Twitter_Association_Rule_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: {'User-Agent': 'Mozilla/5.0 (compatible, MSIE 11, Windows NT 6.3; Trident/7.0; rv:11.0) like Gecko', 'X-Requested-With': 'XMLHttpRequest'}\n",
      "INFO: queries: ['코로나 since:2020-05-01 until:2020-05-02', '코로나 since:2020-05-02 until:2020-05-04', '코로나 since:2020-05-04 until:2020-05-05', '코로나 since:2020-05-05 until:2020-05-07', '코로나 since:2020-05-07 until:2020-05-08', '코로나 since:2020-05-08 until:2020-05-10', '코로나 since:2020-05-10 until:2020-05-11', '코로나 since:2020-05-11 until:2020-05-13', '코로나 since:2020-05-13 until:2020-05-14', '코로나 since:2020-05-14 until:2020-05-16', '코로나 since:2020-05-16 until:2020-05-17', '코로나 since:2020-05-17 until:2020-05-19', '코로나 since:2020-05-19 until:2020-05-20', '코로나 since:2020-05-20 until:2020-05-22', '코로나 since:2020-05-22 until:2020-05-23', '코로나 since:2020-05-23 until:2020-05-25', '코로나 since:2020-05-25 until:2020-05-26', '코로나 since:2020-05-26 until:2020-05-28', '코로나 since:2020-05-28 until:2020-05-29', '코로나 since:2020-05-29 until:2020-05-31']\n",
      "INFO: Got 683 tweets (683 new).\n",
      "INFO: Got 1365 tweets (682 new).\n",
      "INFO: Got 2052 tweets (687 new).\n",
      "INFO: Got 2770 tweets (718 new).\n",
      "INFO: Got 3479 tweets (709 new).\n",
      "INFO: Got 4200 tweets (721 new).\n",
      "INFO: Got 4891 tweets (691 new).\n",
      "INFO: Got 5556 tweets (665 new).\n",
      "INFO: Got 6243 tweets (687 new).\n",
      "INFO: Got 6952 tweets (709 new).\n",
      "INFO: Got 7658 tweets (706 new).\n",
      "INFO: Got 8347 tweets (689 new).\n",
      "INFO: Got 9055 tweets (708 new).\n",
      "INFO: Got 9758 tweets (703 new).\n",
      "INFO: Got 10438 tweets (680 new).\n",
      "INFO: Got 11168 tweets (730 new).\n",
      "INFO: Got 11886 tweets (718 new).\n",
      "INFO: Got 12569 tweets (683 new).\n",
      "INFO: Got 13268 tweets (699 new).\n",
      "INFO: Got 13998 tweets (730 new).\n"
     ]
    }
   ],
   "source": [
    "import datetime \n",
    "from twitterscraper.query import query_tweets \n",
    "\n",
    "keyword = '코로나' \n",
    "f = open('c:/data/twitter/twitter_5m.txt',mode='w',encoding='utf-8') \n",
    "list_of_tweets = query_tweets(keyword, \n",
    "                              begindate=datetime.date(2020,5,1), \n",
    "                              enddate=datetime.date(2020,5,31)) \n",
    "\n",
    "for tweet in list_of_tweets: \n",
    "    f.write(str(tweet.text)+'\\n') \n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from konlpy.tag import Hannanum\n",
    "import pandas as pd\n",
    "def flatten(items): #2차원 리스트를 1차원 리스트로 변환\n",
    "        flatList=[]\n",
    "        for elem in items:\n",
    "            if type(elem) == list: #자료형이 리스트이면\n",
    "                for e in elem: #개별 원소를 추가\n",
    "                    flatList.append(e)\n",
    "            else: #리스트가 아니면 그대로 추가\n",
    "                flatList.append(elem)\n",
    "        return flatList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "f=open(f'c:/data/twitter/twitter_5m.txt', encoding='utf-8')\n",
    "lines = f.readlines() \n",
    "f.close()\n",
    "\n",
    "han=Hannanum() #한나눔 패키지\n",
    "temp=[]\n",
    "for j in range(len(lines)):\n",
    "    a=lines[j].strip() #공백,줄바꿈,탭 제거\n",
    "    temp.append(han.nouns(a))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "코로나19    3228\n",
       "뉴스       1198\n",
       "걱정       1074\n",
       "누구       1071\n",
       "알ㅂㅏ      1040\n",
       "         ... \n",
       "택배         20\n",
       "육박         20\n",
       "국제적        20\n",
       "개인         20\n",
       "배우         20\n",
       "Length: 1000, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_list=flatten(temp)\n",
    "word_list=pd.Series([x for x in word_list if len(x)>1])\n",
    "word_list = word_list.value_counts().head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['코로나19', '뉴스', '걱정', '누구', '알ㅂㅏ', '때문', '출처', '계약금', '자택알ㅂㅏ', '예약금',\n",
       "       ...\n",
       "       '직원들', '어린이들', '확실', '삼성', '악화', '택배', '육박', '국제적', '개인', '배우'],\n",
       "      dtype='object', length=1000)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_list.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'코로나19' in word_list.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['보령시', '코로나19', '현황']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_mod = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['미국인', '방역', '최고', '한국', '중국', '다음뉴스']"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(filter(lambda x : x in word_list.index, temp[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(temp)):\n",
    "    temp[i] = list(filter(lambda x : x in word_list.index, temp[i]))\n",
    "    if len(temp[i]) != 0:\n",
    "        temp_mod.append(temp[i])\n",
    "    else:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['미국'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음뉴스'],\n",
       " ['보령시', '코로나19', '현황'],\n",
       " ['2020', '5.'],\n",
       " [],\n",
       " ['확진자', '0명'],\n",
       " ['0명'],\n",
       " [],\n",
       " ['전원', '음성'],\n",
       " [],\n",
       " ['보령시', '선별진료소'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['#코로나19'],\n",
       " ['미국인', '3명', '2명', '한국'],\n",
       " ['방역'],\n",
       " ['미국'],\n",
       " ['트럼프'],\n",
       " [],\n",
       " [],\n",
       " ['발언'],\n",
       " ['비난'],\n",
       " [],\n",
       " ['마스크', '안쓰'],\n",
       " [],\n",
       " ['김정은', '피해'],\n",
       " [],\n",
       " ['바이러스', '감염', '방지', '중단', '전화', '이용'],\n",
       " [],\n",
       " [],\n",
       " ['흑흑', '노래방'],\n",
       " ['4월', '이후', '세계', '정부'],\n",
       " ['조심'],\n",
       " ['세상', '지역', '확진자', '4명'],\n",
       " ['예전'],\n",
       " ['근데'],\n",
       " ['확진자', '10명'],\n",
       " ['출처', '경향신문', '네이버'],\n",
       " [],\n",
       " [],\n",
       " ['의료진들', '한번', '생각'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활', '출처', '네이버', '뉴스'],\n",
       " ['시장', '실패', '코로나19', '대표', '시장', '실패'],\n",
       " ['한국의', '등교개학', '대응', '방송'],\n",
       " ['#코로'],\n",
       " ['오늘'],\n",
       " [],\n",
       " [],\n",
       " ['포스트코'],\n",
       " ['거짓말'],\n",
       " ['아베'],\n",
       " ['거짓말'],\n",
       " [],\n",
       " [],\n",
       " ['아베'],\n",
       " [],\n",
       " ['코로나19'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['아베', '거짓말'],\n",
       " [],\n",
       " [],\n",
       " ['거짓말'],\n",
       " [],\n",
       " ['거짓말', '아베'],\n",
       " ['사설', '대한민국'],\n",
       " ['지금', '생활방역', '건강'],\n",
       " ['계획'],\n",
       " ['사람들', '자제'],\n",
       " [],\n",
       " [],\n",
       " ['5월', '코로나19', '현황'],\n",
       " [],\n",
       " ['미국'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음뉴스'],\n",
       " ['보령시', '코로나19', '현황'],\n",
       " ['2020', '5.'],\n",
       " [],\n",
       " ['확진자', '0명'],\n",
       " ['0명'],\n",
       " [],\n",
       " ['전원', '음성'],\n",
       " [],\n",
       " ['보령시', '선별진료소'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['#코로나19'],\n",
       " ['미국인', '3명', '2명', '한국'],\n",
       " ['방역'],\n",
       " ['미국'],\n",
       " ['트럼프'],\n",
       " [],\n",
       " [],\n",
       " ['발언'],\n",
       " ['비난'],\n",
       " [],\n",
       " ['마스크', '안쓰'],\n",
       " [],\n",
       " ['김정은', '피해'],\n",
       " [],\n",
       " ['바이러스', '감염', '방지', '중단', '전화', '이용'],\n",
       " [],\n",
       " [],\n",
       " ['흑흑', '노래방'],\n",
       " ['4월', '이후', '세계', '정부'],\n",
       " ['조심'],\n",
       " ['세상', '지역', '확진자', '4명'],\n",
       " ['예전'],\n",
       " ['근데'],\n",
       " ['확진자', '10명'],\n",
       " ['출처', '경향신문', '네이버'],\n",
       " [],\n",
       " [],\n",
       " ['의료진들', '한번', '생각'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활', '출처', '네이버', '뉴스'],\n",
       " ['시장', '실패', '코로나19', '대표', '시장', '실패'],\n",
       " ['한국의', '등교개학', '대응', '방송'],\n",
       " ['#코로'],\n",
       " ['오늘'],\n",
       " [],\n",
       " [],\n",
       " ['포스트코'],\n",
       " ['거짓말'],\n",
       " ['아베'],\n",
       " ['거짓말'],\n",
       " [],\n",
       " [],\n",
       " ['아베'],\n",
       " [],\n",
       " ['코로나19'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['아베', '거짓말'],\n",
       " [],\n",
       " [],\n",
       " ['거짓말'],\n",
       " [],\n",
       " ['거짓말', '아베'],\n",
       " ['사설', '대한민국'],\n",
       " ['지금', '생활방역', '건강'],\n",
       " ['계획'],\n",
       " ['사람들', '자제'],\n",
       " [],\n",
       " [],\n",
       " ['5월', '코로나19', '현황'],\n",
       " [],\n",
       " ['ㅎㅎ', '극복'],\n",
       " ['한국', '세계'],\n",
       " [],\n",
       " ['현금', '지원', '한국', '일본', '다음뉴스'],\n",
       " ['“코로나19'],\n",
       " ['사람들', '확산', '다음뉴스'],\n",
       " ['19'],\n",
       " ['ㅠㅠㅠㅠ', 'ㅠㅠ'],\n",
       " ['코로나', '연기'],\n",
       " ['사태', '문재', '정권'],\n",
       " ['우리'],\n",
       " ['트럼프', '2차', '유행'],\n",
       " ['“코로나19', '경제적', '어려움', '때문', '현금', '사례', '발생', '감사'],\n",
       " ['온라인', '해외'],\n",
       " ['이번', '코로나때문'],\n",
       " ['인천', '\\xa0…'],\n",
       " ['현황'],\n",
       " ['고3', '학생', '여러분', '검사', '음성', '2주', '자가격리'],\n",
       " ['궁금', '코로나때매'],\n",
       " ['상원', '중국', '기업들', '미중', '하루'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['#코로'],\n",
       " ['시진핑', '확실', '불구', '각국', '경제', '피해', '세계', '시장', '미국', '중국', '미국', '중단'],\n",
       " ['코로나19', '자체', '‘코로나19'],\n",
       " ['미국', '일본', '사망자', '이유', '언급'],\n",
       " [],\n",
       " ['사망자', '이유'],\n",
       " ['2020', 'html\\xa0…'],\n",
       " ['사람', '인간', '클럽'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['상황', '사회'],\n",
       " ['시진핑', '확실', '불구', '각국', '경제', '피해', '세계', '시장', '미국', '중국', '미국', '중단'],\n",
       " ['코로나19', '오늘', '출처', '네이버', '포스트'],\n",
       " [],\n",
       " ['누구', '전염'],\n",
       " ['소리'],\n",
       " ['처벌', '처벌', '분명'],\n",
       " ['아침', '이후', '미래'],\n",
       " [],\n",
       " ['코로나때문', '인간들', '약속', '그거', '얘기'],\n",
       " [],\n",
       " [],\n",
       " ['6월', '영화'],\n",
       " [],\n",
       " ['지랄', '세상', '것들', '유행', '누구'],\n",
       " ['하락', '코로나19', '각국', '정부', '도시', '2020년', '글로벌', '감소', '전망'],\n",
       " ['코로나19', '시작', '다음뉴스'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활방역', '다음뉴스'],\n",
       " ['코로나19', '세계적', '확산', '문화'],\n",
       " ['html\\xa0…'],\n",
       " ['5월', '기준', '광주시', '코로나19', '현황'],\n",
       " ['광주시', '확진자'],\n",
       " ['악화', '다음뉴스'],\n",
       " ['ㅠㅠㅠ', 'ㅠㅠㅠ'],\n",
       " ['ㅠㅠㅠ', 'ㅠㅠㅠㅠㅠ'],\n",
       " ['여자'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['누적', '사망자'],\n",
       " [],\n",
       " ['대한민국', '5.', '누적', '사망자'],\n",
       " [],\n",
       " [],\n",
       " ['전세계', '지금', '우리', '정부', '대통령님'],\n",
       " ['국민', '생명', '기회'],\n",
       " ['올해', '1분기', '악화', '때문', '코로나19', '타격'],\n",
       " ['html\\xa0…'],\n",
       " [],\n",
       " ['경제',\n",
       "  '재개',\n",
       "  '수요',\n",
       "  '회복',\n",
       "  '지역',\n",
       "  '수요',\n",
       "  '회복',\n",
       "  '시작',\n",
       "  '중국',\n",
       "  '수요',\n",
       "  '상태',\n",
       "  '수요',\n",
       "  '코로나19',\n",
       "  '이전',\n",
       "  '수준',\n",
       "  '시간'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['출처', '중앙일보', '네이버', '뉴스'],\n",
       " ['인터뷰', '시대', '이재명', '제안'],\n",
       " [],\n",
       " ['경제', '지급', '재난지원금'],\n",
       " ['html\\xa0…'],\n",
       " ['코로나19', '백신'],\n",
       " [],\n",
       " [],\n",
       " ['1분기', '직격탄'],\n",
       " ['이번', '활동'],\n",
       " ['아베', '헛발질', '희비', '나라', '총리', '총리', '국민'],\n",
       " ['코로나19', '우리', '우리', '어디', '우리', '행동', '사람', '사실'],\n",
       " ['학교', 'ㅅㅂ', '제목'],\n",
       " ['근데', '어제', '사람', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', '근데', '트윗'],\n",
       " ['마지막', '하나', '코로나때문', '내년'],\n",
       " ['동네', '가능', '본인', '마스크', '주문'],\n",
       " ['때문'],\n",
       " ['다행'],\n",
       " ['진단키트', '방역', '시스템'],\n",
       " ['코로나19', '방역', '관련', '방역'],\n",
       " ['#코로나19', '\\xa0…'],\n",
       " ['코로나19', '확진자', '발생'],\n",
       " [],\n",
       " [],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활방역'],\n",
       " ['input=tw\\xa0…'],\n",
       " [],\n",
       " ['신종', '코로나바이러스', '감염증(코로나19)', '감염', '증상', '환자', '때문', '방역당국'],\n",
       " ['20대', '30대', '사진', '조심'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음뉴스'],\n",
       " ['여름', '제주', 'ㅠㅠㅠㅠ'],\n",
       " [],\n",
       " ['교회'],\n",
       " ['입원', '가능성', '코로나19', '다음', '뉴스'],\n",
       " [],\n",
       " ['가격', '와중', '강행', '시장', '영향'],\n",
       " [],\n",
       " ['어제', '검사', '결과'],\n",
       " ['지금', '다음뉴스'],\n",
       " ['세상', '쓰레기', '기사'],\n",
       " ['다음'],\n",
       " [],\n",
       " ['지금'],\n",
       " ['검사', '오후'],\n",
       " [],\n",
       " ['코로나19', '시작', '다음뉴스'],\n",
       " [],\n",
       " [],\n",
       " ['머리', '오늘'],\n",
       " [],\n",
       " ['때문', '설명'],\n",
       " ['진짜', '덕분'],\n",
       " ['미중', '우한코로', '사태', '논란'],\n",
       " ['대표', '05.'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['교수'],\n",
       " [],\n",
       " ['문재', '정부', '선택'],\n",
       " [],\n",
       " ['com'],\n",
       " ['미얀마', '한국', '업체', '이유', '미얀마', '노조'],\n",
       " ['일본', '대응', '일본', '나라', '의료', '단체'],\n",
       " [],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " ['개학', '친구', '시작'],\n",
       " ['친구', '코로나땜', '진짜'],\n",
       " [],\n",
       " ['완치', '다음뉴스'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['방역', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나땜', 'ㅠㅠ'],\n",
       " ['사회적', '거리', '공개'],\n",
       " [],\n",
       " ['마스크', '착용', '사용', '금지'],\n",
       " ['코로나19', '전파', '증거', '수칙'],\n",
       " [],\n",
       " [],\n",
       " ['코로나19,', '브라질', '다음뉴스'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['시대'],\n",
       " ['시국', '성장'],\n",
