Naver_Webtoon_keyword_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7bc87aae-5429-46ea-a349-c98fa31a8aa3",
   "metadata": {},
   "source": [
    "# 네이버 웹툰 데이터셋 분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cb036c44-8b28-4151-bf6e-099d677b5236",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>author</th>\n",
       "      <th>genre</th>\n",
       "      <th>description</th>\n",
       "      <th>rating</th>\n",
       "      <th>date</th>\n",
       "      <th>completed</th>\n",
       "      <th>age</th>\n",
       "      <th>free</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>756056</td>\n",
       "      <td>가난을 등에 업은 소녀</td>\n",
       "      <td>B급달궁 / 오은지</td>\n",
       "      <td>스토리, 로맨스</td>\n",
       "      <td>흔하디 흔한 재벌후계자와 캔디도 울고 갈 박복한 가난소녀의 파란만장 동거기!인기작 ...</td>\n",
       "      <td>9.11</td>\n",
       "      <td>2020.10.19 00:00</td>\n",
       "      <td>True</td>\n",
       "      <td>전체연령가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>670144</td>\n",
       "      <td>가담항설</td>\n",
       "      <td>랑또</td>\n",
       "      <td>스토리, 판타지</td>\n",
       "      <td>이번 주인공은 돌이다!돌이지만 동료도 모으고 악당도 물리친다!랑또 작가표 동양 판타...</td>\n",
       "      <td>9.98</td>\n",
       "      <td>2020.10.07 23:00</td>\n",
       "      <td>True</td>\n",
       "      <td>12세 이용가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>732071</td>\n",
       "      <td>가령의 정체불명 이야기</td>\n",
       "      <td>가령</td>\n",
       "      <td>옴니버스, 드라마</td>\n",
       "      <td>어느 날... 인어가 내게 말을 걸어왔다. 눈을 떠보니 총구가 있었다. 그리고 몸이...</td>\n",
       "      <td>9.95</td>\n",
       "      <td>2020.02.03 23:22</td>\n",
       "      <td>True</td>\n",
       "      <td>15세 이용가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>703844</td>\n",
       "      <td>가비지타임</td>\n",
       "      <td>2사장</td>\n",
       "      <td>스토리, 스포츠</td>\n",
       "      <td>한국 최초 한국형 고교스포츠 웹툰!열혈따윈 개나 줘, 낙오자들 뿐인 농구부의 운명은?</td>\n",
       "      <td>9.96</td>\n",
       "      <td>2022.05.28 22:58</td>\n",
       "      <td>False</td>\n",
       "      <td>전체연령가</td>\n",
       "      <td>False</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>785701</td>\n",
       "      <td>가상&amp;RPG</td>\n",
       "      <td>주다현</td>\n",
       "      <td>스토리, 판타지</td>\n",
       "      <td>\"사람은 좀 죽여도 싸우는건 싫어해요.\" 게임에서조차 집 바깥을 나가지 않는 '제리...</td>\n",
       "      <td>9.94</td>\n",
       "      <td>2022.06.01 22:57</td>\n",
       "      <td>False</td>\n",
       "      <td>12세 이용가</td>\n",
       "      <td>False</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <th>1851</th>\n",
       "      <td>718018</td>\n",
       "      <td>[드라마원작] 알고있지만</td>\n",
       "      <td>정서</td>\n",
       "      <td>스토리, 로맨스</td>\n",
       "      <td>\"넌 내가 나비라는걸 알고 있잖아.\"알면서도 빠지고 싶은 사랑&lt;투명한 동거&gt; 정서 ...</td>\n",
       "      <td>9.97</td>\n",
       "      <td>2019.07.17</td>\n",
       "      <td>True</td>\n",
       "      <td>15세 이용가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>697679</td>\n",
       "      <td>[드라마원작] 쌉니다 천리...</td>\n",
       "      <td>김규삼</td>\n",
       "      <td>스토리, 개그</td>\n",
       "      <td>\"고객은 왕이 아니다, 직원이 왕이다!\"병맛 드라마를 뛰어넘는 미친 상상력의 원작 웹툰</td>\n",
       "      <td>9.98</td>\n",
       "      <td>2018.06.21</td>\n",
       "      <td>True</td>\n",
       "      <td>전체연령가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>675393</td>\n",
       "      <td>[드라마원작] 한번 더 해요</td>\n",
       "      <td>미티 / 구구</td>\n",
       "      <td>스토리, 드라마</td>\n",
       "      <td>결혼 8년차 부부. 성대광과 유선영. 대학시절 킹카 퀸카로 CC로 만나 결혼까지 골...</td>\n",
       "      <td>9.91</td>\n",
       "      <td>2018.03.22</td>\n",
       "      <td>True</td>\n",
       "      <td>18세 이용가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>677536</td>\n",
       "      <td>[드라마원작] 내 ID는 ...</td>\n",
       "      <td>기맹기</td>\n",
       "      <td>스토리, 로맨스</td>\n",
       "      <td>못생긴 얼굴에서 미인으로 새롭게 태어난 그녀, 강미래! 그런데... 어디서 본 듯 한데?</td>\n",
       "      <td>9.83</td>\n",
       "      <td>2017.12.29</td>\n",
       "      <td>True</td>\n",
       "      <td>12세 이용가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>67235</td>\n",
       "      <td>[드라마원작] 지금 우리 ...</td>\n",
       "      <td>주동근</td>\n",
       "      <td>스토리, 스릴러</td>\n",
       "      <td>평범하던 학교에 벌어진 감금사건..그리고 감금사건에 가려 미처 알지 못한 감염자. ...</td>\n",
       "      <td>9.56</td>\n",
       "      <td>2011.11.09</td>\n",
       "      <td>True</td>\n",
       "      <td>18세 이용가</td>\n",
       "      <td>True</td>\n",
       "      <td>https://comic.naver.com/webtoon/list?titleId=6...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1856 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id              title      author      genre  \\\n",
       "0     756056       가난을 등에 업은 소녀  B급달궁 / 오은지   스토리, 로맨스   \n",
       "1     670144               가담항설          랑또   스토리, 판타지   \n",
       "2     732071       가령의 정체불명 이야기          가령  옴니버스, 드라마   \n",
       "3     703844              가비지타임         2사장   스토리, 스포츠   \n",
       "4     785701             가상&RPG         주다현   스토리, 판타지   \n",
       "...      ...                ...         ...        ...   \n",
       "1851  718018      [드라마원작] 알고있지만          정서   스토리, 로맨스   \n",
       "1852  697679  [드라마원작] 쌉니다 천리...         김규삼    스토리, 개그   \n",
       "1853  675393    [드라마원작] 한번 더 해요     미티 / 구구   스토리, 드라마   \n",
       "1854  677536  [드라마원작] 내 ID는 ...         기맹기   스토리, 로맨스   \n",
       "1855   67235  [드라마원작] 지금 우리 ...         주동근   스토리, 스릴러   \n",
       "\n",
       "                                            description  rating  \\\n",
       "0     흔하디 흔한 재벌후계자와 캔디도 울고 갈 박복한 가난소녀의 파란만장 동거기!인기작 ...    9.11   \n",
       "1     이번 주인공은 돌이다!돌이지만 동료도 모으고 악당도 물리친다!랑또 작가표 동양 판타...    9.98   \n",
       "2     어느 날... 인어가 내게 말을 걸어왔다. 눈을 떠보니 총구가 있었다. 그리고 몸이...    9.95   \n",
       "3       한국 최초 한국형 고교스포츠 웹툰!열혈따윈 개나 줘, 낙오자들 뿐인 농구부의 운명은?    9.96   \n",
       "4     \"사람은 좀 죽여도 싸우는건 싫어해요.\" 게임에서조차 집 바깥을 나가지 않는 '제리...    9.94   \n",
       "...                                                 ...     ...   \n",
       "1851  \"넌 내가 나비라는걸 알고 있잖아.\"알면서도 빠지고 싶은 사랑<투명한 동거> 정서 ...    9.97   \n",
       "1852   \"고객은 왕이 아니다, 직원이 왕이다!\"병맛 드라마를 뛰어넘는 미친 상상력의 원작 웹툰    9.98   \n",
       "1853  결혼 8년차 부부. 성대광과 유선영. 대학시절 킹카 퀸카로 CC로 만나 결혼까지 골...    9.91   \n",
       "1854  못생긴 얼굴에서 미인으로 새롭게 태어난 그녀, 강미래! 그런데... 어디서 본 듯 한데?    9.83   \n",
       "1855  평범하던 학교에 벌어진 감금사건..그리고 감금사건에 가려 미처 알지 못한 감염자. ...    9.56   \n",
       "\n",
       "                  date  completed      age   free  \\\n",
       "0     2020.10.19 00:00       True    전체연령가   True   \n",
       "1     2020.10.07 23:00       True  12세 이용가   True   \n",
       "2     2020.02.03 23:22       True  15세 이용가   True   \n",
       "3     2022.05.28 22:58      False    전체연령가  False   \n",
       "4     2022.06.01 22:57      False  12세 이용가  False   \n",
       "...                ...        ...      ...    ...   \n",
       "1851        2019.07.17       True  15세 이용가   True   \n",
       "1852        2018.06.21       True    전체연령가   True   \n",
       "1853        2018.03.22       True  18세 이용가   True   \n",
       "1854        2017.12.29       True  12세 이용가   True   \n",
       "1855        2011.11.09       True  18세 이용가   True   \n",
       "\n",
       "                                                   link  \n",
       "0     https://comic.naver.com/webtoon/list?titleId=7...  \n",
       "1     https://comic.naver.com/webtoon/list?titleId=6...  \n",
       "2     https://comic.naver.com/webtoon/list?titleId=7...  \n",
       "3     https://comic.naver.com/webtoon/list?titleId=7...  \n",
       "4     https://comic.naver.com/webtoon/list?titleId=7...  \n",
       "...                                                 ...  \n",
       "1851  https://comic.naver.com/webtoon/list?titleId=7...  \n",
       "1852  https://comic.naver.com/webtoon/list?titleId=6...  \n",
       "1853  https://comic.naver.com/webtoon/list?titleId=6...  \n",
