",
       " 'U.S. 15,000',\n",
       " 'U.S. 1973.',\n",
       " 'U.S. 2002. 2004.',\n",
       " 'U.S. 2004”',\n",
       " 'U.S. 2015: 2016: 2017: 2018:',\n",
       " 'U.S. 209,000 4.3%',\n",
       " 'U.S. 270%',\n",
       " 'U.S. 9:00 A.M.',\n",
       " 'U.S. C 130',\n",
       " 'U.S. CEO,',\n",
       " 'U.S. CNN!',\n",
       " 'U.S. COAL PRODUCTION',\n",
       " 'U.S. CRAZY!',\n",
       " 'U.S. FEMA',\n",
       " 'U.S. JOBS',\n",
       " 'U.S. LOWER PRICES!',\n",
       " 'U.S. MARKETS FROM ELECTION 11/8/2016}',\n",
       " 'U.S. STRONG',\n",
       " 'U.S. U.S. NATO,',\n",
       " 'U.S. WEAK WEAK',\n",
       " 'U.S. WIN!',\n",
       " 'U.S. [@USCG]',\n",
       " 'U.S.,',\n",
       " 'U.S.A.',\n",
       " 'U.S.A. BEST',\n",
       " 'U.S.A.,',\n",
       " 'UCLA',\n",
       " 'UNCONSTITUTIONAL!',\n",
       " 'UNITY',\n",
       " 'UNNECESSARY',\n",
       " 'USA!',\n",
       " 'USA,',\n",
       " 'V.A.',\n",
       " 'VERY',\n",
       " 'VERY DANGEROUS SOUTHERN BORDER, WALL',\n",
       " 'VERY EXPENSIVE',\n",
       " 'VETO 800,000 DACA',\n",
       " 'VIDEO: @FEMA #USVI',\n",
       " 'VOTE',\n",
       " 'W.H.',\n",
       " 'WALL!',\n",
       " 'WALL,',\n",
       " 'WALL.',\n",
       " 'WATCH LIVE: WBZ)',\n",
       " 'WEAK',\n",
       " 'WEEKLY ADDRESS🇺🇸',\n",
       " 'WELCOME HOME JOSH!',\n",
       " 'WELCOME HOME!',\n",
       " 'WHY? #MAGA!',\n",
       " 'WILL PROTECT SOUTHERN BORDER!',\n",
       " 'WIN!',\n",
       " \"WIN. IT'S TIME!\",\n",
       " 'WINNING!',\n",
       " 'WITCH HUNT',\n",
       " 'WITCH HUNT!',\n",
       " 'WITH FLORIDA! 1 800 342 3557 1 800 FL HELP 1',\n",
       " 'WOMEN BLUE.',\n",
       " 'WONDERFUL MAGNIFICENT',\n",
       " 'WORKERS FAMILIES',\n",
       " 'WORKING TOGETHER,',\n",
       " 'WORST',\n",
       " 'WOUNDED WARRIORS',\n",
       " 'WOW!',\n",
       " 'WOW, CANNOT',\n",
       " 'YEAR LONG.',\n",
       " 'YOU!',\n",
       " \"YOU'RE FIRED.\",\n",
       " 'YOU:',\n",
       " 'ZERO',\n",
       " 'ZTE,',\n",
       " 'ZTE, U.S.',\n",
       " '“1000',\n",
       " '“90%',\n",
       " '“ABC',\n",
       " '“ANTI TRUMP AGENT CLINTON EMAIL PROBE”',\n",
       " '“BET',\n",
       " '“FBI',\n",
       " '“FBI STOP ELECTI',\n",
       " '“FX” @FLOTUS THANK GREAT',\n",
       " '“GOP',\n",
       " '“ICE $43M',\n",
       " '“MS 13',\n",
       " '“OBAMA KEPT THEM CAGES, WRAPPED THEM FOIL”',\n",
       " '“OUT,”',\n",
       " '“SHADOW BANNING”',\n",
       " '“SPIED TRUMP CAMPAIGN WITH EMBEDDED INFORMANT.”',\n",
       " '“SPYGATE.”',\n",
       " '“THE RUSSIA HOAX, ILLICIT SCHEME CLEAR HILLARY CLINTON',\n",
       " '“U.S.',\n",
       " '“WHAT HAPPENED” KNOW!',\n",
       " '“WHERE WORLD BARACK OBAMA?”',\n",
       " '”DEPLORABLES” MASSIVE (304 227)',\n",
       " '✅”US',\n",
       " 'ありがとうございます',\n",
       " 'トランプ大統領による、初の、歴史的な日本訪問は、間違いなく、日米同盟の揺るぎない絆を世界に示すことができました。 本当にありがとう、ドナルド。そして、アジア歴訪の大成功をお祈りしています。',\n",
       " 'フロリダに到着し、早速トランプ大統領との首脳会談に臨みました。今日は、大半を北朝鮮問題に費やし、非常に重要な点で認識を一致させることができました。 「日本のために最善となるようベストを尽くす」 トランプ大統領は、来る米朝首脳会談で拉致問題を取り上げ',\n",
       " '🇺🇸🇬🇧',\n",
       " '🇺🇸🇮🇹',\n",
       " '🇺🇸🇰🇷#UNGA',\n",
       " '🇺🇸🇵🇷',\n",
       " '🇺🇸🇺🇸🇺🇸',\n",
       " '🔥@TPUSA']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(trump_yelling.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving and cleanup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing 'all_statuses' (list) to file 'all_statuses.txt'.\n",
      "Writing 'text_and_date' (list) to file 'text_and_date.txt'.\n",
      "Writing 'trimmed1' (list) to file 'trimmed1.txt'.\n",
      "Writing 'trimmed2' (list) to file 'trimmed2.txt'.\n",
      "Writing 'trump_yelling' (Counter) to file 'trump_yelling.txt'.\n"
     ]
    }
   ],
   "source": [
    "%store all_statuses > all_statuses.txt\n",
    "%store text_and_date > text_and_date.txt\n",
    "%store trimmed1 > trimmed1.txt\n",
    "%store trimmed2 > trimmed2.txt\n",
    "%store trump_yelling > trump_yelling.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%store -r"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}