       " [],\n",
       " [],\n",
       " ['일본', '방역', '지원', '출처', '국민일보', '네이버', '뉴스'],\n",
       " ['인터뷰', '가능'],\n",
       " ['코로나19'],\n",
       " ['올해'],\n",
       " ['백신'],\n",
       " ['코로나19',\n",
       "  '사태',\n",
       "  '코로나19',\n",
       "  '백신',\n",
       "  '개발',\n",
       "  '어디',\n",
       "  '진행',\n",
       "  '백신',\n",
       "  '필요',\n",
       "  '개발',\n",
       "  '백신',\n",
       "  '확인'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " ['미국', '다음', '뉴스'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['5월'],\n",
       " ['마스크', '착용'],\n",
       " ['코로나19', '접촉', '지원'],\n",
       " ['세상', '코로나때문', '흑흑'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['코로나19', '시작', '일부', '가운데', '코로나', '국가', '국가'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['코로나'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['코로나19', '오늘', '출처', '네이버', '포스트'],\n",
       " ['경기', '개발'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['코로나', '개발'],\n",
       " ['코로나19,'],\n",
       " [],\n",
       " [],\n",
       " ['5월', '뉴스', '2차', '감염', '대비', '집단', '스웨덴', '심각', '경제', '공유'],\n",
       " ['확진자', '공개', '지원'],\n",
       " ['의료진', '하루', '학교', '시간', '마스크', 'ㅠㅠㅠㅠㅠ'],\n",
       " ['사태', '인류', '가능'],\n",
       " [],\n",
       " [],\n",
       " ['미국', '다음뉴스'],\n",
       " ['“코로나19', '이후', '강화'],\n",
       " [],\n",
       " ['코로나19', '상승', '취약계층', '문제', '생산'],\n",
       " [],\n",
       " ['사업', '필요'],\n",
       " ['코로나', '감염', '가능성'],\n",
       " [],\n",
       " ['영상', '마지막', '부분', '사람', '때문', '활동', '자리', 'ㅠㅠ', '다음'],\n",
       " ['배송', '코로나땜'],\n",
       " ['일본'],\n",
       " ['보상', '‘코로'],\n",
       " [],\n",
       " [],\n",
       " ['미얀마', '업체', '이유', '미얀마', '노조'],\n",
       " ['에어컨', '걱정'],\n",
       " ['ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋ', '1월'],\n",
       " ['사태', '각국', '경제', '보상', '잘못', '중국', '미중', '각국', '중국', '대응', '중국', '관심'],\n",
       " ['코로나때문', '뉴스', '\\xa0…'],\n",
       " ['여러분', '오늘', '방송', '시대', '외국', '마스크', '문화', '비롯', '주제', '언급', '사실', '\\xa0…'],\n",
       " ['코로나19', '성장', '계속'],\n",
       " [],\n",
       " [],\n",
       " ['사태', '각국', '경제', '보상', '잘못', '중국', '미중', '각국', '중국', '대응', '중국', '관심'],\n",
       " [],\n",
       " ['서울시', '현금', '지원'],\n",
       " ['고3',\n",
       "  '학생',\n",
       "  '검사',\n",
       "  '음성',\n",
       "  '자가격리',\n",
       "  '2주',\n",
       "  '어제',\n",
       "  '기침',\n",
       "  '증상',\n",
       "  '등교',\n",
       "  '2주',\n",
       "  '지역',\n",
       "  '방문',\n",
       "  '경험',\n",
       "  '증상'],\n",
       " ['코로나', '생각', '진행'],\n",
       " ['코로나19'],\n",
       " ['코로나19', '이전', '정책', '경제'],\n",
       " ['증상', '학교', '근데', '학교', '학생들', '한번', '사람', '거기'],\n",
       " ['사람'],\n",
       " ['가족', '호소문', '#신천지', '#코'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['코로나19', '창궐'],\n",
       " ['대통령', '국민'],\n",
       " ['대통령'],\n",
       " [],\n",
       " ['아침', '오늘', '오늘', '행운', '오늘', '하루', '분명'],\n",
       " ['중국', '각국', '사태', '경제', '회복', '이슈', '중국', '중국', '사태'],\n",
       " ['중국', '각국', '사태', '경제', '회복', '이슈', '중국', '중국', '사태'],\n",
       " ['외국', '코로나19'],\n",
       " [],\n",
       " ['건강', '걱정'],\n",
       " ['아침', '자가격리', '검사', '무증상'],\n",
       " ['정리', '사태', '긴급재난지원금'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " [],\n",
       " ['관련', '가짜', '기사'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['댓글', 'ㅠㅠ', '만큼'],\n",
       " [],\n",
       " ['코로나19', '자체', '개발', '다음', '뉴스'],\n",
       " ['전문가'],\n",
       " [],\n",
       " ['전문'],\n",
       " [],\n",
       " ['건물', '위험'],\n",
       " [],\n",
       " ['경제', '안보'],\n",
       " [],\n",
       " ['아베', '나라'],\n",
       " [],\n",
       " [],\n",
       " ['축하', 'ㅎㅎ'],\n",
       " ['노력'],\n",
       " ['오늘', '건강', '하루'],\n",
       " ['코로나19', '동참'],\n",
       " ['코로나19', '자체', '개발'],\n",
       " ['얼굴', '온라인', 'ㅠㅠ'],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " [],\n",
       " ['전세계', '국민', '생명', '보호', '우리', '대통령님', '존재', '가능', '국가', '기회'],\n",
       " [],\n",
       " ['코로나19'],\n",
       " ['여러분', '“코로나19', '극복', '100', '출처', '블로그)'],\n",
       " ['극복', '요구'],\n",
       " ['업체', '때문'],\n",
       " [],\n",
       " ['‘코로', '출처', '국민일보', '네이버', '뉴스'],\n",
       " ['방역당국', '코로나19', '검사', '지금', '조사', '운동'],\n",
       " [],\n",
       " [],\n",
       " ['ㅅㅂ', '검사'],\n",
       " ['올해'],\n",
       " ['올해', 'ㅠㅠ'],\n",
       " [],\n",
       " [],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '/20200522060602773\\xa0…'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음', '뉴스'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['증상'],\n",
       " [],\n",
       " ['학교'],\n",
       " ['체크'],\n",
       " [],\n",
       " ['ㅋㅋㅋㅋㅋ'],\n",
       " ['예방'],\n",
       " ['이태원', '인천'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나19', '개학', '수업', '준비', 'f=m\\xa0…'],\n",
       " ['중국',\n",
       "  '미국',\n",
       "  '사태',\n",
       "  '최악',\n",
       "  '국면',\n",
       "  '중국',\n",
       "  '미중',\n",
       "  '각국',\n",
       "  '코로나',\n",
       "  '시점',\n",
       "  '중국',\n",
       "  '경제적',\n",
       "  '불구',\n",
       "  '\\xa0…'],\n",
       " [],\n",
       " ['단독', '국회', 'html\\xa0…', '국회', '추진', '과제'],\n",
       " [],\n",
       " ['논란'],\n",
       " ['최소'],\n",
       " ['실패'],\n",
       " ['중국',\n",
       "  '미국',\n",
       "  '사태',\n",
       "  '최악',\n",
       "  '국면',\n",
       "  '중국',\n",
       "  '미중',\n",
       "  '각국',\n",
       "  '코로나',\n",
       "  '시점',\n",
       "  '중국',\n",
       "  '경제적',\n",
       "  '불구',\n",
       "  '\\xa0…'],\n",
       " ['확산', '중국', '우리나라', '확진자', '급증', '미국은', '안전', '나라'],\n",
       " [],\n",
       " ['어디'],\n",
       " [],\n",
       " ['인간'],\n",
       " ['상태'],\n",
       " ['사람', '인류'],\n",
       " ['바이러스'],\n",
       " ['시국', '베트남', '강제'],\n",
       " ['코로나19', '상태'],\n",
       " ['미국', '업체', '실시'],\n",
       " ['조사', '결과', '한국', '코로나19', '대응', '생각'],\n",
       " [],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['검사', '괴질', '확인', '\\xa0…'],\n",
       " ['코로나19', '바이러스', '\\xa0…'],\n",
       " ['1차', '‘코로나19', '영향'],\n",
       " ['코로나19'],\n",
       " ['방역', '최고'],\n",
       " [],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['5월', '5일', '코로나19', '가정', '아이'],\n",
       " ['미얀마', '한국', '업체', '이유', '미얀마', '노조'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['일부', '근무'],\n",
       " ['미국', '트럼프'],\n",
       " ['지구', '전체', '비난', '중국'],\n",
       " ['아베',\n",
       "  '수출규제·코로',\n",
       "  '헛발질',\n",
       "  '韓日',\n",
       "  '희비',\n",
       "  '다음뉴스',\n",
       "  '/20200522060602773\\xa0…',\n",
       "  '방역',\n",
       "  '실패'],\n",
       " ['코로나19', '바이러스'],\n",
       " ['재난지원금'],\n",
       " [],\n",
       " ['코로나19', '바이러스', '직전'],\n",
       " [],\n",
       " [],\n",
       " ['코로나19', '극복', '프로젝트', '개최'],\n",
       " [],\n",
       " [],\n",
       " ['학교', '회사', '최대', '고민', '하나', '에어컨', '오늘', '시대', '에어컨'],\n",
       " ['#코로'],\n",
       " ['트럼프', '미국인', '대응', '출처', '네이버', '뉴스'],\n",
       " [],\n",
       " ['바이러스', '시대', '여름'],\n",
       " ['바이러스', '사례', '정보'],\n",
       " ['코로나', '배송'],\n",
       " [],\n",
       " ['오후', '배송', '예정'],\n",
       " [],\n",
       " [],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " [],\n",
       " [],\n",
       " ['ㅋㅋㅋㅋㅋ', '코로나때문'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " [],\n",
       " [],\n",
       " ['방역', '실패'],\n",
       " ['진정'],\n",
       " [],\n",
       " [],\n",
       " ['오랜만',\n",
       "  '미국',\n",
       "  '소식',\n",
       "  '현재',\n",
       "  '누적',\n",
       "  '사망자',\n",
       "  '뉴욕',\n",
       "  '락다운',\n",
       "  '해제',\n",
       "  '경제',\n",
       "  '상황',\n",
       "  '우리나라',\n",
       "  '어제',\n",
       "  '확진자',\n",
       "  '날씨'],\n",
       " ['취약계층', '부산', '취약계층', '추진', '사업'],\n",
       " ['평소'],\n",
       " ['코로나땜'],\n",
       " ['역사'],\n",
       " ['지금', '세계', '2차', '비슷', '각국', '상황', '미국', '정책'],\n",
       " ['건강'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['때문', '설명'],\n",
       " [],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나19,', '브라질', '다음', '뉴스'],\n",
       " ['코로나19', '발견', '이상'],\n",
       " [],\n",
       " ['극복'],\n",
       " ['보호', '행운'],\n",
       " [],\n",
       " [],\n",
       " ['1분기', '역대', '최대', '코로나19', '영향', '브레이크뉴스'],\n",
       " ['이후', '최악', '여행'],\n",
       " ['행사'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " [],\n",
       " ['쓰레기', '국회', '코로나19', '강조', '정부', '비롯', '고용', '지원', '요구'],\n",
       " ['고3', '학교', '접촉', '교육부', '시발'],\n",
       " ['헛발질', '韓日', '희비', '출처', '뉴스1', '네이버', '뉴스'],\n",
       " ['다행', '코로나때문', '입원', '생각'],\n",
       " ['코로나19', '극복', '캠페인', '동참', '브레이크뉴스'],\n",
       " ['대구', '학생', '코로나19', '양성', '전원', '조치', '브레이크뉴스'],\n",
       " ['코로나19', '극복', '지원', '확대', '브레이크뉴스'],\n",
       " ['대구', '‘코로나19', '브레이크뉴스'],\n",
       " ['포스트코', '최대'],\n",
       " [],\n",
       " ['#코로나19'],\n",
       " [],\n",
       " [],\n",
       " ['문재', '코로나19', '대응', '동의'],\n",
       " [],\n",
       " [],\n",
       " ['일본', '방역', '지원', '브레이크뉴스'],\n",
       " ['코로나19', '극복', '브레이크뉴스'],\n",
       " ['정부', '다음', '뉴스'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['국민들'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " [],\n",
       " ['대한민국'],\n",
       " [],\n",
       " [],\n",
       " ['지역', '경제', '브레이크뉴스'],\n",
       " ['코로나19', '운영', '브레이크뉴스'],\n",
       " ['코로나19', '경제', '극복', '발표', '브레이크뉴스'],\n",
       " ['미얀마', '한국', '업체', '이유', '미얀마', '노조'],\n",
       " [],\n",
       " [],\n",
       " ['일부', '근무'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['\\xa0…'],\n",
       " ['코로나19', '출처', '블로그)'],\n",
       " ['우리', '간호사', '존재', '이번', '동안', '우리'],\n",
       " ['진짜'],\n",
       " ['‘코로나19', '브레이크뉴스'],\n",
       " ['극복', '브레이크뉴스'],\n",
       " [],\n",
       " ['2020.', '5.', '오후'],\n",
       " [],\n",
       " ['코로나19', '여파', '공개', '지원', '브레이크뉴스'],\n",
       " ['코로나19', '극복', '소비', '브레이크뉴스'],\n",
       " ['다들'],\n",
       " ['등교', '출근', '오늘'],\n",
       " ['조심하시'],\n",
       " ['코로나19', '전파', '우려', '중단', '방법', '재개'],\n",
       " ['6월', '1일', '코로나19', '운영', '방문자', '시스템', '운영', '계획', '이용'],\n",
       " ['중국', '코로나19', '보상', '요구'],\n",
       " ['가지', '출처', '네이버', '뉴스'],\n",
       " ['취약계층', '현실', '올해', '1분기', '기간', '경우', '증가', '전체'],\n",
       " [],\n",
       " ['코로나19', '시작', '다음뉴스'],\n",
       " ['코로나19'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나19',\n",
       "  '사태',\n",
       "  '미국',\n",
       "  '가운데',\n",
       "  '미국',\n",
       "  '정부',\n",
       "  '한국',\n",
       "  '경제',\n",
       "  '대응',\n",
       "  '동참',\n",
       "  '정부',\n",
       "  '단계',\n",
       "  '우려'],\n",
       " ['html\\xa0…'],\n",
       " ['코로나19',\n",
       "  '확진자',\n",
       "  '등교',\n",
       "  '수업',\n",
       "  '시작',\n",
       "  '어제',\n",
       "  '대구',\n",
       "  '고3',\n",
       "  '학생',\n",
       "  '확진',\n",
       "  '판정',\n",
       "  '고3',\n",
       "  '학생'],\n",
       " ['html\\xa0…'],\n",
       " ['코로나19'],\n",
       " [],\n",
       " ['일본'],\n",
       " [],\n",
       " [],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " ['관심'],\n",
       " ['회사', '코로나', '한번', '이용', '사람'],\n",
       " ['‘코로', '요구', '출처', '네이버', '뉴스'],\n",
       " ['카페', '올해', '올해', '서울', '마음', 'ㅠㅠ', '학교', '못가', '못가'],\n",
       " ['19', '주말', '거리두'],\n",
       " ['주말', '여행'],\n",
       " [],\n",
       " ['지역', '대구'],\n",
       " ['인터뷰', '\\xa0pic.'],\n",
       " ['진짜'],\n",
       " ['근데', '감염', '친구'],\n",
       " [],\n",
       " ['올해', '3월', '오프', '예정'],\n",
       " ['코로나19', '시작'],\n",
       " ['생각', '그녀', '국내', '발언', '누구', '가지'],\n",
       " [],\n",
       " ['여름', '2020', '온라인', '시작', '이번', '여름', '코로나', '공부', '학생', '생각', '\\xa0pic.'],\n",
       " ['병원', '검사'],\n",
       " ['어제', '병원'],\n",
       " ['오늘', '병원', '검사'],\n",
       " [],\n",
       " ['병원'],\n",
       " [],\n",
       " ['아침', '오후', '저녁', '코로나땜'],\n",
       " ['때문'],\n",
       " [],\n",
       " [],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['미국', '업체', '지난달', '5일', '미국', '대상', '실시', '보도'],\n",
       " [],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " ['걱정'],\n",
       " ['한국', '걱정'],\n",
       " [],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['코로나19', '주말', '거리두'],\n",
       " ['하늘'],\n",
       " [],\n",
       " [],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " [],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['코로나때문'],\n",
       " [],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " [\"'코로나19\", '시대', '극복'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " [],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['진짜', '고3', '때문', '고3', '누구'],\n",
       " ['어제', '미국', '현황'],\n",
       " [],\n",
       " ['확진자'],\n",
       " [],\n",
       " ['사망자'],\n",
       " [],\n",
       " [],\n",
       " ['사망자', '10만명'],\n",
       " [],\n",
       " ['트럼프'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['온라인'],\n",
       " ['코로나19', '아이들', '출처', '코로나19', '아이들', '네이버'],\n",
       " ['여름', '취소', '바이러스', '\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['아베', '문제'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['거기'],\n",
       " [],\n",
       " ['사태', '출처', '네이버', '뉴스'],\n",
       " ['미래', '시민', '코로나19', '\\xa0pic.'],\n",
       " ['자리', '진짜', '조금', '얼마', '코로나때문', '한달', 'ㅠㅠㅠ'],\n",
       " ['수출', '현장', '4명', '양성', '관련', '보도', '설명'],\n",
       " [],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['개발', '이름', '지구', '바이러스', '지구', '보호', '\\xa0…'],\n",
       " ['이태원', '바이러스', '방역', '외국', '재앙'],\n",
       " ['미국', '바이러스'],\n",
       " ['기업', '국민들', '긴급재난지원금', '기부'],\n",
       " [],\n",