       "1854  https://comic.naver.com/webtoon/list?titleId=6...  \n",
       "1855  https://comic.naver.com/webtoon/list?titleId=6...  \n",
       "\n",
       "[1856 rows x 11 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_csv('naver_webtoon_data.csv')\n",
    "df = pd.DataFrame(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e0531201-b048-4a9c-bc6b-311c357bb239",
   "metadata": {},
   "outputs": [],
   "source": [
    "webtoon_descript = df['description']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "021b46d0-aeae-4fa2-9620-7a250149ca9a",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (1495213942.py, line 6)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  Input \u001b[1;32mIn [48]\u001b[1;36m\u001b[0m\n\u001b[1;33m    webtoon_descript.to_csv('webtoon_keyword.txt', encoding='euc-kr')\u001b[0m\n\u001b[1;37m    ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "# description 컬럼만 추출하여 txt 파일로 저장\n",
    "# to_csv 함수에서 확장자를 .txt로 지정하면 그냥 txt파일로 저장됨\n",
    "# index=False 인자를 주면 인덱스 없이 저장\n",
    "# sep= 인자를 안 주면 , 로 구분된 txt파일이 저장됨\n",
    "webtoon_descript = webtoon_descript.applymap(lambda x: x.replace('\\u200b', '')\n",
    "webtoon_descript.to_csv('webtoon_keyword.txt', encoding='euc-kr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "948b2a67-01da-4b07-b04d-f669634193a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 자연어 처리기에 넣어야하므로\n",
    "# open과 read 함수를 이용하여 변수 저장\n",
    "webtoon_descript = open('webtoon_keyword.txt').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "be0efe7f-2b2d-49f5-b550-f64d391e2b4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting wordcloud\n",
      "  Downloading wordcloud-1.8.2.2-cp39-cp39-win_amd64.whl (153 kB)\n",
      "Requirement already satisfied: numpy>=1.6.1 in c:\\users\\user\\anaconda3\\lib\\site-packages (from wordcloud) (1.21.5)\n",
      "Requirement already satisfied: pillow in c:\\users\\user\\anaconda3\\lib\\site-packages (from wordcloud) (9.0.1)\n",
      "Requirement already satisfied: matplotlib in c:\\users\\user\\anaconda3\\lib\\site-packages (from wordcloud) (3.5.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.3.2)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (3.0.4)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (4.25.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (21.3)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\user\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n",
      "Installing collected packages: wordcloud\n",
      "Successfully installed wordcloud-1.8.2.2\n"
     ]
    }
   ],
   "source": [
    "!pip install wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "82162305-3507-40e5-87bb-22bf5c8f750a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5aeefae9-4d3c-4d15-8942-9cc69fcab2b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting konlpy\n",
      "  Downloading konlpy-0.6.0-py2.py3-none-any.whl (19.4 MB)\n",
      "Requirement already satisfied: numpy>=1.6 in c:\\users\\user\\anaconda3\\lib\\site-packages (from konlpy) (1.21.5)\n",
      "Requirement already satisfied: lxml>=4.1.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from konlpy) (4.8.0)\n",
      "Collecting JPype1>=0.7.0\n",
      "  Downloading JPype1-1.4.0-cp39-cp39-win_amd64.whl (344 kB)\n",
      "Installing collected packages: JPype1, konlpy\n",
      "Successfully installed JPype1-1.4.0 konlpy-0.6.0\n"
     ]
    }
   ],
   "source": [
    "!pip install konlpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "71e150ed-7a5f-43e0-bb06-a426a9bf541b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from konlpy.tag import Okt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5eb4ff22-2174-4de4-8047-4fc9cfc7a7ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c9d56cdf-2e64-4f22-982a-3e100b67d7f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter = Okt()\n",
    "\n",
    "keyword = []\n",
    "keyword = twitter.pos(webtoon_descript)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4bdd43c2-969d-4539-a65c-f40998198210",
   "metadata": {},
   "outputs": [],
   "source": [
    "noun_adj_list = []\n",
    "\n",
    "for word, tag in keyword:\n",
    "    if tag in ['noun', 'Adjective']:\n",
    "        noun_adj_list.append(word)\n",
    "        \n",
    "counts = Counter(noun_adj_list)\n",
    "tags = counts.most_common(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "e4e64a29-665d-42e4-a446-ae597ca264c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('같은', 4),\n",
       " ('없는', 2),\n",
       " ('있을까', 2),\n",
       " ('있는', 2),\n",
       " ('흔한', 1),\n",
       " ('박복한', 1),\n",
       " ('있었다', 1),\n",
       " ('뿐인', 1),\n",
       " ('싫어해요', 1),\n",
       " ('아슬아슬한', 1),\n",
       " ('좋아하던', 1),\n",
       " ('인한', 1),\n",
       " ('당연하게만', 1),\n",
       " ('소중함을', 1),\n",
       " ('강한', 1),\n",
       " ('자유롭게', 1),\n",
       " ('있어도', 1),\n",
       " ('행복하게', 1),\n",
       " ('고군', 1),\n",
       " ('그러던', 1),\n",
       " ('이상한', 1),\n",
       " ('아닌', 1),\n",
       " ('행복한', 1),\n",
       " ('무심하거나', 1),\n",
       " ('수상하다', 1),\n",
       " ('험난한', 1),\n",
       " ('기묘한', 1),\n",
       " ('서툴고', 1),\n",
       " ('어색했던', 1),\n",
       " ('헷갈리고', 1),\n",
       " ('서툴기만', 1),\n",
       " ('당당하고', 1),\n",
       " ('솔직하게', 1),\n",
       " ('성공할', 1),\n",
       " ('솔직하지', 1),\n",
       " ('어떻게', 1),\n",
       " ('없기로', 1),\n",
       " ('높은', 1),\n",
       " ('있거든요', 1),\n",
       " ('아니', 1)]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "275cdcd5-64c1-4021-b935-5297becb8635",
   "metadata": {},
   "outputs": [],
   "source": [
    "wc = WordCloud(font_path='C:\\\\Windows\\\\Fonts\\\\malgunsl.ttf', background_color=\"white\", max_font_size=60)\n",
    "cloud = wc.generate_from_frequencies(dict(tags))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "7d4a3d9b-fde3-4ac8-802c-0619c0730647",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x1efef7f1ac0>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "13ad8f38-1ac2-40e6-a210-e657682ef1e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<wordcloud.wordcloud.WordCloud object at 0x000001EFEF7F1AC0>\n"
     ]
    }
   ],
   "source": [
    "print(cloud)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "b58d9129-b08e-4ce5-b759-6fffdd16ba58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "plt.axis('off')\n",
    "plt.imshow(cloud)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80e932d7-2888-451f-aca5-24af786e4fbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "클라우드 시각화는 했는데\n",
    "데이터셋 자체가 중복키워드를 뽑아내기에 부적합했음\n",
    "'''\n",
    "\n",
    "# 유사한 다른 데이터셋으로 진행"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8987f9fc-de55-4c4a-a267-f768f75f3ee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Writer</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Subscribers</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Update</th>\n",
       "      <th>Reading Link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Let's Play</td>\n",
       "      <td>Leeanne M. Krecic (Mongie)</td>\n",
       "      <td>30.6M</td>\n",
       "      <td>Romance</td>\n",
       "      <td>9.62</td>\n",
       "      <td>4.2M</td>\n",
       "      <td>She's young, single and about to achieve her d...</td>\n",
       "      <td>UP EVERY TUESDAY</td>\n",
       "      <td>https://www.webtoons.com/en/romance/letsplay/l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>True Beauty</td>\n",
       "      <td>Yaongyi</td>\n",
       "      <td>39.9M</td>\n",
       "      <td>Romance</td>\n",
       "      <td>9.60</td>\n",
       "      <td>6.4M</td>\n",
       "      <td>After binge-watching beauty videos online, a s...</td>\n",
       "      <td>UP EVERY WEDNESDAY</td>\n",
       "      <td>https://www.webtoons.com/en/romance/truebeauty...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Midnight Poppy Land</td>\n",
       "      <td>Lilydusk</td>\n",
       "      <td>10.4M</td>\n",
       "      <td>Romance</td>\n",
       "      <td>9.81</td>\n",