       " ['대통령', '기업', '극복', 'html\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " [],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " [],\n",
       " ['기업'],\n",
       " ['방역', '실패', '/20200522060602773\\xa0…'],\n",
       " [],\n",
       " ['\\xa0…'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['경우'],\n",
       " [],\n",
       " ['일본', '방역', '지원', '다음', '뉴스'],\n",
       " ['사람들', '확산'],\n",
       " [],\n",
       " ['집단감염', '비판'],\n",
       " ['일부', '문제', '전체', '확대', '문제'],\n",
       " ['코로나19', '출처', '네이버', '뉴스'],\n",
       " [],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['어제', '일본', '코로나', '검사', '확진자'],\n",
       " ['일본'],\n",
       " ['생각', '\\xa0…'],\n",
       " ['창궐', '창궐'],\n",
       " [],\n",
       " ['다음', '뉴스'],\n",
       " ['출근', '등교', '오늘', '하루', '응원'],\n",
       " ['코로나', '요즘', '일상'],\n",
       " ['불안', '기업들', '대응', '실패'],\n",
       " ['포스트코', '최대', '과제', '출처', '네이버', '뉴스'],\n",
       " ['의심', '사망', '대구'],\n",
       " ['ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', '일본', '전파', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋ'],\n",
       " [],\n",
       " ['ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋ', '\\xa0…'],\n",
       " ['중국,', '미국', '보상', '하락', '출처', '한국경제', '네이버'],\n",
       " ['사람'],\n",
       " [],\n",
       " [],\n",
       " ['코로나19', '신규', '확진자', '10명', '지역', '사회', '감염', '증가'],\n",
       " [],\n",
       " ['코로나19', '바이러스', '신천지', '출처', '네이버', '뉴스'],\n",
       " ['어린이들', '코로나19', '관련', '미국', '얼굴', '증상', '어린이', '감염', 'html\\xa0…'],\n",
       " ['오늘', '회사', '오늘', '검사', '생각'],\n",
       " [],\n",
       " ['대통령'],\n",
       " ['처벌'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['미중'],\n",
       " [],\n",
       " ['한국'],\n",
       " [],\n",
       " ['학교', '때문', '학교'],\n",
       " ['출처', '국민일보', '네이버', '뉴스'],\n",
       " ['속보', '바이러스', '신천지', '출처', '네이버', '뉴스'],\n",
       " ['지난해', '매출', '코로나19', '진단키트', '매출', '대표', '인터뷰', '기사', '매출'],\n",
       " ['감사'],\n",
       " ['덕분'],\n",
       " ['감사'],\n",
       " ['덕분'],\n",
       " ['아베',\n",
       "  '수출규제·코로',\n",
       "  '헛발질',\n",
       "  '韓日',\n",
       "  '희비',\n",
       "  '다음',\n",
       "  '뉴스',\n",
       "  '/20200522060602773\\xa0…',\n",
       "  'ㅋㅋ'],\n",
       " ['시작', '때문'],\n",
       " ['미국은'],\n",
       " ['1년', '사망자', '코로나', '걱정', '\\xa0…'],\n",
       " ['코로나19', '수출', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " ['재난지원금', '사이트'],\n",
       " ['이후', '엄마', '재난지원금'],\n",
       " ['저녁'],\n",
       " [],\n",
       " ['현금', '지원', '한국', '일본', '다음', '뉴스'],\n",
       " [],\n",
       " ['오늘', '출근', '진짜', '도시', '감염자', '걱정'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['코로나바이러스'],\n",
       " [],\n",
       " ['사망', '진짜'],\n",
       " ['기분', '하루', '시작'],\n",
       " [],\n",
       " ['때문', '중단', '행동', '마음', '감사'],\n",
       " ['가정', '일본', '이유', '개최', '하나', '일본', '한번'],\n",
       " ['사람들', '확산', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " [],\n",
       " ['분석', '필요'],\n",
       " [],\n",
       " [],\n",
       " ['단독', '김정은'],\n",
       " [],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " [],\n",
       " ['방역', '실패'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['우리'],\n",
       " [],\n",
       " ['행동', '사람들'],\n",
       " ['처벌'],\n",
       " ['일본', '바이러스', '검사', '전국민', '실시'],\n",
       " ['감염', '무증상', '인간', '감염', '생각', '생활', '대책'],\n",
       " ['생각'],\n",
       " [],\n",
       " ['일본', '무엇', '생각'],\n",
       " ['코로나19', '10명', '4명', '\\xa0pic.'],\n",
       " ['5월', '세계', '확산', '현황', '확진', '사망'],\n",
       " ['중국,', '코로나19', '보상', '요구', '출처', '한국경제TV', '네이버', '뉴스'],\n",
       " ['오늘', '바이러스', '때문', '친구', '행복'],\n",
       " [],\n",
       " ['감사'],\n",
       " [],\n",
       " ['오늘'],\n",
       " ['코로나19', '사태', '이후', '한국의', '수출', '감소'],\n",
       " ['[코로나19', '기사', '목숨', '출처', '블로그)'],\n",
       " ['최대', '최대'],\n",
       " ['코로나19'],\n",
       " ['코로나19', '바이러스', '신천지'],\n",
       " ['코로나19', '국민', '건강', '걱정'],\n",
       " ['프로젝트', '연장', '코로나19', '프로젝트', '필요', '상태', '코로나19', '누구'],\n",
       " [],\n",
       " ['기사', '얘기', '문제', '정권'],\n",
       " ['일본', '방역', '지원', '다음', '뉴스'],\n",
       " [],\n",
       " [],\n",
       " ['일본'],\n",
       " ['바이러스', '사용', '문제', '방식', '문제', '19', '이름', '이것'],\n",
       " ['경제', '충격', '집중', '다음뉴스'],\n",
       " ['코로나19,', '브라질'],\n",
       " ['때문', 'ㅠㅠㅠ', 'ㅠㅠㅠㅠ'],\n",
       " ['생일', '완전', '축하', '우리', '오늘', '하루', '행복', '인천'],\n",
       " ['코로나19', '관련'],\n",
       " ['시민들'],\n",
       " ['코로나19', '극복'],\n",
       " ['최선', '노력'],\n",
       " [],\n",
       " ['#코로나19'],\n",
       " ['ㅋㅋㅋ', '코로나땜'],\n",
       " [\"'코로나19\", '백신'],\n",
       " ['\\xa0…'],\n",
       " ['미국', '다음', '뉴스', '트럼프', '마스크'],\n",
       " ['미국', '다음', '뉴스'],\n",
       " [],\n",
       " [],\n",
       " ['회사', '와중', '진심', 'ㅠㅠ'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음', '뉴스'],\n",
       " [],\n",
       " ['다들', '안녕', '등교', '다들', '오늘', '하루', '주말', '조심'],\n",
       " ['ㅎㅎ', '이번', '기회', '코로나', '기회', 'ㅋㅋ'],\n",
       " ['아침', '한국일보', '기사', '시작'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['언론', '정부', '경제', '극복', '대한민국', '청와대'],\n",
       " ['이태원', '유행', '관계', '루머', '감사'],\n",
       " ['일본', '기사', '우리', '우리나라'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['안녕', '한국', '유행', '시작', '1월', '외출', '금지', '외출', '3월', '포함', '상태'],\n",
       " ['코로나19'],\n",
       " ['예전', '관심', '이용', '시작'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['한국의', '보도', '뉴스'],\n",
       " ['정도', '코로나19', '시대'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " [],\n",
       " ['아베'],\n",
       " ['필요'],\n",
       " [],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['대상', '코로나19', '면역력', '성공'],\n",
       " ['백신', '입장'],\n",
       " ['이태원', '클럽', '집단감염', '이후', '코로나19'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['세계'],\n",
       " ['국회', '10명'],\n",
       " ['방심', '오늘'],\n",
       " ['전세계', '상황'],\n",
       " ['1.', '오늘', '전세계'],\n",
       " ['2.', '미국', '트럼프', '덕분', '오늘', '감염자'],\n",
       " ['3.', '사망자', '100명'],\n",
       " ['4.', '영국'],\n",
       " [],\n",
       " [],\n",
       " ['코로나19', '확대'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['이야기'],\n",
       " [],\n",
       " [],\n",
       " ['30', '신종', '바이러스', '세계', '처벌', '하나님', '하나님', '각국', '나라', '일본'],\n",
       " [],\n",
       " ['2020'],\n",
       " ['근데', '코로나때문'],\n",
       " ['미국', '코로나19', '대응', '공급'],\n",
       " ['미국', '현장', '실시간', '보도', '일본', '\\xa0…'],\n",
       " ['기사'],\n",
       " [],\n",
       " ['코로나19'],\n",
       " ['검찰', '확진자'],\n",
       " [],\n",
       " ['정부', '상황', '협조'],\n",
       " ['트럼프', '무능'],\n",
       " [],\n",
       " ['무능',\n",
       "  '코로나19',\n",
       "  '트럼프',\n",
       "  '미국',\n",
       "  '대통령',\n",
       "  '신종',\n",
       "  '코로나바이러스',\n",
       "  '감염증(코로나19)',\n",
       "  '관련',\n",
       "  '입장',\n",
       "  '발표'],\n",
       " [],\n",
       " [],\n",
       " ['완전'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나', '한국의', '일본', '한국', '세계', '세계'],\n",
       " [],\n",
       " [],\n",
       " ['유럽'],\n",
       " ['타격', '13일', '오후'],\n",
       " [],\n",
       " ['com'],\n",
       " [],\n",
       " ['우리'],\n",
       " ['코로나19', '연속', '전망'],\n",
       " [],\n",
       " ['20일', '올해', '누적', '기준', '감소', '코로나19', '수출', '20일', '우리나라', '수출'],\n",
       " [],\n",
       " [],\n",
       " ['온라인'],\n",
       " [],\n",
       " ['진행', '20일', '개최', '코로나19', '현장', '행사', '온라인', '팬데믹', '사태'],\n",
       " [],\n",
       " [],\n",
       " ['코로나19'],\n",
       " [],\n",
       " [],\n",
       " ['코로나19'],\n",
       " ['음식'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['지구', '대한민국'],\n",
       " ['존재', '코로나19'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['사람'],\n",
       " [],\n",
       " ['ㅜㅜ'],\n",
       " [],\n",
       " ['코로나때문'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['맨날', '백신', '기사', '진짜'],\n",
       " ['“코로나19', '마음', '\\xa0pic.'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " [],\n",
       " ['중국', '박사', '2020', 'html\\xa0…'],\n",
       " ['교수', '경고', '포스트', '무증상', '감염', '최대', '80', '2차', '유행', '대비해'],\n",
       " ['사업', '실시'],\n",
       " [],\n",
       " ['학생', '제공', '협력', '지역', '학생', '가정', '제공', '사업', '추진', '코로나19'],\n",
       " [],\n",
       " ['com'],\n",
       " ['강제', '때문', '아무', 'ㅠㅠㅠ'],\n",
       " [],\n",
       " ['코로나땜시'],\n",
       " ['미국', '중국'],\n",
       " ['대학', '19', '2차', '유행', '우려', '수업'],\n",
       " ['대한민국', '코로나19', '대처'],\n",
       " ['전염병', '대응', '국민'],\n",
       " [],\n",
       " ['‘코로'],\n",
       " ['평소', '\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['시험', '진짜'],\n",
       " ['양성'],\n",
       " [],\n",
       " ['실시'],\n",
       " ['처음', '실시'],\n",
       " [],\n",
       " ...]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['미국'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음뉴스'],\n",
       " ['보령시', '코로나19', '현황'],\n",
       " ['2020', '5.'],\n",
       " ['확진자', '0명'],\n",
       " ['0명'],\n",
       " ['전원', '음성'],\n",
       " ['보령시', '선별진료소'],\n",
       " ['#코로나19'],\n",
       " ['미국인', '3명', '2명', '한국'],\n",
       " ['방역'],\n",
       " ['미국'],\n",
       " ['트럼프'],\n",
       " ['발언'],\n",
       " ['비난'],\n",
       " ['마스크', '안쓰'],\n",
       " ['김정은', '피해'],\n",
       " ['바이러스', '감염', '방지', '중단', '전화', '이용'],\n",
       " ['흑흑', '노래방'],\n",
       " ['4월', '이후', '세계', '정부'],\n",
       " ['조심'],\n",
       " ['세상', '지역', '확진자', '4명'],\n",
       " ['예전'],\n",
       " ['근데'],\n",
       " ['확진자', '10명'],\n",
       " ['출처', '경향신문', '네이버'],\n",
       " ['의료진들', '한번', '생각'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활', '출처', '네이버', '뉴스'],\n",
       " ['시장', '실패', '코로나19', '대표', '시장', '실패'],\n",
       " ['한국의', '등교개학', '대응', '방송'],\n",
       " ['#코로'],\n",
       " ['오늘'],\n",
       " ['포스트코'],\n",
       " ['거짓말'],\n",
       " ['아베'],\n",
       " ['거짓말'],\n",
       " ['아베'],\n",
       " ['코로나19'],\n",
       " ['아베', '거짓말'],\n",
       " ['거짓말'],\n",
       " ['거짓말', '아베'],\n",
       " ['사설', '대한민국'],\n",
       " ['지금', '생활방역', '건강'],\n",
       " ['계획'],\n",
       " ['사람들', '자제'],\n",
       " ['5월', '코로나19', '현황'],\n",
       " ['미국'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음뉴스'],\n",
       " ['보령시', '코로나19', '현황'],\n",
       " ['2020', '5.'],\n",
       " ['확진자', '0명'],\n",
       " ['0명'],\n",
       " ['전원', '음성'],\n",
       " ['보령시', '선별진료소'],\n",
       " ['#코로나19'],\n",
       " ['미국인', '3명', '2명', '한국'],\n",
       " ['방역'],\n",
       " ['미국'],\n",
       " ['트럼프'],\n",
       " ['발언'],\n",
       " ['비난'],\n",
       " ['마스크', '안쓰'],\n",
       " ['김정은', '피해'],\n",
       " ['바이러스', '감염', '방지', '중단', '전화', '이용'],\n",
       " ['흑흑', '노래방'],\n",
       " ['4월', '이후', '세계', '정부'],\n",
       " ['조심'],\n",
       " ['세상', '지역', '확진자', '4명'],\n",
       " ['예전'],\n",
       " ['근데'],\n",
       " ['확진자', '10명'],\n",
       " ['출처', '경향신문', '네이버'],\n",
       " ['의료진들', '한번', '생각'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활', '출처', '네이버', '뉴스'],\n",
       " ['시장', '실패', '코로나19', '대표', '시장', '실패'],\n",
       " ['한국의', '등교개학', '대응', '방송'],\n",
       " ['#코로'],\n",
       " ['오늘'],\n",
       " ['포스트코'],\n",
       " ['거짓말'],\n",
       " ['아베'],\n",
       " ['거짓말'],\n",
       " ['아베'],\n",
       " ['코로나19'],\n",
       " ['아베', '거짓말'],\n",
       " ['거짓말'],\n",
       " ['거짓말', '아베'],\n",
       " ['사설', '대한민국'],\n",
       " ['지금', '생활방역', '건강'],\n",
       " ['계획'],\n",
       " ['사람들', '자제'],\n",
       " ['5월', '코로나19', '현황'],\n",
       " ['ㅎㅎ', '극복'],\n",
       " ['한국', '세계'],\n",
       " ['현금', '지원', '한국', '일본', '다음뉴스'],\n",
       " ['“코로나19'],\n",
       " ['사람들', '확산', '다음뉴스'],\n",
       " ['19'],\n",
       " ['ㅠㅠㅠㅠ', 'ㅠㅠ'],\n",
       " ['코로나', '연기'],\n",
       " ['사태', '문재', '정권'],\n",
       " ['우리'],\n",
       " ['트럼프', '2차', '유행'],\n",
       " ['“코로나19', '경제적', '어려움', '때문', '현금', '사례', '발생', '감사'],\n",
       " ['온라인', '해외'],\n",
       " ['이번', '코로나때문'],\n",
       " ['인천', '\\xa0…'],\n",
       " ['현황'],\n",
       " ['고3', '학생', '여러분', '검사', '음성', '2주', '자가격리'],\n",
       " ['궁금', '코로나때매'],\n",
       " ['상원', '중국', '기업들', '미중', '하루'],\n",
       " ['#코로'],\n",
       " ['시진핑', '확실', '불구', '각국', '경제', '피해', '세계', '시장', '미국', '중국', '미국', '중단'],\n",
       " ['코로나19', '자체', '‘코로나19'],\n",
       " ['미국', '일본', '사망자', '이유', '언급'],\n",
       " ['사망자', '이유'],\n",
       " ['2020', 'html\\xa0…'],\n",
       " ['사람', '인간', '클럽'],\n",
       " ['상황', '사회'],\n",
       " ['시진핑', '확실', '불구', '각국', '경제', '피해', '세계', '시장', '미국', '중국', '미국', '중단'],\n",
       " ['코로나19', '오늘', '출처', '네이버', '포스트'],\n",
       " ['누구', '전염'],\n",
       " ['소리'],\n",
       " ['처벌', '처벌', '분명'],\n",
       " ['아침', '이후', '미래'],\n",
       " ['코로나때문', '인간들', '약속', '그거', '얘기'],\n",
       " ['6월', '영화'],\n",
       " ['지랄', '세상', '것들', '유행', '누구'],\n",
       " ['하락', '코로나19', '각국', '정부', '도시', '2020년', '글로벌', '감소', '전망'],\n",
       " ['코로나19', '시작', '다음뉴스'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활방역', '다음뉴스'],\n",
       " ['코로나19', '세계적', '확산', '문화'],\n",
       " ['html\\xa0…'],\n",
       " ['5월', '기준', '광주시', '코로나19', '현황'],\n",
       " ['광주시', '확진자'],\n",
       " ['악화', '다음뉴스'],\n",
       " ['ㅠㅠㅠ', 'ㅠㅠㅠ'],\n",
       " ['ㅠㅠㅠ', 'ㅠㅠㅠㅠㅠ'],\n",
       " ['여자'],\n",
       " ['누적', '사망자'],\n",
       " ['대한민국', '5.', '누적', '사망자'],\n",
       " ['전세계', '지금', '우리', '정부', '대통령님'],\n",
       " ['국민', '생명', '기회'],\n",
       " ['올해', '1분기', '악화', '때문', '코로나19', '타격'],\n",
       " ['html\\xa0…'],\n",
       " ['경제',\n",
       "  '재개',\n",
       "  '수요',\n",
       "  '회복',\n",
       "  '지역',\n",
       "  '수요',\n",
       "  '회복',\n",