       "      <td>2.1M</td>\n",
       "      <td>After making a grisly discovery in the country...</td>\n",
       "      <td>UP EVERY SATURDAY</td>\n",
       "      <td>https://www.webtoons.com/en/romance/midnight-p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Age Matters</td>\n",
       "      <td>Enjelicious</td>\n",
       "      <td>25.9M</td>\n",
       "      <td>Romance</td>\n",
       "      <td>9.79</td>\n",
       "      <td>3.5M</td>\n",
       "      <td>She's a hopeless romantic who's turning 30's  ...</td>\n",
       "      <td>UP EVERY WEDNESDAY</td>\n",
       "      <td>https://www.webtoons.com/en/romance/age-matter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Unholy Blood</td>\n",
       "      <td>Lina Im / Jeonghyeon Kim</td>\n",
       "      <td>9.9M</td>\n",
       "      <td>Supernatural</td>\n",
       "      <td>9.85</td>\n",
       "      <td>1.5M</td>\n",
       "      <td>When vampires destroy her chance to have the n...</td>\n",
       "      <td>UP EVERY THURSDAY</td>\n",
       "      <td>https://www.webtoons.com/en/supernatural/unhol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <th>564</th>\n",
       "      <td>564</td>\n",
       "      <td>Third Shift Society</td>\n",
       "      <td>Meredith Moriarty</td>\n",
       "      <td>8,66,428</td>\n",
       "      <td>Supernatural</td>\n",
       "      <td>9.78</td>\n",
       "      <td>376.9K</td>\n",
       "      <td>Life's funny. One minute you're jobless, deep ...</td>\n",
       "      <td>UP EVERY FRIDAY</td>\n",
       "      <td>https://www.webtoons.com/en/supernatural/third...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>565</td>\n",
       "      <td>Adamsville</td>\n",
       "      <td>Michael Regina</td>\n",
       "      <td>1,84,981</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>9.32</td>\n",
       "      <td>60.4K</td>\n",
       "      <td>\"Adamsville\" is an all ages series about two m...</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>https://www.webtoons.com/en/mystery/adamsville...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>566</td>\n",
       "      <td>WEBTOON Now</td>\n",
       "      <td>LOZOLZ / Wyatt the Cat</td>\n",
       "      <td>1.9M</td>\n",
       "      <td>Informative</td>\n",
       "      <td>9.25</td>\n",
       "      <td>459.2K</td>\n",
       "      <td>Get your WEBTOON news here!</td>\n",
       "      <td>UP EVERY MONDAY</td>\n",
       "      <td>https://www.webtoons.com/en/tiptoon/webtoon-no...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>567</td>\n",
       "      <td>Staying Healthy Together</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>1.5M</td>\n",
       "      <td>Informative</td>\n",
       "      <td>9.76</td>\n",
       "      <td>204.6K</td>\n",
       "      <td>A series of tips for staying safe during the C...</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>https://www.webtoons.com/en/tiptoon/staying-he...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>568</td>\n",
       "      <td>ã„´ã…‡ã„¹ã…‡ã„´ã„¹</td>\n",
       "      <td>LOZOLZ</td>\n",
       "      <td>2,65,458</td>\n",
       "      <td>Informative</td>\n",
       "      <td>8.83</td>\n",
       "      <td>109.1K</td>\n",
       "      <td>The mysterious team that brings Webtoon to you...</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>https://www.webtoons.com/en/tiptoon/lozolz/lis...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>569 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id                      Name                      Writer     Likes  \\\n",
       "0      0                Let's Play  Leeanne M. Krecic (Mongie)     30.6M   \n",
       "1      1               True Beauty                     Yaongyi     39.9M   \n",
       "2      2       Midnight Poppy Land                    Lilydusk     10.4M   \n",
       "3      3               Age Matters                 Enjelicious     25.9M   \n",
       "4      4              Unholy Blood    Lina Im / Jeonghyeon Kim      9.9M   \n",
       "..   ...                       ...                         ...       ...   \n",
       "564  564       Third Shift Society           Meredith Moriarty  8,66,428   \n",
       "565  565                Adamsville              Michael Regina  1,84,981   \n",
       "566  566               WEBTOON Now      LOZOLZ / Wyatt the Cat      1.9M   \n",
       "567  567  Staying Healthy Together             Various Artists      1.5M   \n",
       "568  568        ã„´ã…‡ã„¹ã…‡ã„´ã„¹                      LOZOLZ  2,65,458   \n",
       "\n",
       "            Genre  Rating Subscribers  \\\n",
       "0         Romance    9.62        4.2M   \n",
       "1         Romance    9.60        6.4M   \n",
       "2         Romance    9.81        2.1M   \n",
       "3         Romance    9.79        3.5M   \n",
       "4    Supernatural    9.85        1.5M   \n",
       "..            ...     ...         ...   \n",
       "564  Supernatural    9.78      376.9K   \n",
       "565       Mystery    9.32       60.4K   \n",
       "566   Informative    9.25      459.2K   \n",
       "567   Informative    9.76      204.6K   \n",
       "568   Informative    8.83      109.1K   \n",
       "\n",
       "                                               Summary              Update  \\\n",
       "0    She's young, single and about to achieve her d...    UP EVERY TUESDAY   \n",
       "1    After binge-watching beauty videos online, a s...  UP EVERY WEDNESDAY   \n",
       "2    After making a grisly discovery in the country...   UP EVERY SATURDAY   \n",
       "3    She's a hopeless romantic who's turning 30's  ...  UP EVERY WEDNESDAY   \n",
       "4    When vampires destroy her chance to have the n...   UP EVERY THURSDAY   \n",
       "..                                                 ...                 ...   \n",
       "564  Life's funny. One minute you're jobless, deep ...     UP EVERY FRIDAY   \n",
       "565  \"Adamsville\" is an all ages series about two m...           COMPLETED   \n",
       "566                        Get your WEBTOON news here!     UP EVERY MONDAY   \n",
       "567  A series of tips for staying safe during the C...           COMPLETED   \n",
       "568  The mysterious team that brings Webtoon to you...           COMPLETED   \n",
       "\n",
       "                                          Reading Link  \n",
       "0    https://www.webtoons.com/en/romance/letsplay/l...  \n",
       "1    https://www.webtoons.com/en/romance/truebeauty...  \n",
       "2    https://www.webtoons.com/en/romance/midnight-p...  \n",
       "3    https://www.webtoons.com/en/romance/age-matter...  \n",
       "4    https://www.webtoons.com/en/supernatural/unhol...  \n",
       "..                                                 ...  \n",
       "564  https://www.webtoons.com/en/supernatural/third...  \n",
       "565  https://www.webtoons.com/en/mystery/adamsville...  \n",
       "566  https://www.webtoons.com/en/tiptoon/webtoon-no...  \n",
       "567  https://www.webtoons.com/en/tiptoon/staying-he...  \n",
       "568  https://www.webtoons.com/en/tiptoon/lozolz/lis...  \n",
       "\n",
       "[569 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('naver_webtoon_data2.csv')\n",
    "df = pd.DataFrame(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "ff43b5d4-378a-4b5d-bbe4-4bd26d57e7d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Writer</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Subscribers</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Update</th>\n",
       "      <th>Reading Link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>Neon Revenge</td>\n",
       "      <td>MURO</td>\n",
       "      <td>1,40,430</td>\n",
       "      <td>Action</td>\n",
       "      <td>9.68</td>\n",
       "      <td>267.3K</td>\n",
       "      <td>No one would have ever guessed that nerdy-look...</td>\n",
       "      <td>UP EVERY WEDNESDAY</td>\n",
       "      <td>https://www.webtoons.com/en/fantasy/the-spark-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>223</td>\n",
       "      <td>Code Adam</td>\n",
       "      <td>Atterozen</td>\n",
       "      <td>3M</td>\n",
       "      <td>Action</td>\n",
       "      <td>9.77</td>\n",
       "      <td>766K</td>\n",
       "      <td>They were trained as children to become super-...</td>\n",
       "      <td>UP EVERY MONDAY</td>\n",
       "      <td>https://www.webtoons.com/en/action/code-adam/l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>420</td>\n",
       "      <td>REAWAKENED MAN</td>\n",
       "      <td>Yongtaek Chae / Jaehan Kim</td>\n",
       "      <td>1,03,691</td>\n",
       "      <td>Action</td>\n",
       "      <td>9.45</td>\n",
       "      <td>145.8K</td>\n",
       "      <td>If there's one thing Hwan Seok can't stand, it...</td>\n",
       "      <td>UP EVERY TUESDAY</td>\n",
       "      <td>https://www.webtoons.com/en/action/reawaken-ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>242</td>\n",
       "      <td>microHUNTER</td>\n",
       "      <td>NAGATERBANG</td>\n",
       "      <td>47,983</td>\n",
       "      <td>Action</td>\n",
       "      <td>9.55</td>\n",
       "      <td>328.3K</td>\n",
       "      <td>While out to get his sister's favorite snack, ...</td>\n",
       "      <td>UP EVERY FRIDAY</td>\n",
       "      <td>https://www.webtoons.com/en/action/sarimin/lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>208</td>\n",
       "      <td>I Get Stronger the More I Eat</td>\n",
       "      <td>Kitaeon / Frost Mourne</td>\n",
       "      <td>1,79,307</td>\n",
       "      <td>Action</td>\n",
       "      <td>8.45</td>\n",
       "      <td>210.9K</td>\n",
       "      <td>Known as \"Pet Shop,\" Mr. Kim has the unique ab...</td>\n",
       "      <td>UP EVERY SATURDAY</td>\n",
       "      <td>https://www.webtoons.com/en/action/i-get-stron...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <th>88</th>\n",
       "      <td>88</td>\n",
       "      <td>Bastard</td>\n",
       "      <td>Carnby Kim / Youngchan Hwang</td>\n",
       "      <td>7M</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>9.87</td>\n",
       "      <td>1.5M</td>\n",
       "      <td>There is a serial killer in my house!</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>https://www.webtoons.com/en/thriller/bastard/l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>545</td>\n",
       "      <td>Rotten</td>\n",
       "      <td>Goodguy</td>\n",
       "      <td>1.1M</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>9.68</td>\n",
       "      <td>386.1K</td>\n",
       "      <td>Jaeshin sees dead people, and Officer Han can ...</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>https://www.webtoons.com/en/thriller/rotten/li...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>546</td>\n",
       "      <td>Delusion</td>\n",
       "      <td>Hongjacga</td>\n",
       "      <td>8,02,309</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>9.79</td>\n",
       "      <td>189.6K</td>\n",
       "      <td>It's 1935 in Gyeongseong, and struggling artis...</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>https://www.webtoons.com/en/thriller/delusion/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>538</td>\n",
       "      <td>Shriek</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>3,77,712</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>9.75</td>\n",
       "      <td>337.6K</td>\n",
       "      <td>Prepare to swallow your screams. This horror a...</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>https://www.webtoons.com/en/thriller/shriek/li...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>470</td>\n",
       "      <td>School Bus Graveyard</td>\n",
       "      <td>lilredbeany</td>\n",
       "      <td>5,39,252</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>9.77</td>\n",
       "      <td>452.3K</td>\n",
       "      <td>Ashlyn is a loner in high school with no frien...</td>\n",
       "      <td>UP EVERY WEDNESDAY</td>\n",
       "      <td>https://www.webtoons.com/en/thriller/school-bu...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>569 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id                           Name                        Writer  \\\n",
       "43    43                   Neon Revenge                          MURO   \n",
       "223  223                      Code Adam                     Atterozen   \n",
       "420  420                 REAWAKENED MAN    Yongtaek Chae / Jaehan Kim   \n",
       "242  242                    microHUNTER                   NAGATERBANG   \n",
       "208  208  I Get Stronger the More I Eat        Kitaeon / Frost Mourne   \n",
       "..   ...                            ...                           ...   \n",
       "88    88                        Bastard  Carnby Kim / Youngchan Hwang   \n",
       "545  545                         Rotten                       Goodguy   \n",
       "546  546                       Delusion                     Hongjacga   \n",
       "538  538                         Shriek               Various Artists   \n",
       "470  470           School Bus Graveyard                   lilredbeany   \n",
       "\n",
       "        Likes     Genre  Rating Subscribers  \\\n",
       "43   1,40,430    Action    9.68      267.3K   \n",
       "223        3M    Action    9.77        766K   \n",
       "420  1,03,691    Action    9.45      145.8K   \n",
       "242    47,983    Action    9.55      328.3K   \n",
       "208  1,79,307    Action    8.45      210.9K   \n",
       "..        ...       ...     ...         ...   \n",
       "88         7M  Thriller    9.87        1.5M   \n",
       "545      1.1M  Thriller    9.68      386.1K   \n",
       "546  8,02,309  Thriller    9.79      189.6K   \n",
       "538  3,77,712  Thriller    9.75      337.6K   \n",
       "470  5,39,252  Thriller    9.77      452.3K   \n",
       "\n",
       "                                               Summary              Update  \\\n",
       "43   No one would have ever guessed that nerdy-look...  UP EVERY WEDNESDAY   \n",
       "223  They were trained as children to become super-...     UP EVERY MONDAY   \n",
       "420  If there's one thing Hwan Seok can't stand, it...    UP EVERY TUESDAY   \n",
       "242  While out to get his sister's favorite snack, ...     UP EVERY FRIDAY   \n",
       "208  Known as \"Pet Shop,\" Mr. Kim has the unique ab...   UP EVERY SATURDAY   \n",
       "..                                                 ...                 ...   \n",
       "88               There is a serial killer in my house!           COMPLETED   \n",
       "545  Jaeshin sees dead people, and Officer Han can ...           COMPLETED   \n",
       "546  It's 1935 in Gyeongseong, and struggling artis...           COMPLETED   \n",
       "538  Prepare to swallow your screams. This horror a...           COMPLETED   \n",
       "470  Ashlyn is a loner in high school with no frien...  UP EVERY WEDNESDAY   \n",
       "\n",
       "                                          Reading Link  \n",
       "43   https://www.webtoons.com/en/fantasy/the-spark-...  \n",
       "223  https://www.webtoons.com/en/action/code-adam/l...  \n",
       "420  https://www.webtoons.com/en/action/reawaken-ma...  \n",
       "242  https://www.webtoons.com/en/action/sarimin/lis...  \n",
       "208  https://www.webtoons.com/en/action/i-get-stron...  \n",
       "..                                                 ...  \n",
       "88   https://www.webtoons.com/en/thriller/bastard/l...  \n",
       "545  https://www.webtoons.com/en/thriller/rotten/li...  \n",
       "546  https://www.webtoons.com/en/thriller/delusion/...  \n",
       "538  https://www.webtoons.com/en/thriller/shriek/li...  \n",
       "470  https://www.webtoons.com/en/thriller/school-bu...  \n",
       "\n",