       "  '시작',\n",
       "  '중국',\n",
       "  '수요',\n",
       "  '상태',\n",
       "  '수요',\n",
       "  '코로나19',\n",
       "  '이전',\n",
       "  '수준',\n",
       "  '시간'],\n",
       " ['출처', '중앙일보', '네이버', '뉴스'],\n",
       " ['인터뷰', '시대', '이재명', '제안'],\n",
       " ['경제', '지급', '재난지원금'],\n",
       " ['html\\xa0…'],\n",
       " ['코로나19', '백신'],\n",
       " ['1분기', '직격탄'],\n",
       " ['이번', '활동'],\n",
       " ['아베', '헛발질', '희비', '나라', '총리', '총리', '국민'],\n",
       " ['코로나19', '우리', '우리', '어디', '우리', '행동', '사람', '사실'],\n",
       " ['학교', 'ㅅㅂ', '제목'],\n",
       " ['근데', '어제', '사람', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', '근데', '트윗'],\n",
       " ['마지막', '하나', '코로나때문', '내년'],\n",
       " ['동네', '가능', '본인', '마스크', '주문'],\n",
       " ['때문'],\n",
       " ['다행'],\n",
       " ['진단키트', '방역', '시스템'],\n",
       " ['코로나19', '방역', '관련', '방역'],\n",
       " ['#코로나19', '\\xa0…'],\n",
       " ['코로나19', '확진자', '발생'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '생활방역'],\n",
       " ['input=tw\\xa0…'],\n",
       " ['신종', '코로나바이러스', '감염증(코로나19)', '감염', '증상', '환자', '때문', '방역당국'],\n",
       " ['20대', '30대', '사진', '조심'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음뉴스'],\n",
       " ['여름', '제주', 'ㅠㅠㅠㅠ'],\n",
       " ['교회'],\n",
       " ['입원', '가능성', '코로나19', '다음', '뉴스'],\n",
       " ['가격', '와중', '강행', '시장', '영향'],\n",
       " ['어제', '검사', '결과'],\n",
       " ['지금', '다음뉴스'],\n",
       " ['세상', '쓰레기', '기사'],\n",
       " ['다음'],\n",
       " ['지금'],\n",
       " ['검사', '오후'],\n",
       " ['코로나19', '시작', '다음뉴스'],\n",
       " ['머리', '오늘'],\n",
       " ['때문', '설명'],\n",
       " ['진짜', '덕분'],\n",
       " ['미중', '우한코로', '사태', '논란'],\n",
       " ['대표', '05.'],\n",
       " ['교수'],\n",
       " ['문재', '정부', '선택'],\n",
       " ['com'],\n",
       " ['미얀마', '한국', '업체', '이유', '미얀마', '노조'],\n",
       " ['일본', '대응', '일본', '나라', '의료', '단체'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " ['개학', '친구', '시작'],\n",
       " ['친구', '코로나땜', '진짜'],\n",
       " ['완치', '다음뉴스'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['방역', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나땜', 'ㅠㅠ'],\n",
       " ['사회적', '거리', '공개'],\n",
       " ['마스크', '착용', '사용', '금지'],\n",
       " ['코로나19', '전파', '증거', '수칙'],\n",
       " ['코로나19,', '브라질', '다음뉴스'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['시대'],\n",
       " ['시국', '성장'],\n",
       " ['일본', '방역', '지원', '출처', '국민일보', '네이버', '뉴스'],\n",
       " ['인터뷰', '가능'],\n",
       " ['코로나19'],\n",
       " ['올해'],\n",
       " ['백신'],\n",
       " ['코로나19',\n",
       "  '사태',\n",
       "  '코로나19',\n",
       "  '백신',\n",
       "  '개발',\n",
       "  '어디',\n",
       "  '진행',\n",
       "  '백신',\n",
       "  '필요',\n",
       "  '개발',\n",
       "  '백신',\n",
       "  '확인'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " ['미국', '다음', '뉴스'],\n",
       " ['5월'],\n",
       " ['마스크', '착용'],\n",
       " ['코로나19', '접촉', '지원'],\n",
       " ['세상', '코로나때문', '흑흑'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['코로나19', '시작', '일부', '가운데', '코로나', '국가', '국가'],\n",
       " ['코로나'],\n",
       " ['코로나19', '오늘', '출처', '네이버', '포스트'],\n",
       " ['경기', '개발'],\n",
       " ['코로나', '개발'],\n",
       " ['코로나19,'],\n",
       " ['5월', '뉴스', '2차', '감염', '대비', '집단', '스웨덴', '심각', '경제', '공유'],\n",
       " ['확진자', '공개', '지원'],\n",
       " ['의료진', '하루', '학교', '시간', '마스크', 'ㅠㅠㅠㅠㅠ'],\n",
       " ['사태', '인류', '가능'],\n",
       " ['미국', '다음뉴스'],\n",
       " ['“코로나19', '이후', '강화'],\n",
       " ['코로나19', '상승', '취약계층', '문제', '생산'],\n",
       " ['사업', '필요'],\n",
       " ['코로나', '감염', '가능성'],\n",
       " ['영상', '마지막', '부분', '사람', '때문', '활동', '자리', 'ㅠㅠ', '다음'],\n",
       " ['배송', '코로나땜'],\n",
       " ['일본'],\n",
       " ['보상', '‘코로'],\n",
       " ['미얀마', '업체', '이유', '미얀마', '노조'],\n",
       " ['에어컨', '걱정'],\n",
       " ['ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋ', '1월'],\n",
       " ['사태', '각국', '경제', '보상', '잘못', '중국', '미중', '각국', '중국', '대응', '중국', '관심'],\n",
       " ['코로나때문', '뉴스', '\\xa0…'],\n",
       " ['여러분', '오늘', '방송', '시대', '외국', '마스크', '문화', '비롯', '주제', '언급', '사실', '\\xa0…'],\n",
       " ['코로나19', '성장', '계속'],\n",
       " ['사태', '각국', '경제', '보상', '잘못', '중국', '미중', '각국', '중국', '대응', '중국', '관심'],\n",
       " ['서울시', '현금', '지원'],\n",
       " ['고3',\n",
       "  '학생',\n",
       "  '검사',\n",
       "  '음성',\n",
       "  '자가격리',\n",
       "  '2주',\n",
       "  '어제',\n",
       "  '기침',\n",
       "  '증상',\n",
       "  '등교',\n",
       "  '2주',\n",
       "  '지역',\n",
       "  '방문',\n",
       "  '경험',\n",
       "  '증상'],\n",
       " ['코로나', '생각', '진행'],\n",
       " ['코로나19'],\n",
       " ['코로나19', '이전', '정책', '경제'],\n",
       " ['증상', '학교', '근데', '학교', '학생들', '한번', '사람', '거기'],\n",
       " ['사람'],\n",
       " ['가족', '호소문', '#신천지', '#코'],\n",
       " ['코로나19', '창궐'],\n",
       " ['대통령', '국민'],\n",
       " ['대통령'],\n",
       " ['아침', '오늘', '오늘', '행운', '오늘', '하루', '분명'],\n",
       " ['중국', '각국', '사태', '경제', '회복', '이슈', '중국', '중국', '사태'],\n",
       " ['중국', '각국', '사태', '경제', '회복', '이슈', '중국', '중국', '사태'],\n",
       " ['외국', '코로나19'],\n",
       " ['건강', '걱정'],\n",
       " ['아침', '자가격리', '검사', '무증상'],\n",
       " ['정리', '사태', '긴급재난지원금'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " ['관련', '가짜', '기사'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['댓글', 'ㅠㅠ', '만큼'],\n",
       " ['코로나19', '자체', '개발', '다음', '뉴스'],\n",
       " ['전문가'],\n",
       " ['전문'],\n",
       " ['건물', '위험'],\n",
       " ['경제', '안보'],\n",
       " ['아베', '나라'],\n",
       " ['축하', 'ㅎㅎ'],\n",
       " ['노력'],\n",
       " ['오늘', '건강', '하루'],\n",
       " ['코로나19', '동참'],\n",
       " ['코로나19', '자체', '개발'],\n",
       " ['얼굴', '온라인', 'ㅠㅠ'],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " ['전세계', '국민', '생명', '보호', '우리', '대통령님', '존재', '가능', '국가', '기회'],\n",
       " ['코로나19'],\n",
       " ['여러분', '“코로나19', '극복', '100', '출처', '블로그)'],\n",
       " ['극복', '요구'],\n",
       " ['업체', '때문'],\n",
       " ['‘코로', '출처', '국민일보', '네이버', '뉴스'],\n",
       " ['방역당국', '코로나19', '검사', '지금', '조사', '운동'],\n",
       " ['ㅅㅂ', '검사'],\n",
       " ['올해'],\n",
       " ['올해', 'ㅠㅠ'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '/20200522060602773\\xa0…'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음', '뉴스'],\n",
       " ['증상'],\n",
       " ['학교'],\n",
       " ['체크'],\n",
       " ['ㅋㅋㅋㅋㅋ'],\n",
       " ['예방'],\n",
       " ['이태원', '인천'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나19', '개학', '수업', '준비', 'f=m\\xa0…'],\n",
       " ['중국',\n",
       "  '미국',\n",
       "  '사태',\n",
       "  '최악',\n",
       "  '국면',\n",
       "  '중국',\n",
       "  '미중',\n",
       "  '각국',\n",
       "  '코로나',\n",
       "  '시점',\n",
       "  '중국',\n",
       "  '경제적',\n",
       "  '불구',\n",
       "  '\\xa0…'],\n",
       " ['단독', '국회', 'html\\xa0…', '국회', '추진', '과제'],\n",
       " ['논란'],\n",
       " ['최소'],\n",
       " ['실패'],\n",
       " ['중국',\n",
       "  '미국',\n",
       "  '사태',\n",
       "  '최악',\n",
       "  '국면',\n",
       "  '중국',\n",
       "  '미중',\n",
       "  '각국',\n",
       "  '코로나',\n",
       "  '시점',\n",
       "  '중국',\n",
       "  '경제적',\n",
       "  '불구',\n",
       "  '\\xa0…'],\n",
       " ['확산', '중국', '우리나라', '확진자', '급증', '미국은', '안전', '나라'],\n",
       " ['어디'],\n",
       " ['인간'],\n",
       " ['상태'],\n",
       " ['사람', '인류'],\n",
       " ['바이러스'],\n",
       " ['시국', '베트남', '강제'],\n",
       " ['코로나19', '상태'],\n",
       " ['미국', '업체', '실시'],\n",
       " ['조사', '결과', '한국', '코로나19', '대응', '생각'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['검사', '괴질', '확인', '\\xa0…'],\n",
       " ['코로나19', '바이러스', '\\xa0…'],\n",
       " ['1차', '‘코로나19', '영향'],\n",
       " ['코로나19'],\n",
       " ['방역', '최고'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['5월', '5일', '코로나19', '가정', '아이'],\n",
       " ['미얀마', '한국', '업체', '이유', '미얀마', '노조'],\n",
       " ['일부', '근무'],\n",
       " ['미국', '트럼프'],\n",
       " ['지구', '전체', '비난', '중국'],\n",
       " ['아베',\n",
       "  '수출규제·코로',\n",
       "  '헛발질',\n",
       "  '韓日',\n",
       "  '희비',\n",
       "  '다음뉴스',\n",
       "  '/20200522060602773\\xa0…',\n",
       "  '방역',\n",
       "  '실패'],\n",
       " ['코로나19', '바이러스'],\n",
       " ['재난지원금'],\n",
       " ['코로나19', '바이러스', '직전'],\n",
       " ['코로나19', '극복', '프로젝트', '개최'],\n",
       " ['학교', '회사', '최대', '고민', '하나', '에어컨', '오늘', '시대', '에어컨'],\n",
       " ['#코로'],\n",
       " ['트럼프', '미국인', '대응', '출처', '네이버', '뉴스'],\n",
       " ['바이러스', '시대', '여름'],\n",
       " ['바이러스', '사례', '정보'],\n",
       " ['코로나', '배송'],\n",
       " ['오후', '배송', '예정'],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " ['ㅋㅋㅋㅋㅋ', '코로나때문'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['방역', '실패'],\n",
       " ['진정'],\n",
       " ['오랜만',\n",
       "  '미국',\n",
       "  '소식',\n",
       "  '현재',\n",
       "  '누적',\n",
       "  '사망자',\n",
       "  '뉴욕',\n",
       "  '락다운',\n",
       "  '해제',\n",
       "  '경제',\n",
       "  '상황',\n",
       "  '우리나라',\n",
       "  '어제',\n",
       "  '확진자',\n",
       "  '날씨'],\n",
       " ['취약계층', '부산', '취약계층', '추진', '사업'],\n",
       " ['평소'],\n",
       " ['코로나땜'],\n",
       " ['역사'],\n",
       " ['지금', '세계', '2차', '비슷', '각국', '상황', '미국', '정책'],\n",
       " ['건강'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['때문', '설명'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나19,', '브라질', '다음', '뉴스'],\n",
       " ['코로나19', '발견', '이상'],\n",
       " ['극복'],\n",
       " ['보호', '행운'],\n",
       " ['1분기', '역대', '최대', '코로나19', '영향', '브레이크뉴스'],\n",
       " ['이후', '최악', '여행'],\n",
       " ['행사'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['쓰레기', '국회', '코로나19', '강조', '정부', '비롯', '고용', '지원', '요구'],\n",
       " ['고3', '학교', '접촉', '교육부', '시발'],\n",
       " ['헛발질', '韓日', '희비', '출처', '뉴스1', '네이버', '뉴스'],\n",
       " ['다행', '코로나때문', '입원', '생각'],\n",
       " ['코로나19', '극복', '캠페인', '동참', '브레이크뉴스'],\n",
       " ['대구', '학생', '코로나19', '양성', '전원', '조치', '브레이크뉴스'],\n",
       " ['코로나19', '극복', '지원', '확대', '브레이크뉴스'],\n",
       " ['대구', '‘코로나19', '브레이크뉴스'],\n",
       " ['포스트코', '최대'],\n",
       " ['#코로나19'],\n",
       " ['문재', '코로나19', '대응', '동의'],\n",
       " ['일본', '방역', '지원', '브레이크뉴스'],\n",
       " ['코로나19', '극복', '브레이크뉴스'],\n",
       " ['정부', '다음', '뉴스'],\n",
       " ['국민들'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['대한민국'],\n",
       " ['지역', '경제', '브레이크뉴스'],\n",
       " ['코로나19', '운영', '브레이크뉴스'],\n",
       " ['코로나19', '경제', '극복', '발표', '브레이크뉴스'],\n",
       " ['미얀마', '한국', '업체', '이유', '미얀마', '노조'],\n",
       " ['일부', '근무'],\n",
       " ['\\xa0…'],\n",
       " ['코로나19', '출처', '블로그)'],\n",
       " ['우리', '간호사', '존재', '이번', '동안', '우리'],\n",
       " ['진짜'],\n",
       " ['‘코로나19', '브레이크뉴스'],\n",
       " ['극복', '브레이크뉴스'],\n",
       " ['2020.', '5.', '오후'],\n",
       " ['코로나19', '여파', '공개', '지원', '브레이크뉴스'],\n",
       " ['코로나19', '극복', '소비', '브레이크뉴스'],\n",
       " ['다들'],\n",
       " ['등교', '출근', '오늘'],\n",
       " ['조심하시'],\n",
       " ['코로나19', '전파', '우려', '중단', '방법', '재개'],\n",
       " ['6월', '1일', '코로나19', '운영', '방문자', '시스템', '운영', '계획', '이용'],\n",
       " ['중국', '코로나19', '보상', '요구'],\n",
       " ['가지', '출처', '네이버', '뉴스'],\n",
       " ['취약계층', '현실', '올해', '1분기', '기간', '경우', '증가', '전체'],\n",
       " ['코로나19', '시작', '다음뉴스'],\n",
       " ['코로나19'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나19',\n",
       "  '사태',\n",
       "  '미국',\n",
       "  '가운데',\n",
       "  '미국',\n",
       "  '정부',\n",
       "  '한국',\n",
       "  '경제',\n",
       "  '대응',\n",
       "  '동참',\n",
       "  '정부',\n",
       "  '단계',\n",
       "  '우려'],\n",
       " ['html\\xa0…'],\n",
       " ['코로나19',\n",
       "  '확진자',\n",
       "  '등교',\n",
       "  '수업',\n",
       "  '시작',\n",
       "  '어제',\n",
       "  '대구',\n",
       "  '고3',\n",
       "  '학생',\n",
       "  '확진',\n",
       "  '판정',\n",
       "  '고3',\n",
       "  '학생'],\n",
       " ['html\\xa0…'],\n",
       " ['코로나19'],\n",
       " ['일본'],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " ['관심'],\n",
       " ['회사', '코로나', '한번', '이용', '사람'],\n",
       " ['‘코로', '요구', '출처', '네이버', '뉴스'],\n",
       " ['카페', '올해', '올해', '서울', '마음', 'ㅠㅠ', '학교', '못가', '못가'],\n",
       " ['19', '주말', '거리두'],\n",
       " ['주말', '여행'],\n",
       " ['지역', '대구'],\n",
       " ['인터뷰', '\\xa0pic.'],\n",
       " ['진짜'],\n",
       " ['근데', '감염', '친구'],\n",
       " ['올해', '3월', '오프', '예정'],\n",
       " ['코로나19', '시작'],\n",
       " ['생각', '그녀', '국내', '발언', '누구', '가지'],\n",
       " ['여름', '2020', '온라인', '시작', '이번', '여름', '코로나', '공부', '학생', '생각', '\\xa0pic.'],\n",
       " ['병원', '검사'],\n",
       " ['어제', '병원'],\n",
       " ['오늘', '병원', '검사'],\n",
       " ['병원'],\n",
       " ['아침', '오후', '저녁', '코로나땜'],\n",
       " ['때문'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['미국', '업체', '지난달', '5일', '미국', '대상', '실시', '보도'],\n",
       " ['미국인', '방역', '최고', '한국', '중국'],\n",
       " ['걱정'],\n",
       " ['한국', '걱정'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['코로나19', '주말', '거리두'],\n",
       " ['하늘'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['코로나때문'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " [\"'코로나19\", '시대', '극복'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['진짜', '고3', '때문', '고3', '누구'],\n",
       " ['어제', '미국', '현황'],\n",
       " ['확진자'],\n",
       " ['사망자'],\n",
       " ['사망자', '10만명'],\n",
       " ['트럼프'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['온라인'],\n",
       " ['코로나19', '아이들', '출처', '코로나19', '아이들', '네이버'],\n",
       " ['여름', '취소', '바이러스', '\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['아베', '문제'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['거기'],\n",
       " ['사태', '출처', '네이버', '뉴스'],\n",
       " ['미래', '시민', '코로나19', '\\xa0pic.'],\n",
       " ['자리', '진짜', '조금', '얼마', '코로나때문', '한달', 'ㅠㅠㅠ'],\n",
       " ['수출', '현장', '4명', '양성', '관련', '보도', '설명'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['개발', '이름', '지구', '바이러스', '지구', '보호', '\\xa0…'],\n",
       " ['이태원', '바이러스', '방역', '외국', '재앙'],\n",
       " ['미국', '바이러스'],\n",
       " ['기업', '국민들', '긴급재난지원금', '기부'],\n",
       " ['대통령', '기업', '극복', 'html\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['기업'],\n",
       " ['방역', '실패', '/20200522060602773\\xa0…'],\n",
       " ['\\xa0…'],\n",
       " ['미국인', '방역', '최고', '한국', '중국', '다음', '뉴스'],\n",
       " ['경우'],\n",
       " ['일본', '방역', '지원', '다음', '뉴스'],\n",
       " ['사람들', '확산'],\n",
       " ['집단감염', '비판'],\n",
       " ['일부', '문제', '전체', '확대', '문제'],\n",
       " ['코로나19', '출처', '네이버', '뉴스'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['어제', '일본', '코로나', '검사', '확진자'],\n",
       " ['일본'],\n",
       " ['생각', '\\xa0…'],\n",
       " ['창궐', '창궐'],\n",
       " ['다음', '뉴스'],\n",
       " ['출근', '등교', '오늘', '하루', '응원'],\n",
       " ['코로나', '요즘', '일상'],\n",
       " ['불안', '기업들', '대응', '실패'],\n",
       " ['포스트코', '최대', '과제', '출처', '네이버', '뉴스'],\n",
       " ['의심', '사망', '대구'],\n",
       " ['ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', '일본', '전파', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋ'],\n",
       " ['ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋ', '\\xa0…'],\n",
       " ['중국,', '미국', '보상', '하락', '출처', '한국경제', '네이버'],\n",
       " ['사람'],\n",
       " ['코로나19', '신규', '확진자', '10명', '지역', '사회', '감염', '증가'],\n",
       " ['코로나19', '바이러스', '신천지', '출처', '네이버', '뉴스'],\n",
       " ['어린이들', '코로나19', '관련', '미국', '얼굴', '증상', '어린이', '감염', 'html\\xa0…'],\n",
       " ['오늘', '회사', '오늘', '검사', '생각'],\n",
       " ['대통령'],\n",
       " ['처벌'],\n",
       " ['미중'],\n",
       " ['한국'],\n",
       " ['학교', '때문', '학교'],\n",
       " ['출처', '국민일보', '네이버', '뉴스'],\n",
       " ['속보', '바이러스', '신천지', '출처', '네이버', '뉴스'],\n",
       " ['지난해', '매출', '코로나19', '진단키트', '매출', '대표', '인터뷰', '기사', '매출'],\n",
       " ['감사'],\n",
       " ['덕분'],\n",
       " ['감사'],\n",
       " ['덕분'],\n",
       " ['아베',\n",
       "  '수출규제·코로',\n",
       "  '헛발질',\n",
       "  '韓日',\n",
       "  '희비',\n",
       "  '다음',\n",
       "  '뉴스',\n",
       "  '/20200522060602773\\xa0…',\n",
       "  'ㅋㅋ'],\n",
       " ['시작', '때문'],\n",
       " ['미국은'],\n",
       " ['1년', '사망자', '코로나', '걱정', '\\xa0…'],\n",
       " ['코로나19', '수출', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " ['재난지원금', '사이트'],\n",
       " ['이후', '엄마', '재난지원금'],\n",
       " ['저녁'],\n",
       " ['현금', '지원', '한국', '일본', '다음', '뉴스'],\n",
       " ['오늘', '출근', '진짜', '도시', '감염자', '걱정'],\n",
       " ['코로나바이러스'],\n",
       " ['사망', '진짜'],\n",
       " ['기분', '하루', '시작'],\n",
       " ['때문', '중단', '행동', '마음', '감사'],\n",
       " ['가정', '일본', '이유', '개최', '하나', '일본', '한번'],\n",
       " ['사람들', '확산', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " ['코로나19', '무증상', '전파', '방역당국', '출처', '연합뉴스', '네이버', '뉴스'],\n",
       " ['분석', '필요'],\n",
       " ['단독', '김정은'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['방역', '실패'],\n",
       " ['우리'],\n",
       " ['행동', '사람들'],\n",
       " ['처벌'],\n",
       " ['일본', '바이러스', '검사', '전국민', '실시'],\n",
       " ['감염', '무증상', '인간', '감염', '생각', '생활', '대책'],\n",
       " ['생각'],\n",
       " ['일본', '무엇', '생각'],\n",
       " ['코로나19', '10명', '4명', '\\xa0pic.'],\n",
       " ['5월', '세계', '확산', '현황', '확진', '사망'],\n",
       " ['중국,', '코로나19', '보상', '요구', '출처', '한국경제TV', '네이버', '뉴스'],\n",
       " ['오늘', '바이러스', '때문', '친구', '행복'],\n",
       " ['감사'],\n",
       " ['오늘'],\n",
       " ['코로나19', '사태', '이후', '한국의', '수출', '감소'],\n",
       " ['[코로나19', '기사', '목숨', '출처', '블로그)'],\n",
       " ['최대', '최대'],\n",
       " ['코로나19'],\n",
       " ['코로나19', '바이러스', '신천지'],\n",
       " ['코로나19', '국민', '건강', '걱정'],\n",
       " ['프로젝트', '연장', '코로나19', '프로젝트', '필요', '상태', '코로나19', '누구'],\n",
       " ['기사', '얘기', '문제', '정권'],\n",
       " ['일본', '방역', '지원', '다음', '뉴스'],\n",
       " ['일본'],\n",
       " ['바이러스', '사용', '문제', '방식', '문제', '19', '이름', '이것'],\n",
       " ['경제', '충격', '집중', '다음뉴스'],\n",
       " ['코로나19,', '브라질'],\n",
       " ['때문', 'ㅠㅠㅠ', 'ㅠㅠㅠㅠ'],\n",
       " ['생일', '완전', '축하', '우리', '오늘', '하루', '행복', '인천'],\n",
       " ['코로나19', '관련'],\n",
       " ['시민들'],\n",
       " ['코로나19', '극복'],\n",
       " ['최선', '노력'],\n",
       " ['#코로나19'],\n",
       " ['ㅋㅋㅋ', '코로나땜'],\n",
       " [\"'코로나19\", '백신'],\n",
       " ['\\xa0…'],\n",
       " ['미국', '다음', '뉴스', '트럼프', '마스크'],\n",
       " ['미국', '다음', '뉴스'],\n",
       " ['회사', '와중', '진심', 'ㅠㅠ'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음', '뉴스'],\n",
       " ['다들', '안녕', '등교', '다들', '오늘', '하루', '주말', '조심'],\n",
       " ['ㅎㅎ', '이번', '기회', '코로나', '기회', 'ㅋㅋ'],\n",
       " ['아침', '한국일보', '기사', '시작'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['언론', '정부', '경제', '극복', '대한민국', '청와대'],\n",
       " ['이태원', '유행', '관계', '루머', '감사'],\n",
       " ['일본', '기사', '우리', '우리나라'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['안녕', '한국', '유행', '시작', '1월', '외출', '금지', '외출', '3월', '포함', '상태'],\n",
       " ['코로나19'],\n",
       " ['예전', '관심', '이용', '시작'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['한국의', '보도', '뉴스'],\n",
       " ['정도', '코로나19', '시대'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비'],\n",
       " ['아베'],\n",
       " ['필요'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['대상', '코로나19', '면역력', '성공'],\n",
       " ['백신', '입장'],\n",
       " ['이태원', '클럽', '집단감염', '이후', '코로나19'],\n",
       " ['세계'],\n",
       " ['국회', '10명'],\n",
       " ['방심', '오늘'],\n",
       " ['전세계', '상황'],\n",
       " ['1.', '오늘', '전세계'],\n",
       " ['2.', '미국', '트럼프', '덕분', '오늘', '감염자'],\n",
       " ['3.', '사망자', '100명'],\n",
       " ['4.', '영국'],\n",
       " ['코로나19', '확대'],\n",
       " ['이야기'],\n",
       " ['30', '신종', '바이러스', '세계', '처벌', '하나님', '하나님', '각국', '나라', '일본'],\n",
       " ['2020'],\n",
       " ['근데', '코로나때문'],\n",
       " ['미국', '코로나19', '대응', '공급'],\n",
       " ['미국', '현장', '실시간', '보도', '일본', '\\xa0…'],\n",
       " ['기사'],\n",
       " ['코로나19'],\n",
       " ['검찰', '확진자'],\n",
       " ['정부', '상황', '협조'],\n",
       " ['트럼프', '무능'],\n",
       " ['무능',\n",
       "  '코로나19',\n",
       "  '트럼프',\n",
       "  '미국',\n",
       "  '대통령',\n",
       "  '신종',\n",
       "  '코로나바이러스',\n",
       "  '감염증(코로나19)',\n",
       "  '관련',\n",
       "  '입장',\n",
       "  '발표'],\n",
       " ['완전'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나', '한국의', '일본', '한국', '세계', '세계'],\n",
       " ['유럽'],\n",
       " ['타격', '13일', '오후'],\n",
       " ['com'],\n",
       " ['우리'],\n",
       " ['코로나19', '연속', '전망'],\n",
       " ['20일', '올해', '누적', '기준', '감소', '코로나19', '수출', '20일', '우리나라', '수출'],\n",
       " ['온라인'],\n",
       " ['진행', '20일', '개최', '코로나19', '현장', '행사', '온라인', '팬데믹', '사태'],\n",
       " ['코로나19'],\n",
       " ['코로나19'],\n",
       " ['음식'],\n",
       " ['지구', '대한민국'],\n",
       " ['존재', '코로나19'],\n",
       " ['사람'],\n",
       " ['ㅜㅜ'],\n",
       " ['코로나때문'],\n",
       " ['맨날', '백신', '기사', '진짜'],\n",
       " ['“코로나19', '마음', '\\xa0pic.'],\n",
       " ['단독', '미얀마', '한국', '업체', '이유', '미얀마', '노조', '다음뉴스'],\n",
       " ['중국', '박사', '2020', 'html\\xa0…'],\n",
       " ['교수', '경고', '포스트', '무증상', '감염', '최대', '80', '2차', '유행', '대비해'],\n",
       " ['사업', '실시'],\n",
       " ['학생', '제공', '협력', '지역', '학생', '가정', '제공', '사업', '추진', '코로나19'],\n",
       " ['com'],\n",
       " ['강제', '때문', '아무', 'ㅠㅠㅠ'],\n",
       " ['코로나땜시'],\n",
       " ['미국', '중국'],\n",
       " ['대학', '19', '2차', '유행', '우려', '수업'],\n",
       " ['대한민국', '코로나19', '대처'],\n",
       " ['전염병', '대응', '국민'],\n",
       " ['‘코로'],\n",
       " ['평소', '\\xa0…'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음뉴스', '/20200522060602773\\xa0…'],\n",
       " ['시험', '진짜'],\n",
       " ['양성'],\n",
       " ['실시'],\n",
       " ['처음', '실시'],\n",
       " ['캠페인', '실천'],\n",
       " ['코로나19', '장기화', '감소', '상황', '해결', '동참', '직원들'],\n",
       " ['준비'],\n",
       " ['이후', '사회', '대비해', '비대', '경제', '정책', '마련', '집중', '대응', '대책', '마련', '25일'],\n",
       " ['결과', '언제'],\n",
       " ['음성'],\n",
       " ['다행', '생활방역'],\n",
       " ['검사', '결과'],\n",
       " ['음성', '\\xa0…'],\n",
       " ['다음뉴스'],\n",
       " ['영국', '코로나19', '확진자'],\n",
       " ['일본', '코로나', '상태', '3월', '4월', '일본', '방송', '전쟁'],\n",
       " ['우리', '아베'],\n",
       " ['한반', '걱정', '일본', '걱정'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스', '/20200522060602773\\xa0…'],\n",
       " ['코로나'],\n",
       " ['하나님'],\n",
       " ['환경', '상황'],\n",
       " ['중요'],\n",
       " ['하나님', '우리', '마음'],\n",
       " ['격리', '기사', '한국', '주장', '관계', '생각', '스트레스', '생각', '\\xa0…'],\n",
       " ['중국', '1분기', '기록'],\n",
       " ['19', '글로벌'],\n",
       " ['한달', '모습', '2주', '답답', '음식'],\n",
       " ['아베', '일본', '날씨'],\n",
       " ['문화', '일상', '다음', '뉴스'],\n",
       " ['아베', '수출규제·코로', '헛발질', '韓日', '희비', '다음', '뉴스'],\n",
       " ['국내', '부터'],\n",
       " ['/20200522060602773\\xa0…'],\n",
       " ['중국', '쓰레기', '집단', '한국', '쓰레기'],\n",
       " ['진단키트'],\n",
       " ['미국', '수출', '코로나19', '진단키트', '수요', '정도', '주문'],\n",
       " ['2차', '코로나19', '바이러스', '진단키트', '세계', '최초', '개발', '상태', '\\xa0…'],\n",
       " ['포스트코', '코로나19', '사회적', '공유'],\n",
       " ['다음', '뉴스'],\n",
       " ['진짜', 'ㅠㅠ'],\n",
       " ['이후'],\n",
       " ['ㅠㅠ', '걱정', 'ㅠㅠ', '정신', '검사'],\n",
       " ['속보', '트럼프', '＂코로', '2차', '유행', '봉쇄', '출처', '머니투데이', '네이버', '뉴스'],\n",
       " ['새끼', '클럽', '조심', '검사'],\n",
       " ['부천', '여성', '선택', '다음', '뉴스'],\n",
       " ['극복', '최고', '나라'],\n",
       " ['대비'],\n",
       " ['올해', '고3', '올해', '학교', '코로나때문', '청원', 'ㅜㅜ'],\n",
       " ['코로나19', '대학', '타격', '심각', '여행', '식당'],\n",
       " ['포스트코', '최대', '과제'],\n",
       " ['전세계', '코로나19', '글로벌', '경제'],\n",
       " ['우리나라', '타격', '상황', '정부', '지금', '경제', '이유'],\n",
       " ['\\xa0…'],\n",
       " ['진짜'],\n",
       " ['한달', '기간', '여행', '한번', '작업'],\n",
       " ['여행', '나중', '여행', '작업'],\n",
       " ['대구', '기부', '진심', '걱정'],\n",
       " ['걱정'],\n",
       " ['현금', '지원', '한국', '일본', '다음', '뉴스'],\n",
       " ['대표', '정부', '정부', '경제', '침체', '세계'],\n",
       " ['코로나', '국가', '대통령님'],\n",
       " ['#코로'],\n",
       " ['아이'],\n",
       " ['아이들'],\n",
       " ['개학'],\n",
       " ['바이러스', '감염', '확진자', '증가', '사태', '심각'],\n",
       " ['때문'],\n",
       " ['일본', '확진자'],\n",
       " ['회사', '트럼프', '결과', '매출', '80', '분석', '코로나19', '나라', '대통령', '\\xa0…'],\n",
       " ['우리', '마스크', '사용'],\n",
       " ['봉쇄', '결과', '출처', '조선일보', '네이버', '뉴스'],\n",
       " ['전문', '경고'],\n",
       " ['대책', '예방법'],\n",
       " ['이젠', '국민', '하나', 'com', '\\xa0…'],\n",
       " ['우한', '현황'],\n",
       " ['여러분'],\n",
       " ['ㅠㅠ'],\n",
       " ['시작', 'ㅋㅋㅋ'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['출처', '한국일보', '네이버', '뉴스'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['우리', '어제', '정신', '와중', '우리', '때문', '오늘', '진짜'],\n",
       " ['미국'],\n",
       " ['감염자', '미국'],\n",
       " ['지역'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['미국', '중국', '출처', '국민일보', '네이버', '뉴스'],\n",
       " ['중국', '코로나19', '어제', '오늘', '내일'],\n",
       " ['이젠'],\n",
       " ['어제'],\n",
       " ['오늘', '주말'],\n",
       " ['어제', '오후', '오늘'],\n",
       " ['코로나때문', '사람', '내용'],\n",
       " ['사태', '세상', '기준', '생각', '\\xa0…'],\n",
       " ['미국', '입국', '확진'],\n",
       " ['출처', '뉴스1', '네이버'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코'],\n",
       " ['코로나19', '감염', '100명', '이상'],\n",
       " ['출처', '연합뉴스', '네이버'],\n",
       " ['국회'],\n",
       " ['지금', '국민들', '누구'],\n",
       " ['팬데믹', '전세계', '경제'],\n",
       " ['일본', '동네', '대한민국', '국민'],\n",
       " ['#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#大邱', '#코로'],\n",
       " ['ㅎㅎ'],\n",
       " ['시발', '진짜'],\n",
       " ['봉쇄', '결과'],\n",
       " ['출처', '조선일보', '네이버'],\n",
       " ['아침', '출처', '블로그)'],\n",
       " ['소리', '코로나19', '미국', '시스템', '사망', '공유'],\n",
       " ['타격', '문재', '정부', '정책', '불평등', '신종', '코로나바이러스', '감염증(코로나19)', '영향'],\n",
       " ['글로벌', '불평등', '경고', '코로나19', '가운데', '불평등', '경고'],\n",
       " ['자제', '불평등', '강조', '제안'],\n",
       " ['트럼프', '사망', '\\xa0…'],\n",
       " ['코로나', '매출', '때문'],\n",
       " ['과제', '우리', '사람', '때문', '나중', '분명'],\n",
       " ['이거'],\n",
       " ['코로나땜시'],\n",
       " ['행복'],\n",
       " ['input=tw\\xa0…'],\n",
       " ['신종', '코로나바이러스', '감염증(코로나19)', '여파', '바이러스'],\n",
       " ['ㅠㅠ', '저희', 'ㅋㅋ'],\n",
       " ['진짜', '창궐', '다음', '뉴스', '때문', '전세계', '전문가들', '신종', '원인', '주목'],\n",
       " ['고통'],\n",
       " ['역사', '지금', '고통', '국민'],\n",
       " ['것들'],\n",
       " ['한국경제'],\n",
       " ['방역', '수출'],\n",
       " ['코로나19', '치료'],\n",
       " ['국내'],\n",
       " ['포함', '수출', '작년'],\n",
       " ['얼마', '다행', '생각', '일본'],\n",
       " ['사망자', '10명', '이상', '진정국면', '사망자'],\n",
       " ['뉴욕', '코로나사태', '진정', '무엇', '예방', '생각', '코로나사태', '진정', '현재', '방역'],\n",
       " ['‘코로'],\n",
       " ['코로나', '못가', '마음', '카페', '코로나', '그동안'],\n",
       " ['진짜', '조금', '방심'],\n",
       " ['클럽', '노래방', '이번'],\n",
       " ['진짜'],\n",
       " ['진짜', '직전', '언급', '모양'],\n",
       " ['코로나19', '상상', '2020'],\n",
       " ['우리나라'],\n",
       " ['코로나'],\n",
       " ['새끼'],\n",
       " ['미국', 'ㅠㅠㅠㅠ', '영상', '인터뷰'],\n",
       " ['가격'],\n",
       " ['여기'],\n",
       " ['학생', '시간'],\n",
       " ['요즘', '시간', '오늘'],\n",
       " ['[코로나19]', '미국'],\n",
       " ['아이', '걱정', '감사', '이야기', '감사', '우리', '코로나', '응원'],\n",
       " ['어린이', '괴질', '코로나19', '확인'],\n",
       " ['미국인', '온라인'],\n",
       " ['input=tw\\xa0…'],\n",
       " ['신종', '코로나바이러스', '감염증(코로나19)', '폐쇄', '미국인', '온라인', '영화', '의사'],\n",
       " ['검사', '결과', '코로나19', '음성'],\n",
       " ['방역', '성공', '의료', '성공', '방역', '의료', '자체'],\n",
       " ['#코로'],\n",
       " ['바이러스'],\n",
       " ['ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ',\n",