       "[569 rows x 10 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values('Genre')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "5186f1cb-b208-4fdb-8882-f96bdb30d343",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           Romance\n",
       "1           Romance\n",
       "2           Romance\n",
       "3           Romance\n",
       "4      Supernatural\n",
       "           ...     \n",
       "564    Supernatural\n",
       "565         Mystery\n",
       "566     Informative\n",
       "567     Informative\n",
       "568     Informative\n",
       "Name: Genre, Length: 569, dtype: object"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Genre']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "402bc566-3038-4381-bc7a-2b1ca03756ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "webtoon_genre = df['Genre']\n",
    "webtoon_genre.to_csv('webtoon_genre_cloud.txt', encoding='euc-kr', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "863342c7-521a-489c-94ae-b02238d7351f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Genre\\nRomance\\nRomance\\nRomance\\nRomance\\nSupernatural\\nFantasy\\nSupernatural\\nAction\\nRomance\\nDrama\\nRomance\\nDrama\\nDrama\\nFantasy\\nFantasy\\nRomance\\nRomance\\nAction\\nThriller\\nRomance\\nSupernatural\\nDrama\\nDrama\\nFantasy\\nMystery\\nDrama\\nRomance\\nThriller\\nRomance\\nRomance\\nRomance\\nRomance\\nRomance\\nAction\\nRomance\\nRomance\\nDrama\\nDrama\\nHistorical\\nDrama\\nRomance\\nFantasy\\nRomance\\nAction\\nFantasy\\nFantasy\\nRomance\\nFantasy\\nDrama\\nRomance\\nDrama\\nDrama\\nComedy\\nFantasy\\nThriller\\nDrama\\nThriller\\nFantasy\\nDrama\\nDrama\\nSci-fi\\nAction\\nDrama\\nSci-fi\\nSlice of life\\nDrama\\nMystery\\nHistorical\\nFantasy\\nDrama\\nDrama\\nSlice of life\\nDrama\\nThriller\\nAction\\nMystery\\nDrama\\nDrama\\nFantasy\\nHeartwarming\\nDrama\\nThriller\\nDrama\\nDrama\\nFantasy\\nRomance\\nDrama\\nDrama\\nThriller\\nRomance\\nRomance\\nDrama\\nSupernatural\\nDrama\\nRomance\\nDrama\\nRomance\\nRomance\\nDrama\\nDrama\\nAction\\nDrama\\nThriller\\nFantasy\\nRomance\\nSupernatural\\nRomance\\nDrama\\nDrama\\nFantasy\\nSuperhero\\nRomance\\nRomance\\nFantasy\\nDrama\\nRomance\\nThriller\\nDrama\\nDrama\\nDrama\\nDrama\\nSlice of life\\nFantasy\\nDrama\\nRomance\\nDrama\\nRomance\\nRomance\\nDrama\\nDrama\\nDrama\\nSupernatural\\nComedy\\nFantasy\\nFantasy\\nDrama\\nHistorical\\nThriller\\nDrama\\nDrama\\nSupernatural\\nRomance\\nSci-fi\\nSuperhero\\nDrama\\nSupernatural\\nSci-fi\\nSuperhero\\nSci-fi\\nSuperhero\\nFantasy\\nDrama\\nDrama\\nDrama\\nFantasy\\nAction\\nSci-fi\\nDrama\\nFantasy\\nDrama\\nSupernatural\\nFantasy\\nFantasy\\nFantasy\\nDrama\\nDrama\\nDrama\\nComedy\\nSci-fi\\nRomance\\nFantasy\\nSci-fi\\nRomance\\nFantasy\\nDrama\\nDrama\\nDrama\\nRomance\\nRomance\\nFantasy\\nComedy\\nRomance\\nFantasy\\nAction\\nAction\\nFantasy\\nFantasy\\nAction\\nAction\\nAction\\nFantasy\\nRomance\\nFantasy\\nAction\\nFantasy\\nAction\\nRomance\\nFantasy\\nAction\\nFantasy\\nAction\\nAction\\nRomance\\nAction\\nFantasy\\nRomance\\nFantasy\\nFantasy\\nAction\\nComedy\\nFantasy\\nComedy\\nFantasy\\nAction\\nComedy\\nFantasy\\nRomance\\nAction\\nFantasy\\nFantasy\\nFantasy\\nAction\\nFantasy\\nAction\\nFantasy\\nAction\\nFantasy\\nAction\\nFantasy\\nFantasy\\nFantasy\\nFantasy\\nFantasy\\nMystery\\nFantasy\\nRomance\\nFantasy\\nFantasy\\nFantasy\\nRomance\\nAction\\nFantasy\\nAction\\nComedy\\nAction\\nRomance\\nFantasy\\nFantasy\\nFantasy\\nFantasy\\nFantasy\\nThriller\\nFantasy\\nFantasy\\nAction\\nComedy\\nFantasy\\nRomance\\nFantasy\\nFantasy\\nFantasy\\nComedy\\nSupernatural\\nFantasy\\nSci-fi\\nSci-fi\\nFantasy\\nFantasy\\nAction\\nRomance\\nSci-fi\\nRomance\\nComedy\\nAction\\nRomance\\nAction\\nAction\\nSupernatural\\nRomance\\nFantasy\\nFantasy\\nFantasy\\nRomance\\nFantasy\\nFantasy\\nComedy\\nComedy\\nFantasy\\nFantasy\\nThriller\\nFantasy\\nFantasy\\nFantasy\\nSlice of life\\nSci-fi\\nSupernatural\\nAction\\nFantasy\\nSci-fi\\nAction\\nSci-fi\\nFantasy\\nAction\\nAction\\nFantasy\\nFantasy\\nFantasy\\nFantasy\\nFantasy\\nSci-fi\\nSupernatural\\nSci-fi\\nFantasy\\nFantasy\\nComedy\\nSuperhero\\nSci-fi\\nSupernatural\\nComedy\\nFantasy\\nFantasy\\nFantasy\\nFantasy\\nSupernatural\\nSupernatural\\nSlice of life\\nComedy\\nSlice of life\\nComedy\\nRomance\\nComedy\\nComedy\\nRomance\\nComedy\\nRomance\\nSlice of life\\nRomance\\nRomance\\nComedy\\nComedy\\nRomance\\nComedy\\nSlice of life\\nSports\\nRomance\\nComedy\\nSlice of life\\nComedy\\nRomance\\nSlice of life\\nSports\\nComedy\\nSlice of life\\nComedy\\nComedy\\nComedy\\nComedy\\nSupernatural\\nComedy\\nSci-fi\\nComedy\\nSlice of life\\nComedy\\nSlice of life\\nComedy\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nComedy\\nSlice of life\\nComedy\\nRomance\\nSlice of life\\nSlice of life\\nSci-fi\\nComedy\\nSupernatural\\nComedy\\nSlice of life\\nSlice of life\\nSuperhero\\nSlice of life\\nComedy\\nComedy\\nComedy\\nSlice of life\\nComedy\\nSports\\nSlice of life\\nSlice of life\\nComedy\\nComedy\\nComedy\\nSports\\nSlice of life\\nSlice of life\\nComedy\\nSlice of life\\nComedy\\nComedy\\nComedy\\nSlice of life\\nSlice of life\\nComedy\\nSuperhero\\nSlice of life\\nComedy\\nComedy\\nSports\\nAction\\nAction\\nAction\\nSports\\nAction\\nSports\\nSci-fi\\nSuperhero\\nSports\\nAction\\nAction\\nAction\\nSports\\nSuperhero\\nSupernatural\\nMystery\\nSci-fi\\nSci-fi\\nSci-fi\\nSupernatural\\nSci-fi\\nSci-fi\\nSuperhero\\nSupernatural\\nSuperhero\\nSuperhero\\nSuperhero\\nSuperhero\\nSuperhero\\nAction\\nSuperhero\\nSuperhero\\nSci-fi\\nSupernatural\\nSuperhero\\nAction\\nSuperhero\\nSlice of life\\nRomance\\nSlice of life\\nSlice of life\\nRomance\\nRomance\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nInformative\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nSlice of life\\nInformative\\nThriller\\nThriller\\nRomance\\nRomance\\nHorror\\nRomance\\nRomance\\nRomance\\nRomance\\nRomance\\nRomance\\nRomance\\nRomance\\nRomance\\nSci-fi\\nRomance\\nSupernatural\\nSupernatural\\nSupernatural\\nHistorical\\nRomance\\nSci-fi\\nHeartwarming\\nRomance\\nRomance\\nRomance\\nRomance\\nSupernatural\\nSci-fi\\nRomance\\nRomance\\nRomance\\nSports\\nSupernatural\\nRomance\\nRomance\\nRomance\\nSupernatural\\nSuperhero\\nSuperhero\\nSuperhero\\nSuperhero\\nSuperhero\\nSuperhero\\nSuperhero\\nSci-fi\\nMystery\\nSci-fi\\nHorror\\nSci-fi\\nHorror\\nThriller\\nSupernatural\\nThriller\\nThriller\\nHorror\\nHorror\\nThriller\\nHorror\\nHorror\\nHorror\\nThriller\\nThriller\\nThriller\\nThriller\\nHorror\\nHorror\\nThriller\\nThriller\\nThriller\\nHorror\\nHorror\\nHorror\\nThriller\\nThriller\\nHorror\\nThriller\\nThriller\\nHorror\\nHorror\\nHorror\\nThriller\\nHorror\\nThriller\\nThriller\\nThriller\\nSupernatural\\nThriller\\nMystery\\nMystery\\nSupernatural\\nThriller\\nSupernatural\\nHorror\\nHorror\\nSupernatural\\nMystery\\nInformative\\nInformative\\nInformative\\n'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = open('webtoon_genre_cloud.txt').read()\n",