       "  'ㅏㅏㅏㅏㅏ'],\n",
       " ['진짜'],\n",
       " ['트윗', '경각심', '협조', '필요', '외출', '자제'],\n",
       " ['정국', '가격', '판매', '이벤트', '마음', '조심하시'],\n",
       " ['미국'],\n",
       " ['코로나', '이용'],\n",
       " ['쓰레기', '새끼'],\n",
       " ['실시간', '마스크', '정보', '공유', '사이트'],\n",
       " ['바이러스'],\n",
       " ['마스크', '공적', '판매처', '실시간', '재고', '조회'],\n",
       " ['코로나19'],\n",
       " ['한국', '노래'],\n",
       " ['일본', '노래'],\n",
       " ['근데'],\n",
       " ['마스크', '사용', 'ㅠㅠ', '마스크', 'ㅠㅠ', '마스크', '가격'],\n",
       " ['올해', '영화'],\n",
       " ['완치', '다음', '뉴스'],\n",
       " ['미국', '사례'],\n",
       " ['한국', '사례', '요즘', '기자'],\n",
       " ['코로나때문', '노래방'],\n",
       " ['미국', '팬데믹', '발생', '세계적', '미국'],\n",
       " ['사람'],\n",
       " ['증상', '\\xa0…'],\n",
       " ['코로나때문'],\n",
       " ['ㅋㅋㅋ'],\n",
       " ['05.', '2020'],\n",
       " ['안녕'],\n",
       " ['우리', '진심'],\n",
       " ['이전', '시국', '때문', '미국', '전세계', '시험', 'ㅋㅋㅋ'],\n",
       " ['코로나19', '이후', '미래', '\\xa0…'],\n",
       " ['때문', '일정', '어제', '마음', '건강', '주말'],\n",
       " ['문제', '문제', '대학', '예전', '시간', '대학', '경향신문'],\n",
       " ['코로나19', '직격탄', '뉴스'],\n",
       " ['이전'],\n",
       " ['그것'],\n",
       " ['검사', '결과', '여기', '검사', '양성', '결과', '음성', '발언', '하나'],\n",
       " ['우리', '\\xa0…'],\n",
       " ['미국', '대선', '트럼프', '방역', '실패', '정도', '예측', '실패', '예측'],\n",
       " ['미국', '민주당'],\n",
       " ['트럼프', '안쓰'],\n",
       " ['미국'],\n",
       " ['저희', '코로나때문'],\n",
       " ['잘못', '잘못'],\n",
       " ['진짜', '코로나땜', 'ㅋㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', '근데', '교수', '인정', '작년', '인정'],\n",
       " ['완치', '다음뉴스'],\n",
       " ['전쟁'],\n",
       " ['코로나'],\n",
       " ['이상', '희생', '필요'],\n",
       " ['\"코로나19', '극복'],\n",
       " ['얼굴'],\n",
       " ['input=tw\\xa0…'],\n",
       " ['마스크', '신종', '코로나바이러스', '감염증(코로나19)', '시대', '해제'],\n",
       " ['의사', '서울'],\n",
       " ['바이러스', '방송'],\n",
       " ['미세먼지', '진짜', '자체'],\n",
       " ['한번', '상황'],\n",
       " ['맨날', '나중'],\n",
       " ['유럽', '문제', '사람'],\n",
       " ['코로나19', '출처', '블로그)'],\n",
       " ['생각', '생각', '얘기'],\n",
       " ['사용', '10', '10', '보상'],\n",
       " ['바이러스', '여자', '대한민국', '쇼핑', '다이어트'],\n",
       " ['근데'],\n",
       " ['ㅎㅎ'],\n",
       " ['코로나사태'],\n",
       " ['종식', '질병'],\n",
       " ['코로나때문'],\n",
       " ['정신', '20대', '마지막', '국회', '10명', '국회'],\n",
       " ['취소', '방법'],\n",
       " ['포스트'],\n",
       " ['포스트'],\n",
       " ['평소', '마스크', 'ㅠㅠ', '미세먼지', '때문', '한국', '진짜', '답답', '하루', 'ㅠㅠ'],\n",
       " ['정부', '\"코로나19', '어제', '전파'],\n",
       " ['때문', '준비', '기분', '근데'],\n",
       " ['대부분', '시간', '여행', '3년', '정도', '코로나', '여행'],\n",
       " ['모습'],\n",
       " ['내년', '상태', '상황'],\n",
       " ['연예', '코로나19', '확산', '우려', '2020.', '05.'],\n",
       " ['의료', '일반', '처벌', '지역', 'ㅎㅎ', '대구'],\n",
       " ['코로나때문', '온라인', '과제'],\n",
       " ['운동'],\n",
       " ['마스크'],\n",
       " ['감사', '조심하시'],\n",
       " ['“코로', '기간'],\n",
       " ['금지', '저녁', '맨날'],\n",
       " ['코로나19', '연속', '전망'],\n",
       " ['인구', '때문', '사람'],\n",
       " ['19', '확산', 'ㅋㅋㅋㅋㅋ', '\\xa0…'],\n",
       " ['중국', '온라인', '한국', '인기'],\n",
       " ['input=tw\\xa0…'],\n",
       " ['중국', '코로나19', '방역', '기간', '중국', '사이트', '한국의', '인기'],\n",
       " ['\\xa0…'],\n",
       " ['마스크', '#코로'],\n",
       " ['직장', '마지막', '코로나때문'],\n",
       " ['학생'],\n",
       " ['2020.', '05.'],\n",
       " ['3월', '진짜', '엄마'],\n",
       " ['마스크', '정보'],\n",
       " ['마스크', '공적', '판매처', '실시간', '조회'],\n",
       " ['콘서트'],\n",
       " ['코로나', '아이들'],\n",
       " ['일본', '방역', '지원'],\n",
       " ['일본', '일본'],\n",
       " ['상황', '지원', '학교', '지역사회'],\n",
       " ['잘못'],\n",
       " ['비판'],\n",
       " ['일부'],\n",
       " ['어디', '이상', '악플'],\n",
       " ['확인'],\n",
       " ['\\xa0…'],\n",
       " ['오늘', '마스크', '착용', '저녁', '시국'],\n",
       " ['한번', '병원'],\n",
       " ['가능성'],\n",
       " ['진짜', '바이러스', '다음', '주문', '\\xa0…'],\n",
       " ['ㅠㅠ', '운동', '때문', '헬스'],\n",
       " ['진정'],\n",
       " ['영국', '코로나19', '확진자'],\n",
       " ['진짜', 'ㅠㅠㅠㅠ', 'ㅋㅋㅋㅋ', '기분', 'ㅠㅠㅠ'],\n",
       " ['고민'],\n",
       " ['6월', '7월', '그때', '노래방'],\n",
       " ['ㅋㅋㅋㅋㅋ', '코로나때문', 'ㅎㅎ'],\n",
       " ['ㅠㅠ', '언제'],\n",
       " ['포스트', '다음', '뉴스'],\n",
       " ['개학', '하루', '의심', '증상', '검사', '학교', '온라인', '수업'],\n",
       " ['여기', '종식', '사회적', '사이', '지금', '2주', '시작'],\n",
       " ['본인', '코로나', '다들', '한국'],\n",
       " ['코로나'],\n",
       " ['대한민국'],\n",
       " ['적극적'],\n",
       " ['협력', '추진'],\n",
       " ['선언'],\n",
       " ['국회'],\n",
       " ['협력'],\n",
       " ['자체', '일본'],\n",
       " ['일본'],\n",
       " ['때문', '생각'],\n",
       " ['코로나', '중요'],\n",
       " ['코로나'],\n",
       " ['방송', '시간', '코로나'],\n",
       " ['방송', '하나'],\n",
       " ['ㅠㅠ'],\n",
       " ['유지', '이번', '상상', '얘기', '오늘'],\n",
       " ['코로나19', '시국', '대통령'],\n",
       " ['사업', '때문', '지역', '예정', '저녁', '동안', '마스크'],\n",
       " ['청와대'],\n",
       " ['위기'],\n",
       " ['공격', '대응'],\n",
       " ['사설'],\n",
       " ['출처', '네이버', '뉴스', '\\xa0pic.'],\n",
       " ['시국', '생각', '문제'],\n",
       " ['기사', '클럽', '이태원', '식당', '근데', '시국', '친구', '하나'],\n",
       " ['정리', '주문', '가능', '7월'],\n",
       " ['개학', '반대', '미국', '18일', '이상'],\n",
       " ['요즘'],\n",
       " ['ㅋㅋㅋㅋㅋ', '거기', 'ㅋㅋㅋㅋ'],\n",
       " ['ㅠㅠㅠ'],\n",
       " ['코로나19', '심각', '출처'],\n",
       " ['마스크', '코로나19'],\n",
       " ['이태원', '방문', '부터', '감염', '학생들', '교회'],\n",
       " ['교회', '마스크'],\n",
       " ['인천', '교회', '확진자', '뉴스'],\n",
       " ['진짜'],\n",
       " ['코로나19', '렘데시비르', '출처', '블로그)'],\n",
       " ['코로나19', '여파', '연기', '출처', '네이버', '연예'],\n",
       " ['출처', '중앙일보', '네이버', '뉴스'],\n",
       " ['때문', '생각'],\n",
       " ['코로나', '중요'],\n",
       " ['코로나'],\n",
       " ['방송', '시간', '코로나'],\n",
       " ['방송', '하나'],\n",
       " ['ㅠㅠ'],\n",
       " ['유지', '이번', '상상', '얘기', '오늘'],\n",
       " ['코로나19', '시국', '대통령'],\n",
       " ['사업', '때문', '지역', '예정', '저녁', '동안', '마스크'],\n",
       " ['청와대'],\n",
       " ['위기'],\n",
       " ['공격', '대응'],\n",
       " ['사설'],\n",
       " ['출처', '네이버', '뉴스', '\\xa0pic.'],\n",
       " ['시국', '생각', '문제'],\n",
       " ['기사', '클럽', '이태원', '식당', '근데', '시국', '친구', '하나'],\n",
       " ['정리', '주문', '가능', '7월'],\n",
       " ...]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_mod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = temp_mod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['\"코로나19', '\"한국', '#WednesdayWordExpo', '#thebucheon', '#大邱', '#新冠肺炎', '#新天地', '#李万熙', '#虚假报道', '#가짜뉴스', '#댓글', '#더부천', '#면역력', '#분실폰', '#사단', '#손씻기', '#신종코로나19', '#신천지', '#신천지예수교회', '#쌍화차', '#악플', '#일탈', '#코', '#코로', '#코로나19', '#코로나19_예방', '#팩트체크', '#확진자', \"'아시\", \"'코로나19\", \"'코로나19'\", '/20200502070024839\\xa0…', '/20200505070112092\\xa0…', '/20200519051505627\\xa0…', '/20200522060602773\\xa0…', '/20200528050752979\\xa0…', '05.', '0명', '1.', '10', '100', '100명', '10만명', '10명', '11일', '12', '12일', '13일', '15-30만까지벌수있다', '15일', '1654', '1656', '1671', '1675', '1689', '1692', '18일', '19', '19일', '1년', '1만명', '1명', '1분기', '1월', '1위', '1일', '1차', '2.', '20', '2020', '2020.', '2020년', '20대', '20일', '23세', '25일', '28', '2년', '2명', '2배', '2월', '2주', '2차', '3.', '30', '3000만원', '30대', '31번', '3년', '3명', '3월', '3주년', '4.', '40', '4명', '4월', '4일', '5.', '5월', '5일', '6월', '6일', '7월', '7일', '80', 'CIX(씨아이엑스),', 'Q&A', '[코로나19', '[코로나19]', 'com', 'f=m&from=mtop\\xa0…', 'f=m\\xa0…', 'html\\xa0…', 'idxno=730577\\xa0…', 'input=tw\\xa0…', '\\xa0pic.', '\\xa0…', '\\xa0…pic.', '‘신천지', '‘코로', '‘코로나19', '‘코로나19’', '‘틱톡', '“나부터', '“제겐', '“코로', '“코로나', '“코로나19', 'ㅅㅂ', 'ㅋㅋ', 'ㅋㅋㅋ', 'ㅋㅋㅋㅋ', 'ㅋㅋㅋㅋㅋ', 'ㅎㅎ', 'ㅏㅏㅏㅏㅏ', 'ㅜㅜ', 'ㅠㅠ', 'ㅠㅠㅠ', 'ㅠㅠㅠㅠ', 'ㅠㅠㅠㅠㅠ', 'ㅡㅡ', '韓日', '가격', '가능', '가능성', '가운데', '가정', '가족', '가족들', '가지', '가짜', '가짜뉴스', '가치', '각국', '간호사', '감사', '감소', '감염', '감염병', '감염자', '감염증(코로나19)', '감염증(코로나19)관련', '강남', '강제', '강제개종', '강조', '강행', '강화', '개발', '개인', '개최', '개학', '개학연기', '거기', '거리', '거리두', '거짓말', '걱정', '건강', '건물', '검거', '검사', '검찰', '검토', '것”', '것들', '게이클럽', '격리', '결과', '결정', '경각심', '경고', '경기', '경우', '경쟁', '경제', '경제적', '경찰', '경향신문', '경험', '계속', '계약금', '계획', '고3', '고민', '고생', '고용', '고용보험', '고통', '공개', '공격', '공급', '공부', '공산당', '공식', '공연', '공연…‘극강', '공유', '공적', '공조', '과제', '관계', '관내', '관련', '관리', '관심', '관점', '광주시', '괴질', '교수', '교육', '교육부', '교회', '교훈', '국가', '국내', '국면', '국민', '국민들', '국민일보', '국제', '국제적', '국회', '궁금', '권영진', '규모', '귤쨈만들기,', '그거', '그걸', '그것', '그녀', '그동안', '그때', '극복', '근데', '근무', '글로벌', '금지', '급증', '기간', '기도', '기록', '기부', '기분', '기사', '기술', '기억', '기업', '기업들', '기원', '기자', '기준', '기침', '기회', '긴급', '긴급재난지원금', '김정은', '나라', '나이23세이상', '나중', '날씨', '남성', '내년', '내용', '내일', '네이버', '노동자', '노래', '노래방', '노력', '노조', '노하우', '논란', '농산물', '누구', '누적', '눈물', '뉴스', '뉴스1', '뉴욕', '능력', '니들', '다들', '다음', '다음뉴스', '다이어트', '다행', '단계', '단독', '단체', '답답', '당사자‧가족', '당신', '대구', '대구시', '대규모', '대부분', '대비', '대비해', '대상', '대선', '대유행', '대응', '대전', '대전교회', '대책', '대처', '대출', '대통령', '대통령님', '대표', '대학', '대한민국', '댓글', '덕분', '덴탈마스크', '도시', '도움', '독감', '돌파', '동네', '동안', '동의', '동참', '등교', '등교개학', '딸기쨈만들기', '때문', '라이브', '락다운', '랜선', '러시아', '렘데시비르', '루머', '리더십', '마련', '마스크', '마음', '마지막', '만남', '만들기', '만큼', '매일경제', '매출', '맨날', '머니투데이', '머리', '면역력', '모두', '모범사례', '모습', '모양', '모임', '모집중이', '목사에요”', '목소리', '목숨', '목표', '못가', '무능', '무료', '무시', '무엇', '무증상', '문재', '문제', '문화', '물류센터', '뭔가', '미국', '미국은', '미국인', '미래', '미세먼지', '미얀마', '미중', '미지', '민주당', '바이러스', '박근혜', '박사', '반대', '반성', '발견', '발생', '발언', '발원지', '발표', '방문', '방문자', '방법', '방송', '방식', '방심', '방어', '방역', '방역당국', '방지', '배달', '배송', '배우', '백신', '백악관', '백퍼', '버스', '베트남', '변화', '병원', '보도', '보령시', '보상', '보호', '본인', '봉쇄', '부분', '부산', '부정선거', '부족', '부천', '부터', '북한', '분명', '분석', '불구', '불안', '불평등', '브라질', '브레이크뉴스', '블로그)', '비난', '비대', '비롯', '비상', '비슷', '비판', '사건', '사기거절', '사단', '사람', '사람들', '사랑', '사례', '사망', '사망자', '사설', '사실', '사업', '사용', '사이', '사이트', '사진', '사태', '사회', '사회적', '산불', '삼성', '상다카톡', '상담카톡:', '상담톡:', '상상', '상승', '상원', '상태', '상황', '새끼', '새벽', '생각', '생명', '생산', '생일', '생활', '생활방역', '서구', '서울', '서울시', '선거', '선별진료소', '선언', '선진국', '선택', '선플', '설명', '성공', '성장', '성장률', '세계', '세계적', '세계최고', '세계화', '세무조사', '세상', '소리', '소비', '소상공', '소식', '소집해제', '소통', '속보', '쇼핑', '수도권', '수사', '수업', '수요', '수준', '수출', '수출규제·코로', '수칙', '스웨덴', '스테이지’', '스트레스', '스포츠', '승리', '시간', '시국', '시대', '시민', '시민들', '시민의식', '시발', '시스템', '시위', '시작', '시장', '시점', '시진핑', '시행', '시험', '식당', '신규', '신뢰', '신종', '신종코로나19', '신천지', '신천지예수교회', '신청', '실시', '실시간', '실천', '실패', '심각', '쌍화차', '쓰레기', '씨발', '아무', '아베', '아이', '아이들', '아침', '악플', '악화', '안녕', '안보', '안쓰', '안전', '안정', '안하', '알ㅂㅏ', '애초', '야근', '약속', '양성', '얘기', '어디', '어려움', '어린이', '어린이들', '어버이날', '어제', '언급', '언니', '언론', '언제', '언제던연락주세요', '얼굴', '얼마', '엄마', '업체', '에어컨', '여기', '여러분', '여름', '여비', '여성', '여자', '여파', '여행', '역대', '역사', '연관', '연구', '연구소', '연기', '연속', '연예', '연장', '연합뉴스', '영국', '영상', '영향', '영화', '예고', '예고’', '예방', '예방법', '예배', '예상', '예수교회', '예약금', '예전', '예정', '예측', '오늘', '오늘(29일)', '오랜만', '오빠', '오전', '오프', '오후', '온라인', '올해', '와중', '완료', '완전', '완치', '완화', '외교', '외국', '외출', '요구', '요즘', '우려', '우리', '우리나라', '우울증', '우한', '우한연구소', '우한코로', '우한코로나', '운동', '운영', '울산', '원인', '위기', '위험', '유럽', '유엔', '유지', '유튜브', '유포', '유행', '육박', '은폐', '음성', '음식', '응원', '의료', '의료진', '의료진들', '의문', '의미', '의사', '의심', '이거', '이것', '이날', '이때', '이름', '이만희', '이번', '이벤트', '이상', '이슈', '이시국', '이야기', '이용', '이유', '이재명', '이전', '이젠', '이태원', '이태원발', '이해', '이후', '인간', '인간들', '인구', '인권', '인기', '인도', '인류', '인생', '인정', '인천', '인터뷰', '일당', '일당15-30만~당일결제', '일당15-30만ㄱㅗ수익', '일반', '일본', '일부', '일상', '일자리', '일정', '일주일', '일탈', '임상', '임상시험', '입국', '입원', '입장', '자가격리', '자기', '자랑', '자리', '자신', '자유', '자제', '자체', '자택알ㅂㅏ', '작년', '작업', '잘못', '장관', '장근석,', '장기화', '장난', '재개', '재고', '재난지원금', '재앙', '재택근무', '재확산', '저녁', '저희', '적극적', '전국', '전국민', '전달', '전망', '전문', '전문가', '전문가들', '전세계', '전수조사', '전염', '전염병', '전원', '전쟁', '전체', '전파', '전화', '전환', '절반', '접촉', '접촉자', '정국', '정권', '정도', '정리', '정보', '정부', '정상화', '정신', '정은경', '정책', '정치', '제공', '제목', '제안', '제주', '조건', '조금', '조사', '조선일보', '조심', '조심하시', '조치', '조회', '존재', '종식', '종합', '주말', '주목', '주문', '주변', '주식', '주요', '주장', '주제', '죽음', '준비', '중국', '중국,', '중국계', '중국몽', '중단', '중대발견', '중앙일보', '중요', '증가', '증거', '증상', '지구', '지금', '지급', '지난달', '지난해', '지랄', '지속', '지역', '지역사회', '지원', '지원금', '직격탄', '직원', '직원들', '직장', '직전', '진단키트', '진심', '진정', '진정국면', '진짜', '진행', '질병', '질본', '집단', '집단감염', '집에서편하', '집중', '차단', '차원', '착용', '참석', '참여', '창궐', '처벌', '처음', '천지일보', '청문회', '청와대', '청원', '체크', '총리', '총선', '총회장님', '최고', '최대', '최선', '최소', '최악', '최초', '추진', '축구', '축하', '출근', '출처', '충격', '취소', '취약계층', '취직', '치료', '치료비', '치료제', '치사율', '친구', '친구들', '침체', '카드', '카페', '캠페인', '코로나', '코로나19', '코로나19,', '코로나때매', '코로나때문', '코로나땜', '코로나땜시', '코로나바이러스', '코로나사태', '콘서트', '쿠팡', '클럽', '클럽발', '타격', '택배', '토요일', '통계', '통제', '통합당', '통화', '트럼프', '트위터', '트윗', '파견', '판단', '판매', '판매처', '판정', '팩트체크', '팬데믹', '퍼포먼스', '평소', '폐쇄', '포기', '포스트', '포스트코', '포함', '폼페이오', '프랑스', '프로젝트', '프린스', '피해', '피해자', '필요', '핑계', '하나', '하나님', '하늘', '하락', '하루', '학교', '학생', '학생들', '학원', '한국', '한국경제', '한국경제TV', '한국의', '한국인', '한국일보', '한달', '한명', '한반', '한번', '할머니', '할수있는알ㅂㅏ', '항체', '해결', '해외', '해제', '행동', '행복', '행사', '행운', '헛발질', '헬스', '현금', '현실', '현장', '현재', '현황', '혈액', '혐오', '협력', '협조', '형성', '호소문', '홍대', '홍콩', '확대', '확산', '확실', '확인', '확진', '확진자', '확진자,', '환경', '환영', '환자', '활동', '회복', '회사', '효과', '흑흑', '희망', '희비', '희생', '＂코로', '＂코로나19']\n",
      "[[False False False ... False False False]\n",
      " [False False False ... False False False]\n",
      " [False False False ... False False False]\n",
      " ...\n",
      " [False False False ... False False False]\n",
      " [False False False ... False False False]\n",
      " [False False False ... False False False]]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>\"코로나19</th>\n",
       "      <th>\"한국</th>\n",
       "      <th>#WednesdayWordExpo</th>\n",
       "      <th>#thebucheon</th>\n",