    "text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "d0cc345f-9956-4b58-9e43-1ebc6ae2b737",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "c94b4a07-dbc9-4193-973f-83a7ecd8fdb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UKbhzlLw8Wt9kXx8hhBBinWQOj2g524iwL/kAp4svsuROM1O/wP7kQ5jYsuHfNri+5F5rTRiu/tFaX5tOpdemVSkApVDq2uRuQ2EYxtrX4uYUq0VqDaWIOhaWabDRv63r5wxDTdSxsE1zw+cUYq9Tt9lfRDYfEVvuei2tV/L/gcnqGeYbl/l831+hOzpCys61unl7ntaaRsNjemqZiStLnD4zzfTVZUqlOtVak3K5gWEYOLZJKhWlvSNFd3eafWNdPPzwKG1tCeKJ2++ofa/SWlNresBqfTnLNLFNY0MhMdSa+rVzGkphmsaGzynEHnHLHwIJPGLHWGhMMF07z/nySTQBndFhOpx+OiPDxKwkprJQKJpBjVpQphoUWWxM8HDucySsbKubv+v4fkixWOPChTneeP0Ki4slVparLBeqVCtNXNfH9wM8L1jr0bFtk2jUJhaPkEnH6OpOMzLSychoJw8+NEIsZmOaMlIuhGiZWwYeGdISO0ZnZBADk0ZY49TKD/C1T80v0ghqxK00prIwlEEjqFLzS1T9FeabV7g/+3yrm76raK0JgpCF+RKTk3leffUSP/7Re1TKDTwvwLIMIhEb61q4MUxjtRcuXP2+et2lVKozPbXMe+/NcHUyz/x8kXQ6xvBIB4lEBNve/P2UhBBiI6SHR+w4WocsNieZrJ5hpn6B6foFKl6BAA+NJm5mSNsdZO0uhhJHOZp+mpiVanWzd40gCCkUqnztt17grTcnmJ4urD1nGIqOjhSHDvfS2ZmiLZcklYrh+wHNhkehUOXC+Tnm54vMzRXXvs80Ddra4vyV/8unOXKkj64uKbgqhGgJGdISu4fWmkB7uGEDX7t4YZNQB9c2J1zdt8dQJiYWthElasa3ZIfmvahR91hcLPGP/pdvMTm5RKnUwPcDurrT3P/AECceGObY8f7VHh7LwDSN93t4tCbwQ5quT7lUZ3ZmhT/+D28yObnE8nIV0zTo7cvy2GP7+I9++XE6O9MYhoQeIcS2kiEtsXsopbCUg2U4rW7KnnF91dX09DLvvD3JpUvz1GoupmnQ3Z3h2ecOcfhIH/v3dzMwmLtt70wzlyTblqBYqvPO25NcuDDH9FSBudkVzp2b5dVXLvGZz9yHE7Gkp0cIsSNI4BHiHuG6PmfOTPPtb71DudxAKUU2G+Xo0T5+6auPk83Gsaw76ymLRG26Ihl+4UsP09mZJh6PMDdbxPdDrlxe4htff4snnzpAxozLfB4hxI4ggUeIe8SPf/Qer/z0IhcvzgPQ05vh4UdG+fVf/wSRqMN6O2Ief2KM4ZEO5uYKvHd2lmq1yZXLi3z/e6d57LExRkalJpkQovVk/agQe9z1VVmvv3aZiYn86kaCCp58cj9PP32QSNRe1+aBq98DhmGQzcb5/OdPkG1LAKsTo0++Os7cXHFtI0MhhGglCTxC7HGBH1IuN7h8eZHlfAWlIJWKcvhwHwcOdF/bLXn982yUgkjE4v4HhujoSBKNru4AfHl8kfxSmea1DfKEEKKVJPAIscdVa03Onpkhv1Sm0fCwbZP7jg8yONROWy65KdewLJP2jhQHD/TS37+6O3ahUGV6usDMB5a9CyFEq0jgEWKPq1abnD0zjecFANi2xWNPjK0NP22m/Qe7GRx+vxzIwkKJiYmlTb+OEELcLQk8QuxxzabPzEwBP1itQG+aBoOD7USj9qZfq6MjRVv2/SBVKtVZylc2/TpCCHG3JPAIsce5TY/ZmQKBfy3wWAZ9/W1bEnjaO1JksvG1r0ulOssSeIQQO4AsSxdij/P8kMJKjTAMMQxFxLHI5ZKY5uZvCJjJxEkmo2tfNxoe1Upz068jhBB3S3p4hNjjwiCkVm2itV6rdr6eZeh3wnEsnA9sNOi5Po2GrNISQrSe9PC0SDPwOV2cBq2xDJOY6TCa7MQy3s+gNb9JzXcpeXVqgYsfhmg0hlJEDJusE6cnlmnhqxC7Qag1rhug9eqeOdYW7nxsmgrDfP89HAQhQRBs2fWEEOJOSeBpkaVmmb/4k99EA1k7zqFMD//g4T9LSr0/HHC5ssSZ4gwvL17gdHGastvEDX2ips1Qsp1PdB/hLx34WOtehNgVrm88CNc3Cty62lY/22mklJJaWkKIHUECzw6j0RTcKv/7+Mu8tHiBhUaJRuDhhgGh1mg0vh9yoTTHwVR3q5srdgHTMIhGbWq1Jq4bUKu6W3atet2j2fTXvo5ELGJxKQIrhGg9CTw7zKXyIqeLU7yyNM5kdRnvWo/OYDyDbawORdQCl6VGmUCHLW6t2A1M0yCRiFCvu4RhiOv6uK5PJGJhGJs7ja9Wc2k03g9UTsQiFpXAI4RoPQk8O4gb+pxaucq3Z97ldHGaqGnTFknQFU1xKN1L3HQARb5Z4UxxmoQVve05hTAtg0wmxvJyBd8P8byASqWBacZxnM0NPJVKnVrt/cATjdokEhJ4hBCtJ4Fnhwi15oX583x/7iyvLo0TMSx+dfRJHmvfx0O5YUxlwPWpEBrybmWtx0eIjxKL2gyPdHL16jK+H+L7AefOzXLs2ACOs7kfAVcn88zPrax93dWdYXhEqqULIVpPlqXvEKHWfG/uNFcqS2ScOP/Fwef5VM8xDmV6sA0TQylMZaz+MQyyTpyk9PCIOxCLRzhwoHttdZbnB7x7aopyubHp17p8eYnp6ZW1rzs7UgwMtG36dYQQ4m5JD88O4OuAstdgqraMqQxGkx0803mQoUSOmHXz4QDHkH86cWei13p4Io5FVa1WT794cZ5isYbnZbE3YZl6GGoaDY+Z6QL5pTIA8bhDLpcg1745BUqFEGIjpIdnB6j6TcYrC8w3SowmO/lc330cTHffMuwIcTcSiQhHj/WTSkWxLBPPC3jnrQlmpguUy3W01mit131+rTW+HzAzU+Dy5UUWFkoopRgabqevv4329tTa0vTr17rZHyGE2EoSeHYADfg6JGPHeKR9lM/0HW91k8QeYhiKWMzmYx8/woEDPQAEgebrf/wmX//jN9lo1ghDTX6pwr/8599ncaEErK4M+/wXTtwwf6dSbTIxtcyliUVK5QbNps/VmQK+LysOhRBbS8ZFdggFjKW66ItlScncnB3vvdJZJmpXOJg6RG+0l6gZa3WTbul678oDJ4ZYWipzZWKJWrXJzHSB0+9O8+KL53j00X1EIvZdbUqotUaHmvFLC5w+PcWVy4s0mx7xRITe3gwHD/aS/UAhUQDX8ymWaoTh6n5SEdtCGav7TwkhxFaSHp4dQqE4mumnO5bGMkzZnXaHO1M6zZ/Mfp3xyiXqwUdP/nVDl4JboBE0CLT/kcdupSNH+jlwsIfe3gxKKVZWaly8MMd3v/Muc3NFqtUGnhfc0fBSGK4uby8Uqrz99iQv/PgcS0sVwlCTyyU4fnyAoeH2DxUSBfD9kGqtSaPpMTdfZHpuBdsyUcj7XQixtaSHZ4dQSvFo+yh9sWyrmyI22Vsrb/CvL/8rvtz/FY6ljzMQH2xJO2zH5OlnDtE/kOO//a9/n3q9ycpKjZdfOs/cbIEnnjzA40/s59ix/tueq1xucOXyIv/b115kYiLPcr4CQGdnisceG+PX/sKzN13ybpoGsWgE2zJYKS4Dir6e7Ca/UiGEuJEEnh3CUIqBRBtpe+cOjYj10RpCwpYO21zvMUylooyOdvKf//rzfOub73Dl8iK1msvszArf/94Z3npzgoHBHAMDOdKZGMlElGjUxvdDXM+nXKozNbVMfqnC/HyRmekC9bqHbZv09bfxZ77yCEeO9N2ynEQ6FWVspAOlFN1d6Q+1TQghtpIEnh3AUIqoaZOyYjim/JOIrWPbJul0jAcfGmFxoUw8HmFyYol8vsLc7AoL80VmZ1eYmSmQScdJJCNEIzZ+EOK5AeXyauAprtQolxuY5uouzu0dKe5/YIj7HxiipyeDad58tNyxLRx79T2eSspcNSHE9pHfrjuAY1i0OXEiprW6o7IQW8g0Dfr62vjqn3uCiStLfOfbp/jBD85QqzYJgpDCcpXCcvUjz3G96noiGeGBE8M8/Mgon/zUMSzL3NJq7EIIsV4SeHYASxkkrahM2xTbKhq1GdvfzV8czPHFLz3ExJVFLo8vcu69WeYXipTLDWrVJr4f4jgWkahNMhGhr7+Nnp4Mo6OdPHBiiHQ6TizubMoGhkIIsVUk8OwAhlJEDEtWqohtpZTCtk0sy8CyTGJRm66uDPvGuqhUVvfIcV2fMNSY5uoxEccinYmRSkVpyyXo6cli2eYth7CEEOJmVjcchcJCkfxckalL8xTzFZp1F8/1MUwD27awIxapbILOviwdfW30ja7u7bWeuX8SeHYAhcIyTCTviFZQShGN2vT0ZunpzQK3X6UlhBDrpUNNEIQUl8pcPjvNpdPTvP3iOeav5qmWGrgNF9MycSIW0bhDR18bY8cHOfroPnqvLXpYDwk8O4BCYchKFSGEEPeAZsMlP1vkH//N32by/ByFpRIKRSobJ5GJ0T2UI/RDissVCotlZq4s8c5PLrCyVObJzz2AWufouQQeIdbJ0x7nK+dphA1iZvyWx01ULxPqkIuVC9T8Gucr5+/o/P2xfg6lDm9Wc4UQouUatSbn3pzg9//59xg/PUVbV4Yjj4zy5OceoL0nQzTuYNrmai+QH9CoucxOLHH6lUvsOzawoWtL4BFinQIdMFufoRZUsZV9y+NWvBU0mvnGHDW/RtS88+XYEniEEHvJ3GSeS+9e5exrl4mnYhy4f5DjT+znwecOkc4lsX9mw1LP9ekZ7iCejJLtSLGRhcwSeIRYh+tjyPPNOeabc7c93lQmC80FFpoLd3yNnNO+7vYJIcRO9M5L53nrxXNUijWe/sIJPvalhznxzKFbHm87Fn0jnfT9TCHi9ZDAI8Q6fL7nC3yy69Nbeg3HuHWvkRBC7Ebn35rg0jtTGIbiU7/8OIP7e7bt2hJ4hFiHiBklchdDU0IIIaBaalCrrBZczrQnid6iDM1W2HOBR+uQmj+DoSJYRgxLJT5yCVvNmwWlsFQc20hJXR8hhBBii3iej+/5gNr2ndn33G5hoXb5/tSv8Obif89U5VsfeazWmp/M/TV+Ovc3uFz6XTTBNrVSCCGEuPfEkxFiiQigWZgqUC01tu3aey7wrFqtSq3vqDi1poVFrIW4pZ/m3+HvnvonTNRmqPnb96EghBBbZfBAD/1jXYSh5vu/9yrjZ6bQoUbf2S/sDdlzQ1pC7BUFt8S50mXqfpPAlt5HsbsFYRNfV2n4i/hhlUA3CHQTrX1QCoWBoWxMFcM0YthGmqjZgaEcjPXuNCd2nJEjfeTnilw6NcWFdybp6m8jkYwxeqwfc4uHuCTwCCGE2BKrd+0aTUAzzFPxJpmvvkDFu0wjWKTuLxDoGgoTQznYRpq41UvM7iXjHKY79gyO2YZlxFHXBiRknuXu9sBTBwm8kFf/9DRXzkzjuz7zV5f5T/7Wz5PMxLEda+3feLP/rSXwCCGE2BKBrlN2xxkv/VtK7kVq3gwhHlqHQIhmNRCBR6CbeGGFuj+LahjMqO9w0fgtctH76Yg+xnDqKyjp6dn1ktkEDz53mL/5T/8C/+Rv/nuWZlb44eRrnHr5Ap/85cc5/vgY9z1xALUFPT0SeIQQQmy6leZ7lNxzzNdeYqV5GjdYwddVQOEYWWwjhWOmMVQUCAm1jxeWaQZL+GGdUDcIA59C813coIgmoDv+LDGrG+MjdjYXO5thKOKpKMMHe/jFv/JJzrw2zvi7U1y9OM9Pv/0Ok+dmOfvaZR795DE6+3Ok2xKbdm0JPEIIITaN1iHNIM9y4y2W6q8yW/sBAKaK4Jg5HCND3OojYrYTszoxVQIICLRLM8hT9a7SDJdxgxXcYIW6P0fTzxNqj6jZhaFsYlZ3a1+k2BDbsch0pHjuFx4i054knohSLTWYvbzE3ESei6euEok5HLh/iL7RTjLtSQzT2PAQlwQeIYQQmybQTc4V/iUL9Z9Q86cAMLDJRo7SFX+W4eSXsM0U6ha/fjQ+dX+O+dpLXFz51zSDZUI8lptvoYuabu8ZDrX95e18SWILKKWIJaM88dn7efjjR3n+K4/yH/7XH3LurQmmLy3wL/6b32PkcB9HHxvjV//G50m3JbDsjQ1pSuBpkc5oin/7zK+j0VjKIGraJKxIq5sltoG+tg/CW4X3uFyd4WLlKvnmCpYySVgxxpKDfKzrYbzQb3FLhbg7ZfcK+cZrzNa+jxcUUVhEzCwHsn+ZTOQgCWsQ20yjMG99t64tolY3fclPk7D7ma58l9naD/DDMiX3PIaySTsH6Io/ham2b5desfmuvwcsx2LoUC9//v/x88xeWeTMyXG+9e9+wtLcCi9/621mryzyi3/lk4we6SfXnVn39fZo4FGwNhnu5rTWaMJta9HPcgyLY9n+ll1ftIZG0whczpcnOF26RNGr4BgW3dEcAAYGBbfEmeI4V2u3L0oqxE6gtSbQdSreFRZrP6UZLKNQRMwOuuNP0x59kLjVi22mbnsupRQmDoaRIxs5SsPP4wYF5usvEOg6dX+WpcZJOmKPYCgbhaza2u0MQxFLrG5ImEhFcaI2lWKNS+9OMTexxIW3J3jt+2dwGx4PPneESMxe1/DWng081xdD3pom1M3bHCPE5gq1ZsUt8UfTP6DsVxiO9/F812PsS/TTDF2W3RKvLZ/hpaU3ma7feWV1IVqtESyy0jzNbO2HQIhlpEg5+ziQ/YvErB4MdXe/bpRSRMx2OmOPYRkJFuo/QRPQCJaYq/6I/Zm/gKViICu39pR0Lsmxx8bYd7SfH/+HN/jpt9/h5PfP8N1//zLFfIXRo/10DeQk8Fxnqihae/hh5ZbHhNqj5s+itQdKhpLE9rhUnuTd4kXOla7wNw79x+xPDpGwYxgYJIjT5mQYSfTxp/OvoJch31xpdZOFuCMTpT9gqX4SzepQbF/iU3THnyNu9cEGemFWw5JNR/RRVtwzeGGJuj9HvvEabZH7SNgDm/QKxE4SS0b55H/0OMef2E+oNWdPjnP+rQn+4F98n7/4d75MJHb3w5l7sLSEImLmCHSThr94y6MC3WCl+R5B2NzGtol73UxjkcnaHMcz++mM5ohbMUy1Op/BUApTGdjK4kBykP5YZ6ubK8RthTrAC0sUm2ep+dNcX3aecQ6TjRxBqY2trlHKwFRR2qL3YRtJADQhFfcyblDYpFchdhKlFEopLMck25HimS88SDITp7Rc4eI7VwnD9U1H2XuBRyliVieh9qgHiwS6cW2Tq/et/oBWKDTPEmgJPGL75JtFFpsF9icHSVhxLOPm3fE90Q5yzvon5wmxXbT2aPgL1PwZ3HAFhSJm9ZCwBzdt+bhSFmnnAKaKX78qVX8aLyxtyvnFzqSUIhJzOPboGLFEhHq1yfzVPGG4vqkoey7wKAzaosfRBBSb5ym5F28INV5YouJNMl35Nl5YblFLxb2o6FUoeCX6Yl04t5jToJQiacWJmjLUKnY+L6yyUH8FX9cAUMqmO/4MUatr065hKJtM5CCW8X7gKbvjNKWHZ8+zbJPuoRyWY+H7AbVKY90Fv/fcHB6FwUDiM9S9OeZqL/D24v+HvuSnSNh9OEaWerDAUv11GsESI+mvcLn0u61usriHBDrAD31sw7plN//qCsLtqR4sxEYFus6Ke3rtxlJhkHEOYxtpNjJ354MUBo6R+9AOy82wgK/rm3J+sXMFQcjKUpnAD7Edi1Q2wXpHSPdc4AFFzOqiPXri2jyd8yw33qbsjmMZCTQBgW4SM3vojD3KZPkbrW6wuIdYysRSFvWgQahvPQ5dD5q4obeNLRNifULtUffnV6ueA5qAfOMNav4MlrFZZQE0ofZoBEtrjwRhbe2a94p84xx1f5H+xNMfOS9qpvoKjpmgI3p8G1t3Z2qVBkpBLBG9o+O9ps/46WmadZdYIkL3YDvKWN/g1J4LPEopLBWnJ/EsSWeE8eLvsNI8ixdW0IQk7WG6Y0/SHj1BR/RhoubqXYOB1GYRWy9mRoibERabBXwdoLW+6QfXilum4tda0EIh7k6oPRr+POG18BFql/HSv9vy6wZhg1B7a1uL3Av78UxXX2KudpL+xNMfedz54u+Ssod2ZOBZmi0Aip7BdkzbxFBqrSPw+meh1hr0au9OeaXK6z88S63cIN2WYP99gxjm+v6t91zguc4xsuQiabKd//UHKvKu/lAoZaJYXTnwbN+/WH1cmShkPwextQbiPcw3l/ne/E95qO0IaTuJeZMP6heW3uDd0sUWtFCIu6MJcMMCmmBbrxviEuKz+tm+98POXvG//nd/yNxkngefPcxzX36YnqF2sh03bkhZXK7wzkvneeuFc3znd36KE7G4/+kD/MJ/9jFsZ33RZc8GntWkaGLeZlMq07izbjUhNsNoog8v9Hhn5Tw/XDjJgdQQB1MjpK0E9aBJ0atwrnyFmfoCNb/R6uYKcQdCwtDl/ZtKk7bIcZSytrzXJW71bOn5xebz/ZD8XJHXfnCaqfF5Um0Jkuk46bYEhmUQ+AHNusvSbJH87AqFpRKJdJSP/5lHuf+pA2Q7Uuve5mDPBh4hdqKOSBu+DhiIdXG1NoenfUKtydhJGoFLyatwoTxB1HBImLFWN1eIO/LB6fVKmbTHHsRUcdQW74Ict6Q8z27TN9JJYbFEZaXGuTeugFKYlkE6m8C0TIJgNfBUSw3siEU8FeXwQ6M89qnjjBzuJRpf/+pVCTxCbKOI6dAf6+avHfrzfGPmx5wrT/DjhdepBQ3SVoLOaBuP5I7xya7HeWX5FBcrk61ushC3YWAZcbywAoQYymEo9RWiZieWIaF9s10Pl7t1Feev/a0vsjCV5/Sr45x+9RLzV/Pk54rMTa7ur2M5JolUlAMnhhk7NsDYfQM88Zn7cKI2xjonK18ngUeIbWYqg4yd