       "      <th>#大邱</th>\n",
       "      <th>#新冠肺炎</th>\n",
       "      <th>#新天地</th>\n",
       "      <th>#李万熙</th>\n",
       "      <th>#虚假报道</th>\n",
       "      <th>#가짜뉴스</th>\n",
       "      <th>...</th>\n",
       "      <th>활동</th>\n",
       "      <th>회복</th>\n",
       "      <th>회사</th>\n",
       "      <th>효과</th>\n",
       "      <th>흑흑</th>\n",
       "      <th>희망</th>\n",
       "      <th>희비</th>\n",
       "      <th>희생</th>\n",
       "      <th>＂코로</th>\n",
       "      <th>＂코로나19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24939</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24940</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24941</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24942</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24943</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24944 rows × 1000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       \"코로나19    \"한국  #WednesdayWordExpo  #thebucheon    #大邱  #新冠肺炎   #新天地  \\\n",
       "0       False  False               False        False  False  False  False   \n",
       "1       False  False               False        False  False  False  False   \n",
       "2       False  False               False        False  False  False  False   \n",
       "3       False  False               False        False  False  False  False   \n",
       "4       False  False               False        False  False  False  False   \n",
       "...       ...    ...                 ...          ...    ...    ...    ...   \n",
       "24939   False  False               False        False  False  False  False   \n",
       "24940   False  False               False        False  False  False  False   \n",
       "24941   False  False               False        False  False  False  False   \n",
       "24942   False  False               False        False  False  False  False   \n",
       "24943   False  False               False        False  False  False  False   \n",
       "\n",
       "        #李万熙  #虚假报道  #가짜뉴스  ...     활동     회복     회사     효과     흑흑     희망  \\\n",
       "0      False  False  False  ...  False  False  False  False  False  False   \n",
       "1      False  False  False  ...  False  False  False  False  False  False   \n",
       "2      False  False  False  ...  False  False  False  False  False  False   \n",
       "3      False  False  False  ...  False  False  False  False  False  False   \n",
       "4      False  False  False  ...  False  False  False  False  False  False   \n",
       "...      ...    ...    ...  ...    ...    ...    ...    ...    ...    ...   \n",
       "24939  False  False  False  ...  False  False  False  False  False  False   \n",
       "24940  False  False  False  ...  False  False  False  False  False  False   \n",
       "24941  False  False  False  ...  False  False  False  False  False  False   \n",
       "24942  False  False  False  ...  False  False  False  False  False  False   \n",
       "24943  False  False  False  ...  False  False  False  False  False  False   \n",
       "\n",
       "          희비     희생    ＂코로  ＂코로나19  \n",
       "0      False  False  False   False  \n",
       "1      False  False  False   False  \n",
       "2      False  False  False   False  \n",
       "3      False  False  False   False  \n",
       "4      False  False  False   False  \n",
       "...      ...    ...    ...     ...  \n",
       "24939  False  False  False   False  \n",
       "24940  False  False  False   False  \n",
       "24941  False  False  False   False  \n",
       "24942  False  False  False   False  \n",
       "24943  False  False  False   False  \n",
       "\n",
       "[24944 rows x 1000 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlxtend.preprocessing import TransactionEncoder\n",
    "import pandas as pd\n",
    "#연관규칙 분석을 하려면 자료를 트랜잭션 형태로 바꿔야 함\n",
    "#x축에 전체 상품 리스트를 출력하고 구매여부를 표시\n",
    "te=TransactionEncoder() \n",
    "te_ary=te.fit(result).transform(result)\n",
    "print(te.columns_) #전체 상품 리스트\n",
    "print(te_ary)\n",
    "df=pd.DataFrame(te_ary, columns=te.columns_)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>support</th>\n",
       "      <th>itemsets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.010223</td>\n",
       "      <td>(#신천지)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.018401</td>\n",
       "      <td>(#코로나19)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>(15-30만까지벌수있다)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.013149</td>\n",
       "      <td>(19)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>(23세)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>94</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상, 환영)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>95</td>\n",
       "      <td>0.018321</td>\n",
       "      <td>(네이버, 출처, 뉴스)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>96</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>(알ㅂㅏ, 누구, 환영)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>97</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>(알ㅂㅏ, 일당15-30만ㄱㅗ수익, 모집중이)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>98</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상, 누구, 환영)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     support                   itemsets\n",
       "0   0.010223                     (#신천지)\n",
       "1   0.018401                   (#코로나19)\n",
       "2   0.015635             (15-30만까지벌수있다)\n",
       "3   0.013149                       (19)\n",
       "4   0.016557                      (23세)\n",
       "..       ...                        ...\n",
       "94  0.020847         (알ㅂㅏ, 나이23세이상, 환영)\n",
       "95  0.018321              (네이버, 출처, 뉴스)\n",
       "96  0.020847              (알ㅂㅏ, 누구, 환영)\n",
       "97  0.020847  (알ㅂㅏ, 일당15-30만ㄱㅗ수익, 모집중이)\n",
       "98  0.020847     (알ㅂㅏ, 나이23세이상, 누구, 환영)\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#지지도 0.2 이상\n",
    "from mlxtend.frequent_patterns import apriori\n",
    "frequent_itemsets=apriori(df, min_support=0.01, use_colnames=True)\n",
    "frequent_itemsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>(일당)</td>\n",
       "      <td>(15-30만까지벌수있다)</td>\n",
       "      <td>0.016477</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>0.948905</td>\n",
       "      <td>60.690998</td>\n",
       "      <td>0.015377</td>\n",
       "      <td>19.265429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>(15-30만까지벌수있다)</td>\n",
       "      <td>(일당)</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>0.016477</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.690998</td>\n",
       "      <td>0.015377</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>(23세)</td>\n",
       "      <td>(할수있는알ㅂㅏ)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>(할수있는알ㅂㅏ)</td>\n",
       "      <td>(23세)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>(가능)</td>\n",
       "      <td>(집에서편하)</td>\n",
       "      <td>0.021488</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.770522</td>\n",
       "      <td>46.537313</td>\n",
       "      <td>0.016201</td>\n",
       "      <td>4.285572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>(집에서편하)</td>\n",
       "      <td>(가능)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.021488</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>46.537313</td>\n",
       "      <td>0.016201</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>(예약금)</td>\n",
       "      <td>(계약금)</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>0.032232</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>31.024876</td>\n",
       "      <td>0.031154</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>(계약금)</td>\n",
       "      <td>(예약금)</td>\n",
       "      <td>0.032232</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>0.998756</td>\n",
       "      <td>31.024876</td>\n",
       "      <td>0.031154</td>\n",
       "      <td>778.117543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.992366</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>128.269083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>(네이버)</td>\n",
       "      <td>(출처)</td>\n",
       "      <td>0.026900</td>\n",
       "      <td>0.033716</td>\n",
       "      <td>0.026660</td>\n",
       "      <td>0.991058</td>\n",
       "      <td>29.394713</td>\n",
       "      <td>0.025753</td>\n",
       "      <td>108.062814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>(출처)</td>\n",
       "      <td>(네이버)</td>\n",
       "      <td>0.033716</td>\n",
       "      <td>0.026900</td>\n",
       "      <td>0.026660</td>\n",
       "      <td>0.790725</td>\n",
       "      <td>29.394713</td>\n",
       "      <td>0.025753</td>\n",
       "      <td>4.649869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>(일당15-30만ㄱㅗ수익)</td>\n",
       "      <td>(모집중이)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>(모집중이)</td>\n",
       "      <td>(일당15-30만ㄱㅗ수익)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>(상다카톡)</td>\n",
       "      <td>(사기거절)</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>63.958974</td>\n",
       "      <td>0.015391</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>(사기거절)</td>\n",
       "      <td>(상다카톡)</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>0.015635</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>63.958974</td>\n",
       "      <td>0.015391</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>(상담톡:)</td>\n",
       "      <td>(언제던연락주세요)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>(언제던연락주세요)</td>\n",
       "      <td>(상담톡:)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>(23세, 누구)</td>\n",
       "      <td>(할수있는알ㅂㅏ)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>(할수있는알ㅂㅏ, 누구)</td>\n",
       "      <td>(23세)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>(23세)</td>\n",
       "      <td>(할수있는알ㅂㅏ, 누구)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>(할수있는알ㅂㅏ)</td>\n",
       "      <td>(23세, 누구)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.397094</td>\n",
       "      <td>0.016283</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>(가능, 걱정)</td>\n",
       "      <td>(집에서편하)</td>\n",
       "      <td>0.016637</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.995181</td>\n",
       "      <td>60.106024</td>\n",
       "      <td>0.016282</td>\n",
       "      <td>204.064404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>(걱정, 집에서편하)</td>\n",
       "      <td>(가능)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.021488</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>46.537313</td>\n",
       "      <td>0.016201</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>(가능)</td>\n",
       "      <td>(걱정, 집에서편하)</td>\n",
       "      <td>0.021488</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.770522</td>\n",
       "      <td>46.537313</td>\n",
       "      <td>0.016201</td>\n",
       "      <td>4.285572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>(집에서편하)</td>\n",
       "      <td>(가능, 걱정)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016637</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.106024</td>\n",
       "      <td>0.016282</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>(자택알ㅂㅏ, 예약금)</td>\n",
       "      <td>(계약금)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.032232</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>31.024876</td>\n",
       "      <td>0.016023</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>(자택알ㅂㅏ, 계약금)</td>\n",
       "      <td>(예약금)</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>31.063512</td>\n",
       "      <td>0.016024</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>(예약금)</td>\n",
       "      <td>(자택알ㅂㅏ, 계약금)</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.514321</td>\n",
       "      <td>31.063512</td>\n",
       "      <td>0.016024</td>\n",
       "      <td>2.024884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>(계약금)</td>\n",
       "      <td>(자택알ㅂㅏ, 예약금)</td>\n",
       "      <td>0.032232</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.016557</td>\n",
       "      <td>0.513682</td>\n",
       "      <td>31.024876</td>\n",
       "      <td>0.016023</td>\n",
       "      <td>2.022220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>(알ㅂㅏ, 누구)</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>(알ㅂㅏ, 누구)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>(환영, 누구)</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>(나이23세이상, 누구)</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>(나이23세이상, 누구)</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.992366</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>128.269083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>(환영, 누구)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상)</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>(알ㅂㅏ, 환영)</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>(알ㅂㅏ, 환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상)</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.992366</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>128.269083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>(네이버, 뉴스)</td>\n",
       "      <td>(출처)</td>\n",
       "      <td>0.018321</td>\n",
       "      <td>0.033716</td>\n",
       "      <td>0.018321</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>29.659929</td>\n",
       "      <td>0.017703</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>(출처, 뉴스)</td>\n",
       "      <td>(네이버)</td>\n",
       "      <td>0.018361</td>\n",
       "      <td>0.026900</td>\n",
       "      <td>0.018321</td>\n",
       "      <td>0.997817</td>\n",
       "      <td>37.093200</td>\n",
       "      <td>0.017827</td>\n",
       "      <td>445.679682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>(네이버)</td>\n",
       "      <td>(출처, 뉴스)</td>\n",
       "      <td>0.026900</td>\n",
       "      <td>0.018361</td>\n",
       "      <td>0.018321</td>\n",
       "      <td>0.681073</td>\n",
       "      <td>37.093200</td>\n",
       "      <td>0.017827</td>\n",
       "      <td>3.077942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>(출처)</td>\n",
       "      <td>(네이버, 뉴스)</td>\n",
       "      <td>0.033716</td>\n",
       "      <td>0.018321</td>\n",
       "      <td>0.018321</td>\n",
       "      <td>0.543401</td>\n",
       "      <td>29.659929</td>\n",
       "      <td>0.017703</td>\n",
       "      <td>2.149979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>(알ㅂㅏ, 누구)</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>(알ㅂㅏ, 누구)</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.992366</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>128.269083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>(알ㅂㅏ, 일당15-30만ㄱㅗ수익)</td>\n",
       "      <td>(모집중이)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>(알ㅂㅏ, 모집중이)</td>\n",
       "      <td>(일당15-30만ㄱㅗ수익)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>(일당15-30만ㄱㅗ수익)</td>\n",
       "      <td>(알ㅂㅏ, 모집중이)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>(모집중이)</td>\n",
       "      <td>(알ㅂㅏ, 일당15-30만ㄱㅗ수익)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상, 누구)</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>(알ㅂㅏ, 누구, 환영)</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상)</td>\n",
       "      <td>(환영, 누구)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>(알ㅂㅏ, 누구)</td>\n",
       "      <td>(환영, 나이23세이상)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>(알ㅂㅏ, 환영)</td>\n",
       "      <td>(나이23세이상, 누구)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      <td>(나이23세이상, 누구)</td>\n",
       "      <td>(알ㅂㅏ, 환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      <td>(환영, 나이23세이상)</td>\n",
       "      <td>(알ㅂㅏ, 누구)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>(환영, 누구)</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      <td>(나이23세이상)</td>\n",
       "      <td>(알ㅂㅏ, 누구, 환영)</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.969231</td>\n",
       "      <td>0.020412</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59</td>\n",
       "      <td>(환영)</td>\n",
       "      <td>(알ㅂㅏ, 나이23세이상, 누구)</td>\n",
       "      <td>0.021007</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.020847</td>\n",
       "      <td>0.992366</td>\n",
       "      <td>47.603053</td>\n",
       "      <td>0.020409</td>\n",
       "      <td>128.269083</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            antecedents          consequents  antecedent support  \\\n",
       "0                  (일당)       (15-30만까지벌수있다)            0.016477   \n",
       "1        (15-30만까지벌수있다)                 (일당)            0.015635   \n",
       "2                 (23세)            (할수있는알ㅂㅏ)            0.016557   \n",
       "3             (할수있는알ㅂㅏ)                (23세)            0.016557   \n",
       "4                  (가능)              (집에서편하)            0.021488   \n",
       "5               (집에서편하)                 (가능)            0.016557   \n",
       "6                 (예약금)                (계약금)            0.032192   \n",
       "7                 (계약금)                (예약금)            0.032232   \n",
       "8                  (환영)            (나이23세이상)            0.021007   \n",
       "9             (나이23세이상)                 (환영)            0.020847   \n",
       "10                (네이버)                 (출처)            0.026900   \n",
       "11                 (출처)                (네이버)            0.033716   \n",
       "12       (일당15-30만ㄱㅗ수익)               (모집중이)            0.020847   \n",
       "13               (모집중이)       (일당15-30만ㄱㅗ수익)            0.020847   \n",
       "14               (상다카톡)               (사기거절)            0.015635   \n",
       "15               (사기거절)               (상다카톡)            0.015635   \n",
       "16               (상담톡:)           (언제던연락주세요)            0.016557   \n",
       "17           (언제던연락주세요)               (상담톡:)            0.016557   \n",
       "18            (23세, 누구)            (할수있는알ㅂㅏ)            0.016557   \n",
       "19        (할수있는알ㅂㅏ, 누구)                (23세)            0.016557   \n",
       "20                (23세)        (할수있는알ㅂㅏ, 누구)            0.016557   \n",
       "21            (할수있는알ㅂㅏ)            (23세, 누구)            0.016557   \n",
       "22             (가능, 걱정)              (집에서편하)            0.016637   \n",
       "23          (걱정, 집에서편하)                 (가능)            0.016557   \n",
       "24                 (가능)          (걱정, 집에서편하)            0.021488   \n",
       "25              (집에서편하)             (가능, 걱정)            0.016557   \n",
       "26         (자택알ㅂㅏ, 예약금)                (계약금)            0.016557   \n",
       "27         (자택알ㅂㅏ, 계약금)                (예약금)            0.016557   \n",
       "28                (예약금)         (자택알ㅂㅏ, 계약금)            0.032192   \n",
       "29                (계약금)         (자택알ㅂㅏ, 예약금)            0.032232   \n",
       "30            (알ㅂㅏ, 누구)            (나이23세이상)            0.020847   \n",
       "31            (나이23세이상)            (알ㅂㅏ, 누구)            0.020847   \n",
       "32             (환영, 누구)            (나이23세이상)            0.020847   \n",
       "33        (나이23세이상, 누구)                 (환영)            0.020847   \n",
       "34                 (환영)        (나이23세이상, 누구)            0.021007   \n",
       "35            (나이23세이상)             (환영, 누구)            0.020847   \n",
       "36       (알ㅂㅏ, 나이23세이상)                 (환영)            0.020847   \n",
       "37            (알ㅂㅏ, 환영)            (나이23세이상)            0.020847   \n",
       "38            (나이23세이상)            (알ㅂㅏ, 환영)            0.020847   \n",
       "39                 (환영)       (알ㅂㅏ, 나이23세이상)            0.021007   \n",
       "40            (네이버, 뉴스)                 (출처)            0.018321   \n",
       "41             (출처, 뉴스)                (네이버)            0.018361   \n",
       "42                (네이버)             (출처, 뉴스)            0.026900   \n",
       "43                 (출처)            (네이버, 뉴스)            0.033716   \n",
       "44            (알ㅂㅏ, 누구)                 (환영)            0.020847   \n",
       "45                 (환영)            (알ㅂㅏ, 누구)            0.021007   \n",
       "46  (알ㅂㅏ, 일당15-30만ㄱㅗ수익)               (모집중이)            0.020847   \n",
       "47          (알ㅂㅏ, 모집중이)       (일당15-30만ㄱㅗ수익)            0.020847   \n",
       "48       (일당15-30만ㄱㅗ수익)          (알ㅂㅏ, 모집중이)            0.020847   \n",
       "49               (모집중이)  (알ㅂㅏ, 일당15-30만ㄱㅗ수익)            0.020847   \n",
       "50   (알ㅂㅏ, 나이23세이상, 누구)                 (환영)            0.020847   \n",
       "51        (알ㅂㅏ, 누구, 환영)            (나이23세이상)            0.020847   \n",
       "52       (알ㅂㅏ, 나이23세이상)             (환영, 누구)            0.020847   \n",
       "53            (알ㅂㅏ, 누구)        (환영, 나이23세이상)            0.020847   \n",
       "54            (알ㅂㅏ, 환영)        (나이23세이상, 누구)            0.020847   \n",
       "55        (나이23세이상, 누구)            (알ㅂㅏ, 환영)            0.020847   \n",
       "56        (환영, 나이23세이상)            (알ㅂㅏ, 누구)            0.020847   \n",
       "57             (환영, 누구)       (알ㅂㅏ, 나이23세이상)            0.020847   \n",
       "58            (나이23세이상)        (알ㅂㅏ, 누구, 환영)            0.020847   \n",
       "59                 (환영)   (알ㅂㅏ, 나이23세이상, 누구)            0.021007   \n",
       "\n",
       "    consequent support   support  confidence       lift  leverage  conviction  \n",
       "0             0.015635  0.015635    0.948905  60.690998  0.015377   19.265429  \n",
       "1             0.016477  0.015635    1.000000  60.690998  0.015377         inf  \n",
       "2             0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "3             0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "4             0.016557  0.016557    0.770522  46.537313  0.016201    4.285572  \n",
       "5             0.021488  0.016557    1.000000  46.537313  0.016201         inf  \n",
       "6             0.032232  0.032192    1.000000  31.024876  0.031154         inf  \n",
       "7             0.032192  0.032192    0.998756  31.024876  0.031154  778.117543  \n",
       "8             0.020847  0.020847    0.992366  47.603053  0.020409  128.269083  \n",
       "9             0.021007  0.020847    1.000000  47.603053  0.020409         inf  \n",
       "10            0.033716  0.026660    0.991058  29.394713  0.025753  108.062814  \n",
       "11            0.026900  0.026660    0.790725  29.394713  0.025753    4.649869  \n",
       "12            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "13            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "14            0.015635  0.015635    1.000000  63.958974  0.015391         inf  \n",
       "15            0.015635  0.015635    1.000000  63.958974  0.015391         inf  \n",
       "16            0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "17            0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "18            0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "19            0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "20            0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "21            0.016557  0.016557    1.000000  60.397094  0.016283         inf  \n",
       "22            0.016557  0.016557    0.995181  60.106024  0.016282  204.064404  \n",
       "23            0.021488  0.016557    1.000000  46.537313  0.016201         inf  \n",
       "24            0.016557  0.016557    0.770522  46.537313  0.016201    4.285572  \n",
       "25            0.016637  0.016557    1.000000  60.106024  0.016282         inf  \n",
       "26            0.032232  0.016557    1.000000  31.024876  0.016023         inf  \n",
       "27            0.032192  0.016557    1.000000  31.063512  0.016024         inf  \n",
       "28            0.016557  0.016557    0.514321  31.063512  0.016024    2.024884  \n",
       "29            0.016557  0.016557    0.513682  31.024876  0.016023    2.022220  \n",
       "30            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "31            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "32            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "33            0.021007  0.020847    1.000000  47.603053  0.020409         inf  \n",
       "34            0.020847  0.020847    0.992366  47.603053  0.020409  128.269083  \n",
       "35            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "36            0.021007  0.020847    1.000000  47.603053  0.020409         inf  \n",
       "37            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "38            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "39            0.020847  0.020847    0.992366  47.603053  0.020409  128.269083  \n",
       "40            0.033716  0.018321    1.000000  29.659929  0.017703         inf  \n",
       "41            0.026900  0.018321    0.997817  37.093200  0.017827  445.679682  \n",
       "42            0.018361  0.018321    0.681073  37.093200  0.017827    3.077942  \n",
       "43            0.018321  0.018321    0.543401  29.659929  0.017703    2.149979  \n",
       "44            0.021007  0.020847    1.000000  47.603053  0.020409         inf  \n",
       "45            0.020847  0.020847    0.992366  47.603053  0.020409  128.269083  \n",
       "46            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "47            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "48            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "49            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "50            0.021007  0.020847    1.000000  47.603053  0.020409         inf  \n",
       "51            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "52            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "53            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "54            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "55            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "56            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "57            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "58            0.020847  0.020847    1.000000  47.969231  0.020412         inf  \n",
       "59            0.020847  0.020847    0.992366  47.603053  0.020409  128.269083  "
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlxtend.frequent_patterns import association_rules\n",
    "# 신뢰도 0.1 이상(기본값 0.8)\n",
    "rules=association_rules(frequent_itemsets, metric='lift', min_threshold=25)\n",
    "rules\n",
    "# antecedents 선행, consequents 후행\n",
    "# antecedent support : A=>B\n",
    "# consequent support : B=>A\n",
    "# support(지지도) : A=>B거래수 / 전체거래수\n",
    "# confidence(신뢰도) : 예측의 정확성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pip install networkx\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager,rc\n",
    "font_name=font_manager.FontProperties(\n",
    "    fname='c:/windows/fonts/malgun.ttf').get_name()\n",
    "rc('font',family=font_name)\n",
    "\n",
    "import networkx as nx\n",
    "# antecedents 선행, consequents 후행(결과)\n",
    "ga=nx.from_pandas_edgelist(rules, source='antecedents',\n",
    "                          target='consequents')\n",
    "plt.figure(figsize=(15,8))\n",
    "nx.draw(ga, with_labels=True, font_family=font_name,\n",
    "       font_size=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}