5It9H+ezoYcbrk68NDCwDJOoGSFhxvhY5yM8kD1EVySHZciPqtiZFCa2kcAPa6sFmbXGC8pEjLZWN23P8XWdoneZF2b/zkceV/amSdlD29SquxNLROgf66ajr40nPns/vucT+CFBEIIGpcAwDWzHwo5YOBEbJ+qseyn6B8mnqBDbbLUatEnW+ejK0SkjQcrerGW9QmwNpQwsI4VSeVYX12jcYJnA6sbm9tXRxZ1TmNgqTnv0yEceV/Xnt6lFd88wDRzTwInYpLLbe20JPEIIIdbNwCJi5qh6V689ElL350g6oy1t115kKoeE1c3Rtj//kRN3FxvvbGOrdo89V1pCCCHE9jGNGFnnKKZanUyqdUCheQY3KLa4ZUJ8mAQeIYQQ62aqCClnbK3sQ0hAofk2jWCRIHRb3Doh3ieBRwghxLoZyiHhDGEZ8Wubt4bU/Bnq/hxuuNzq5gmxRgKPEEKIdbs+pBUze7CMJACBbrDceIul+murxXA3aQn1++d6f/f8Vrnelrv5I1pLJi0LIYTYEIVBT+J5lLJYqL8EwEL9JdxwhWzkKAl7ELUJ9QqbQR6UImrmNnyujdBa888v/c/k3cWffYKA4NoO/x+eVDyaOMCvDP+l7WukuIEEHrElAh3ghi7Lbp6aX6Ue1Kn4FXztEeiAQAcYKExlYRkWcTNB2k6TstK0OW1Yyl739uFCiO2jUGg0bZHjNPwFVppncMMCXlil4k1wtfInDCa/QNTqwl5H9XStQ0LtUnIvsNx8G8fIMpD8/OqVW/gRcSB1hF5/4EOPFdw8rxd+whPtHyNuJjHU+4MonZHuDV+zM3qciJm57XEDiY8RNbMbvt5eI4FHbBqtNb72CbRPI2hS8le4UD7PYnOBZTfPXGOWelDHDV3coIllWDhGhJgZo8PpZDA+RF9sgLHkfjJ2BsuwMZRxT1RBFmK3y0QOU/fnyDffpNAooglp+AtcKf2fJO1hshxBWf2YyoFrxZtvZXX4JyTUHoFu4gYF5mo/Zrr6HVL2GAPJn6OVBUOVUnyy+ws3PH6xfJbXCz/h+a6foyvSg2VsvFfrg3oTj9HLY7c9bn/m5zf1unuFBB6xaTztcbp4ineKbzFVu8p0/SqhDq9Vq2ft/68LwoBm2KTsl1hsLnC2fBpLWUTNGJ/o/hT3ZU4wGB9CoyX0CLGDKaVAm3TEHiVqdfPq3F/HC0uEeHhhkbeX/jsyziE6Yo8xnPoKEbMdS926cHOgmzT8BeZqPyLfeINC8xRusIwmJGkPb+MrE3uJBB6xIVprltwlrlQvMV65yHh1nKK3Qj2o4Wv/huNNtVrB3jEcmqFLEPqEvB+KPO0RBiGv5F9m2V3mQPIgj+eeQisJPULsZEopLCNO0h7icO6vMl35JivuWfywQqg9Kt4V3LDESvMMMasLx8jimG1YRhxY3b/HD6s0g2XcsEgzWKbhL+KGBdyghCYkYQ+RsAZoZe+O2L0k8IgNm2/McaF8ntOlUyw2F4DVcX1LWSStJBEjimM6RIwotmFjK3st8Lhhk2bQoBJUKHlFvHB1js9cYxYAP/Q5kDpExspKPSkhdjhD2dhGiq74UzSDJZQyKLvjNINlvLCMF5apehM4ZhuOkV7t6bk2ryfUPn5YpREs4YUl/LBy7ZwOlhEnZnXRFjlOJnJY5veJdZHfIGJDNJqzpdNcqlxcCzsAlmGTslLcl3mAwfgQPdFeBmNDRMwIhjLXjqv6VVa8AqeKb/Py0ovk3SXca5uVrc75qdEf6+eJ9qdJqbR80AmxwyllELd62Jf5FbrjzzBZ/kOmqt/GC8pACIAbFHCDAhVv4nZnI2K2k3LGGE39Mm3R+4iYUpRUrI8EHrFpFAYZO8MD2QcZTezjQOoQMTOGpSxMZWEq84ZhqZgZI2JEaOvIcSR1lDOld/n+wncpeqvb0pe9Mt+Z+yajyf1EjCgRM9KKlyaEuEuWipNy9nO47b9kMPULVNwJSu4lCs13aAZ5/LCCd224y1AWpopiGUliVjcRs4OEPUhH9EGiVjeO0YZtJNZ2cxZiPSTwiE2RsTPYhs19mfsZTozSEekk57Rj3GY1hqEMDGVgGRZdqptG0CCfWeKl/AsEOiAkpOJXmKlPkTAT9MX6t/FVCSHWSykDEwfDsEnaFraRJmb1kHJG8MMqgW4Q6CZaByhlYmBhqCiOmcIykkTMHAlrENtIYhq3nuAsxJ2SwCM2LGJE6In2ErcSfLL7sziG86H9J+5UzIzTFxvg0dwTvFY4ST2oodGEhFytTZCxsxJ4hNhllFLYKoltJEnaQ8DDrW6SuEdJ4BEbolB8rOt5HGN1UvJGV1IlrSSjyTHGkmNM1iYpeisAjFcukXM6OJF9aBNaLYQQ4l4jtbTEhiXMBI4RWd0kUKkNTSxWSmEqg7HkATJ2du3xZXeZklck1IHUpBFCCHHXJPCIDVnde8O+Vjtm085KV6SHuBlfe6QR1mkEDbzQ28TrCCGEuFdI4BE7jkLRGekiZsbWHgt1SDNsUPLLN+zYLPaG6xWlw1AThOGH/oTSqyeE2CCZwyN2HIWizWkjan54ZUagA5pBvUWtElut5noslqr89k/f4uJ8nqVylZrn05GM8/MnjvCrT51odROFELuYBB6xI63OCfrwMFmgAzwtQ1p7jdaamutxamqOH793mZOXp1AoorZNOhbFDQKCMGx1M4UQu5wEHrHtrk86DglXi4vqkODaf4c6JCTEC90b5utorWUOzx61WK7wxpVp/vD1MxiG4nh/NwO5DO3JBFPLK7QlYrc/iRAtZhk2bU7H6pxG2RV+x5HAI1oi1AF5N0/RK1Lyiiy5iyy7eUpeiaJXYKGxQD2ofeh7NPpaWJL5HHvNH7/xHi9fnMT1ff7ulz7BI6MD9LWl156XXx1iNxiOj/H3jv1DKXS8Q0ngEVtCa01AwGx9hqK3ci3ULFHyitT9GtWgQjNo4msfX/u4oYcXugQ6wNcebugSahnGuFdcmF9iuVqjI5XgsX2DtCfjGHKHLHYZpdS6w06gQ/7R6R/SHUtxON3NA+39mMqQn4NNJIFHbBqtNW7osuIVqPoVSn6Jmfo0JW+Fklda7cHxS9T9OvWgRsitA42lLFbv66U3515QqNZx/YDOVIL2VJyIJR9N4t6iNZxcmiBjx5ivlyn5DbqjKbJOjPZogohhSfHkDZJPFbEha0vENfjap+Atc3L5FcYrlxivXKAe3npV1YfvhK5/pTCUImWnqfk1mmFjC1svdopKs4lS0J6My3CAuEdppmtF3qxP8aP5i6TtKB/v2c+J3ADPdI/RE09j8X4PkoSfuyeBR2yKC5VznC6e4qX8izSDBsG1oaqfZSmLmBkjbWfpcDpI2WlSVoqc006bkyNpJUnZGSJGhN+b+h1ezr/Yglcjttv1RVi2tZkbWAqxexjK4K8efpbXlq5yemWW8XKeb06d5U9nzvP/fe/HPN45wiPtQ9zX1sfxtt5WN3dXksAj1k1rjUbzRuEk58vnGK9epOwV13p9DAy6ot1k7SwpO0PWzpK0UkTNKBEjStyMEzEjRIwIMTNO1Iyt1uQyI5iY2Ibd4lcotsvqO0bJwhZxz1LAIx1D9MezPNY5xPnSIhdLi8zVS0xXi7y9PM1io8Jby9MczHRxMN1FfzzDQCKLY5jS43MHJPCIdQt0QNWv8nrhJBPVyyy5SwDYysYxIiSsBPuTB+iN9tEV7aEv1k/GzmIbtgxbCJYrNapNFwD/2l47NddjulDEMj68CXwqGiErS9PFHqaUYn+6k/3pTrww4EplmZcXxjlbnMdAUXBrnCrM8s7yDK/lJ3mue4xj2V4CHdIeSRC1bBzDxLpW01DcSAKPWLcld5EXF3/Mu8VTH5prM5oc43DqCE+3P0fGyaCkgom4iX/wzRf4ozfOfOixxXKVn/9f/s0Nx/7aMw/xX33hY9vVNCFaylIG+1Md7E91EOiQuu/x3dlzvLIwwanCDBfLi/y78dexlEHMcvhc/2Ge6hrleFsfQ4m2Vjd/x5LAI9al6leZrc/weuFVvHD1Lt1WNkfSx3i28+MMxAZJ2SkUd3+3sbrBoEuog61outghHhzuW6uR9cOz43hBQDYe45HR/hveM8f6u1vRRCFa4oPvfxODuOXwXPcYD+YGWHHrnC8t8NrSJOPlJS6Wl/jh7AVez18lF0lwLNvD450jjCZzjKTaMVDS43ONBB6xLgV3mYXmHMtuHo1eLQVgxjiWuY+h+DBtTm5D5/dCT/bh2eMO9nSQiDgAvHrpKk1f0ZGK88zBEcyfGdIa7ZS7VnFvUkphKkVHNElHNIkXBrRHEiQsh+FkjoFEG1erBfKNKpeaSxTdOjXf40oqx1i1wEAiS3skQdKO4hj39qIACTxiXa7WJpisTqxNULaUTdpK80T7U0SMyIbP3wgb+NLDs6c9MNTLA0O9aK35Z99/BdVU9GZTfPa+gziyWkuIm7INk6FkG0PJNvwwoBZ4fHf6HK8uTayu7iotcam8RNSwaIsk+OLQMZ7oHOFAuos2J4ZxbXPEe7HXRwKPWJeZxjTTjem1rzujXRxIHiJiRDc8IVmjWWjO31BaQgghxPtMZZC0Ivz84DE+N3CEqt/kfHGBH85e5FxxnvdK8/zWhVf47Uuv0xaJ80TnCJ/uO8xoqp2BRLbVzd92EnjEulT9KlW/svZ13IyRddo25c5Bo1ls3lhLSwghxPtWS1lAxLSIsNr7M5hoYzCRpejVWWiUuVIp0Ax8mqHPq0sTLDQq9MUzDCXaOJHrZyjZRta5N0q5SOAR69IMGjSD91dmOUaEpJXc8Hm1Xi0QOt+Yo+ZL4BFivWaKJRr+6uafPakUjmViKkUQaqqei+sHNH0fPwzXCrhYhkHUsohaFnHHXh3++JlfhGGo8cOQcrOJGwT4QYh/bb6dcW2+SdS2STg2jmneMB9LbB59bdJ/PfBoBB4136PQrOGFAea1FVxpO0LEtLANk5rv8eriBFHToiOapO671AKP4UQbbZE4UdPe08FHAo9YFzd0ca+tzoLVHZQdw9mUc/va53TpXfJuflPOJ8S96L/6+rd5ZXIKyzD4l7/0ZQ51ddAWj5Gv1fjTC5c4PbfAqdk55itVmt5qMOpOJXlksJ+HBvr4+NgouXjshgHqqucyX67w+6fOcHZ+keliiYVKFY0m4Th0xOM8NjzAJ/fv41BXB7l4fPtf/D1CA74OeH3pKq/lJ3lneZpXliYIwhBDra7u+mz/YZ7p2sdwMseKW+cPJt7hzMos7xXnea84T3skwaFMF//ZwSd5uH2QuLU5n+M7kQQesS6msrCUhatXQ4+nPRrBxutelbwiV2pXWHELuGFzw+cTQqyaXCnyxvQM/+bkm8yXK1Rcl7rnYSgDPwzxw5CZYonvNRq8fnWab549z298/Bn6M2nS0dWFCC9dnuSVyav88NIV8tUqdc/DC0IMpXADH88PKDeaLFarvDIxxaGuDn7tkQc52NkuBWE3iRcGzNfLvJm/yoXSImdW5piuFSl7TbwwoDeW5onOUQ6muzja1kN3NEXajuCYFoEOGUhkWWxUmKwU+ObUGS6UFjm1PMP/8Pa3+erowzzcPsD9uf5Wv8wtIe9AsS6O4WAbDm6wGngaQYOSV9zQOf3QZ9lb5r3SmZvW4RJC3D2NplCvczGf58JSnvH8Mj3pFIPZDNlYlJht4wUBdc9nsVplPF9gplQmX6vzg4vjfGxshJG2NubKFV66PMGbM7NcWS4w0palIxEnFY0Qt22avk/N9VhpNDi3uMSV5QI1z2O4LUt3KkkuZmCZMrx1t0KtCcKQuUaJfKNKvlnlciXP2ZV5JqsFrlTyxE2HrmiSzmiS/ekO7m/rZziZYzTVfkPZiZQdpTOapDuaohn6dMaSXLwWnH6yMI5tGPTGM3REEntuJZcEHrEuMTNG3IxTDVYnLpe9EvONeUJCDH13mw2+Pw5dY6o2yavLL2Mpi1AFEnyE2CCt4WI+z+tXZ3hndo7edJpfOHaYE329HO3pImKaeEFIsdHgpxNX+d9ff4vx5QIr9Qa/+crrJB2HqGXxvQvj/NHps5SbTXLxOF8+foRHhwYYyWVJOs5qD1GpzNn5Rf7pT15haqXIdLHEb518g6dHhohZFilz41tW7HUaQGtCNKHWeGFAxWvyk4XLvJG/ypnCHOdLCxjKwFSKiGnxUPsAj3WOcF9bH8eyPbf9/I1bDvGkw59LPsxTlVHezE/zD05/jxfnx1EohhJtPN29D3OPlQCSwCPWpS/Wz7KbZ9FdACDvLhHogOn6FF2RbqJm9K7O52mPP5n9OufL71ELqny6+3OcLZ1monZlC1ovxL0j1Jp//cobZGJRHuzv5X/4uc+Qi8fWJjED2KZBeyLO5w4f4HBXJ989f5F/+tIrVJpN/vjMOX5yZZJXJ6dwbIufO3yQX3vkQfa157BNY22Sq2UYDGYy9KaSHOnu5H/+0Uv8+NJlyo0m3zhzjuf37+OZfcOt/KvYNZphwKnCDC/Nj/NecY63l6ep+R5+GIBSdEVTfKx3Pw/k+nm0Y5jOaBJbGZjq7nvQBhNZUnaUhGXz/377W5wvLvB7V97iya5RzL2VdyTwiPXpiw1Q8JZ5u/gmsNptXgtq/HjxBzzT8TF6or13FHqaYZOSV+S15Ve5UHmPkl8kY2c5mj7OfGNOAo8Qm6Dp+xzv6eaTB/bRmYxjm+YNq3EUYJgmvekUBzs7eHCgj5OTU0wUVpgrl6l6Hp89fICnR4cZzGaIWDdW6FYKbGXSlUxwvKeLxUqV165Oc3ZhkYNdHdv4inefUGteXrjMlcoyU9UVLlfyzNSKFJo1im6DgUSWkWQ7w8k2jmZ7GEy00RFN0hNLETGsdQ8/GcogaUc43tZH1omx2Khwpbq81vO+l0jgEevSGemkO9pLwkxQC2poVutfnVp5m77YAKDoiLQTNWIYysC4duehWV127mufRlBnxVthtj7Da8uvsNCcJ2rGGIgNMhgf2pRl7kIISDgOR7o7eXJkCMe8Mah8UDLi0JdJcX9fN29MzVCo11FA1LZ4fHiA+3u7SUVvPTSllCJm2+xrzzG1UuK1q9NMForkqzVCrVGw5+aGbAbNauB5a3maS+UlCm6NhOUQM+1re+YMcH+ujyPZHu7P9WOweX+PjmHSE0uRtCLM6RKFZo29F3ck8Ih1ythZhuLDPNj2CK8uv4wbuoSEFLxl/nDqd+mL9fNo7nHuz54gZaU/1NtTD2osNhd4a+VN3iud5mptEk97OEaEfcn9/ELfnyFmxlHr6J4VQnyYAh7s7+NIdyd96dQd/ZLsTCR4bGiQ/+21tyBYDTtHu7s40dfLYDZzR9cdzbUxX16d4zdfqZCv1mh4PjFbfu3cjNaaP5h8h8VGBYUiZTs817OfB3MDPNuzn8FEFuMDc2q2IjRGTAvHsNY1NLYbyDtPrItSio5IJ5/t+TzL7hLT9SmK11ZpNcMGU/WrFObyvLD4QyJmBFs5mIZJM2jgaQ8v9Kj5NRphg0AHRM0Yn+7+HAeSh+iMdG24PIUQYpVSivv7uulOJu/4l2TCcRjMpNeOTzgOT48OkXCcOz5HLh6jM5FY+7rh+xQbDWK29NzenGIkmeOR9kGOtvXyROcIbU6chO2QtCJbWvVcX5skPZbqIBeJk3MSe3IDQgk8Yt0c5dAe6eCB7IMkrCQT1SssNhfQaNywiRs2KXgFTExMw8RQJl7oEnygKGjMjNEW6WIseYCDqcP0RHs3bQNDIcRqD09XKrlWmf5O2KZBMhJZu+2wDYP+dBrbvPOirlHL+lBvjh+Gazs/ixsZCj7Vd4hcJMFoMsfhbA+WMrYteCjg0c4hmoFPyopK4BHig5RSmNrk2c7n6Yx0EzcTlJbL+KGHJiTUIRpNQEAQroaca3V6V+f1YNDhdDKS2Mfne79Ixs5gGfba+W1lf6jyum3Y14a59t4PohBbRkEuHidm27c/9hrzWomJ6z2tpmHQkUxg3UWZCNs0cT4QkAKtcSXw3JKhDP7TA0+05NrqWgX1z/Ufbcn1t4sEHrFhJiZH0sc4kDzE852f4kzpXaYbU0zXp1hu5mmGDXztY2KRsTNknSw90T5OZB+kJ9pH1mnDUje+Fb8y8Mt8qf8X1742lIGlLBnuEuIuKFYnEdt3EVYUfCjcmIZBNhrFNO78Z89U6kN1tLTWBFqjkVsW0RoSeMSGXB9TNjExDINcpJ1jmfsYSe6j5ldpBKtzdDQhCgPHsHGMCHErQbvTQdyMYRs3v/O0DRubO78rFULc3N0GjM2YK3K9krcQO4UEHrFplFJEzSi9sb5WN0XsMmNdOeqex0Auwx6cOtBy8lcqhAQeIUSLKaX4h7/6861uhhBij9ubi+2FEEIIIT5AeniEEELcc7T2ISwBISgLRQRUFBlT3bsk8AghhLgH+RBMgwqBKNrIgorIKtA9TAKPEEKIe48OgSoY/YAButbqFoktJoFHCCHEPUpBWF39T+2BuRdLZorrJPAIIYS49ygDVAowAQ3K5l5cwO8GVXxdww0qxK0OTCOCqfZmeR8JPEIIIe45SkXBPgqE1x65NxctLzffY7HxLrO1Vzia/RXaImMk7N5WN2tLSOARQghxD7v3enU+aLLyQ66Uv4uv6wS6wWrxj71JAo8QQoh72L0deLywQjNcAdjTYQck8AghhNgD/HB1aMpUilBrUKuFUxWbUxtM7H735qClEEKIPeW9wgKXink0MF4qMFstU3IbrW6W2EE23MNzZW6Zf/r7LwHw4MF+njsxRl97WhK1uGNBGFKsNTg7tcBsoczMcomlUhXXDwi1JmKbpKIRsokoXdkUxwa66W5LkY5FWt10IXas/+uzT7Jcq6MUHO7uJBW5u5U3jmXy97/4OfwwJOHYDLdlcUzzrs6xrz3HP/4zq3XS+tIpBjKZLRtAyjdqREyLQGsuFpcYy7TTFUtu0dXEbrThwFOsNPj+GxcAcGyThw4OoNvv9VFRcTtaa7SGYq1OvlJnfD7P25dnuZovMpVfYX6lguv7hKEm4likY1FyyRh9bWnK9SZPHxqWwCPER3hsaGBD328ZBp86OLahc7TFY3zu8IENneNOmYaBr0MKzRpFt0Ggw7sOaGJvkzk8YttpvToxzvV9Tl6c4kdnLvPNN94jCMK1KXNr4+4KqnWXSt1lZrnEu5PzfOftC6T+7GfY19PestcghNhZxjLtLNWrvLk4TcQ0sQ2ZsXEzq5+/709O/vBE5dXntA5/9tsAtetHbiTwiG3nByHlhsv/9Ac/4Nz0InMrZcJQ89C+fg72dXD/cC9jve1EbQvDMGi4HlP5EpOLBc5MzfOj05cxjN39gyeE2Fyd0QSLtQqvzE/xa4ceoiOWaHWTdhytNT+Y+RsU3StrjzWCwtp/n1z8hxjKweBnesaU4tP9/4TkLt+fRwKP2FZhqJldKfPyexO8OzlPoVLDNk2ee2CUR/YPMNiRZaA9Q2cmiW0aKKXwg4BMPEpPNslAx+pzI11trX4pQogdxDIMOmNJHu8aJBeNEzHl19vN1INlqv7C2teaYO2/m0GRa/3rH/oepUDrgN1O3hFiWzU8j/G5PH/46rvMLBdJRByGOrL80lP3c2Swi2T0xnk5jmXRnU3RnU1xeKCLB0Z6b3qcEOLe1ptI0ZtIbfl1tNYU6g0swyBmW1iGsWuGe6JWjkTYtfZ1wy/g6zoAjpHBNBwM9bNznxTqhsd2Hwk8Ylv98PQ4L5y5zOmrCygFX3z0CF989CiH+7vuaKK7AjpS0lUthGitX/nt/4NDnR382kMPcqK/d1cs1FFK8Xzv3+eDc3h+Mv/fc7n8LQAe7fxrdESP3bS0hPrZYa5dSAKP2BZaa1w/4JXzV3n7yixKwbNHRzkx2s9QR/aONwfbLXdRQoi9LQg1Qbj79ib+2d4b9YGoppSJUiaG2pvRYG++KrHjBGHIQqnC5FKBhWIFQxk8vG+Aka42GZ4SQgix5STwiG3R9AJeuzi1tqFgxLb4xH1j9GS3frxdCCGEkMAjtkXT83nt0hTluks2EeVgbydtiRiOtfvHhYUQQux8sjOT2BZ+GDKzXMb1fWKOTX97GsvcPSsbhBBC7G7SwyO2RRCGLKxUcP2AqGPTk01J2BFC7HoajRsENH0fLwjwQ40CLNPAMU0SjiMV23cICTxiW4ShJl+u4gchjmXSloxjyAeAEGKXC0LNO7NzfOPsOd6eneNyoUDEtBhrz/FQfx9/9cnHiFgWpnzetZwEHrEtNOAGq9XPDaVk7o4QYtdbrtc4NTfHucU8+3JtHOvpImpZXF0pcW5xiRevTJCNRvnMwf0Mt2Vb3dx7ngQesW2u1QIF3i8gKoQQu1WhVudSfplUxGF/R47RtjaysSiTmSKh1syVy7w8OcnDA30MZtIYUtC0pSTwiG2hgKhlUQs9gjCk5nq7bsMuIYT4oNlyBXt+ga999RdJRiJY1wJNRyJB1LKI2Rb/8MWX+eVKBS8MiUjgaSn52xfbwjQNurMpbNOk2nSZXCwQhmGrmyWEEOu2L9fG5w4dIOE4N8zR6c+keXigDz8MWahUWahUW9RKcZ0EHrEtLMOgL5cmYlvUGh4Tiyur27JLN48QYpdKRSMMZNIYSt2wCitqWWSjMUDTvLaKS7SWBB6xLSzTYLgzuxp4XI+r+RVqzdXhLSGE2I1itk1HInHTJee2aRKzbUDhByG+fNa1nAQesS2itsVTh0ZIxyI0PZ/5QoXXL00xt1JuddOEEGJdLGUQMW8+FVYBpvF+EJLO7NaTSctiW9iWybGhHoa72shXaqxU6/zeT09hGIrOdALHMmVjLiHEniGfZzuP9PCIbWEog0w8ypH+LvZ15UDDxbk8pyZmeXdyDj8ICe9gQo/WqxsYNjwZDxdCiI1TXN8wJNQBmr079CY9PGJbXL/Zef74GIaCtydmKVTqfO/UJeZXKgx3tpGORbBMk5vdGGm9uoW7H4ScvjrPgd4OetvS2/sihBBijzGUiYFFiIevmwTaa3WTtowEHrGt9nXnME2FaRr8s2//lLlCmeVyjfemF/n0iQMc7u/iUF8nPW1JTGUQhJqVap3zM4ucm1nkzcsznJ9Z4je+9JwEHiGE2CDHTBO12qj5C5TdCVJ2H1lntNXN2hISeMS2Mk2DznSSJw8OM1so887ELFcWVphfqfDS2QnOTS/SnoqTiDoYKLSGuuexXK6RL9eYL1ZWd2yW8fEdo+F55Ms1/vT0RSoNl/ZUnKP9XRzr78aUjdaE2NHiZidJu4+av8BS4zQRM0vK7idh9QAaP2xQ9qbJOCOYhtPq5m6IBB6x7VKxCAf7O/m5Bw8RsS0UitlCiatLBcbn8x+az6MUmMrAtkxs0yDq2OzvaScdi7T4VYjrSvUm44sFfvfVd8lXagx3ZKk2XA71dkrgWaeiW6fk1clFEtiGSag1Vb9JM/AItEajUSgcwyJiWiSsCJYy5EZA3LWE3UPaHmax/g4F9yIRM0PS7iWMeGg0zaBEvnGGpN2LiQQeIe6aAk6M9nF8qIdircEP373E65emuZovMrNcZKXWQCmFbZrkkjHGetoZ627nvuEenjkygi3FR3eMM1ML/ODMJcYXlgE4PTXPVL7IV5+4n4glHzHr8fuTr/GbF17g7534EiOJDkpenT+ZeofXlq9QcKvUfI+kHeFwuof72gb5Qv/9DMRzWBJ4xF3qiT2MpaJcrfwQNyxztfpjrlZ/jKkihASgQzSa/sTTOGaq1c3dEPk0Ei1x/U7UMg0yiSjP3zfGowcGaXoBru9f25BQodTqMVHbJmpbJCI2tmUiH+s7RzLqkEvF176OOTbdmaT0NmyABnwdMlld5k9nzlAPPPriWX5l9AlipoOhFPlmhXcKVzm5dJnXli7zfz/6WQYTObJO/LbnFxv3j37h88Qsi65k8pafR9lolN/+c79EXzpFOhrd1vbdKcuIk4sc4onuv83l8ncouRNU/VkC7eIYSSJmhjZnDNuItbqpGyaBR7TU9V6c9lSC9lSi1c0R69CRSnCgu53jA900fZ/2ZJwj/V0ynLVBgQ44szJDoENykQRHM30cTHeTsCKYymDZrWIqgzPFGV5dGuf15Qksw5DAsw2UUhzr7rrtcbZp8lB/3za0aP0MZeKYKTqj9+GGFbLOCDV/kUC7WEaMiJEm7QxiSeAR9yrXD266b871Ox2lQKEwjNUaM+8/Lnf9e81QR5a2ZIymH7BUrtKbTfH4/kEcGXbcEDcMeGH+PL9+6OM803WAg+meDz3fF89yKN3Dm8sTXCov8I2pt0lZEQ6newH5WRN3zlAWMSvH/vQXWt2ULSWBR6zL3/733+InFyY+9JhSiqhlkYxFyMajDLZnePLAMEf6uxjuyGLIB/CepFgtoviFE4cJtcZQCss0ZNhxgxzD4vmewzzaPspY6ua9CZYyGE128hfGnuF/PPUNLleWmKmv0BfLbm9jhdgFJPCIdam6LrZp8uBIHwO5zNrwRahDPD+k6fvUXY8/eescb1yZZrQzx889cJB0PIptyp3/XnK9B096dDaXqRRjqU7SdhRT3Xx4UClFzHQYTrSDgorfZLlZlcAjxE1I4BHrlolHeXz/IA+O9ONYJlprGp5PsVpnqVLj8uIyl89PMlMoMb6wzGhXjqP9XWRiEQyZ3yHERzKUQU8sQ8S0P/I4xzDpiCQxUDQCj7LX2KYWCrG7SOAR6+ZYJl2ZFCOdbURucXf/K089yB+9fprvnrrAf/O73+Xv/eKneGCol5TsoyPER1JAzHRu2btznWWYpOwYhlJorQn2cC0kITZCbrPFplBK3fAHIJuI8rn7D/GXP/E4fhDwwzOX+OnFyRa3VojdIbi2B8pHcUOffLNMqDVR0yZj7f7VNEJsBQk8YstcX3LelUlwoKed0c4cE4srXJrPE4YafQfV0YW4V4Vas+LW8MLgI49rBB5Xa8soIGlHaYvI9g5C3IwEHrHlHMuiLRHjmUMjzBXLXJpfxg+k230vCbWm5nrUXI+G5+MHgQTaDQrRXK0uU/Pdm24BAaC1puTWebcwjW1YtEcSdMekqK4QNyNzeMS2iNgWj+0f5Jtvn6NQrXNxYYmDPZ1Ypixe3gsmlgp89R//NgBH+jr5woOH+fLDx2Tl1gY0A48/nnqLsXQXKTtKTyxzwzH5ZoV3Vqb47Suv8sneIxzN9GEr+TsX4mY2HHgGujL83V/79Op/d2bpzqVk/w1xA1MZdKQS2KaJGwQUq43bzk0Qu0eoNdWmC0DN9fCkB2/DLGVyPDvAq0vjTFbzPNw+wlC8HdswCXTIdK3AyaUrXK4s0hFJ8PHuQ4wmO2XDQSFuYcOBpz2d4MvP3rcZbRF7mKEUqaiDaSiCIKTmesiIhxC3ZhoGhzO9XCjPc740j6lMCs3aWuCZrOR5u3AVT/scz/ZzNNNH2pEJy0LcigxpiW2hFERtG0Mp/DCUHgAhbsNSBkcyvTzdtZ+FRpk/uvomvzv5Go3AQ6EYiGV5onOMB3JDfLz7EJYypHdHiI8ggUdsi1BrKo0mgdY4lkkuGUM+m4W4vd5YhgPpbu7L9tMI/bXJ4LZhErccYqaDdZu9eoQQEnjENglDzXKlhh8ExB2bbDwqtbWEuAO2YZG2Y6RtGa4SYiPktkBsCz8MmVou4QchMccml4xL97sQQohtIz08Yls0PI8fnr1EZzrJwd4O2pPxVjdJCCHEPUR6eMSWK9YaTC6t8Nr4NGNdOY71d3+o/IQQQgix1aSHR2wZrTV112NyaYXTUwtUmx77unKMdLa1umlCCCHuMRJ4xKa4WRkBDVyaX+YPXjvNyxcm+eTxMR7dP8hQe3bb2yeEEOLeJoFHrJvrB8wXy1xZLGCbxrUeHZ+lcpW5YplzM0u8cWWa4Y4sX374KF957DjZeLTVzRZix/vK0MN8oucInZEUEVM+poXYDPKTJNZtpdbg1YtXmV4uYhqr08EUq0HIDQK8IOD+oR4O9XVytL+bjlT82hFCiI+SdeJkHZnYL8RmksAj1iURcQiCkJOXpjh5CVCr5SMysShtyRjdmSRH+jp5/tgYnakkqVik1U0WQghxD5PAI9blf/zq5whvVgxLgUKhAKUUhqGkT0cIIUTLSeAR62JbZqubIIQQQtwx2YdHCCGEEHueBB4hhBBC7HkSeIQQQgix50ngEUIIIcSeJ4FHCCGEEHueBB4hhBBC7HkSeIQQQgix50ngEUIIIcSeJ4FHCCGEEHueBB4hhBBC7HkSeIQQQgix5+34WlrNoIEbugDEzDiWseObLIQQQogdZsenh5/kX+Dl/I8JdMB/MvyXGE7sa3WThBBCCLHL7NjAo7Vm2V2i4OYpeUU0msXmAhm7jazT1urmCSE+oDeT4p/9p18GIBmN0J1JYhkyYi6E2Dl2bOABmG/O0QybxMw4Gk3BW6bg5iXwCLHDxCMOzx4ebXUzhBDilnZk4NFao9GcK58FNAdSh/BDn7nGLBEjykhiDAClVGsbKoQQQohdYUf2OWs0vvY4U3oHx4jwaNuTPJp7isXmPJerl/C11+omCiGEEGIX2ZGBpxk2mK3PoDBIWWm6oj30RHuJGTHcsMlsY5qQsNXNFEIIIcQusSMDT92vc7V2haSVImu3kbGztDk5sk4OhWKidoVQB61uphBCCCF2iR0ZeIp+gTdWTnIscz+9sf61x4+kj9ER6eTNwkl87bewhUIIIYTYTXZc4Kn5VQruMvONOfYl9tPudKw9NxwfpcPpZK4+y4q7QjNotrClQgghhNgtdlzgKXjLlL0SUSNK1m4jYkbXnktaadJ2hogZYam5QC2otrClQgghhNgtdkzg0df+N1m9wrK7xP7kIaJmFFOZa8fYhk3WybE/eZBL1fMsu/m17xNCCCGEuJUdE3iuO195j0V3kcfan8RWzg3P55x2Hsk9wenSKeYbsy1ooRBCCCF2mx2z8WCoQ5aaCxTcZZbdJV5Y/D5vWq/dsLmgF3rUgirLzSXy7hL55iLtTifIHoRCCCGEuIUdE3gCHTBTn6IeVCn7RS5Uzt3yWA24YZOVa5Ob253O7WuoEEIIIXadHRN43LDJGysniZoxnmh/ls91f/GWxwY64GsT/4IVr8CZ0imOpu/bxpYKIYQQYrfZEYHHDz2qfoUL5fc4kX2YA4lDJKzkLY8PCTmWOcF7pXe5XL1EM2zgGBEMteOmJAkhhBBiB9gRCaEaVMm7S9SDGh2RLrqjvViGdes/ymI4PkLUjFH1Kyw2F/BCqa8lhNi9gjCk3GyyVKuSr9VYadTRWlagCrFZdkTgWW4ucblyCVs59EUH6I72fuTxCsVIYox2pwNNyIXyezSC+ja1VgghNl8zCJiplLmwnOfCcp6JlRXZcEOITbQjAs90Y4qz5VOcaHuENif3ob13bsVWNkPxEfYl9nOy8DKVoLwNLRVCiK3R8D0uLec51tlFZzzBcl1u4oTYTDtiDs9oYoyoESVtZ0jb2RuWov+s688PxUdIWEnKfomMnd2GlgohxNbQGtwgYKZcpthoUPelXqAQm2lHBJ7+2CD9scG7/r6uaA9d0Z4taJEQQmwvpRQRy2K5XqfmeYQyf0eITbUjAo8QQtzrErbNfV3dNHyfquviBkGrmyTEniKBRwghdgDTMEg5EUKtSSVTJBxHNpAXYhNJ4NnBPC+45bJUyzIxDPk4FGKvMK4NaSW1Q8S0SDg31hIUQqyfus0+DzKI3ALX/03K5Sa+f/Nu7XQ6imXdfjWbEEIIcQ+5ZU+A9PDsYBcuzFEs3Xxp6iMPj5BOx7a5RUIIIcTuJIFnBxsczNHt3nxpajRqb3NrhBBCiN1LhrSEEEIIsVfcckhrR+y0LIQQQgixlSTwCCGEEGLPk8AjhBBCiD1PAo8QQggh9rzbrdKSne2EEEIIsetJD48QQggh9jwJPEIIIYTY8yTwCCGEEGLPk8AjhBBCiD1PAo8QQggh9jwJPEIIIYTY8/7/SKiwd6p3eH0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# twitter = Okt()\n",
    "\n",
    "# keyword = []\n",
    "# keyword = twitter.pos(text)\n",
    "\n",
    "# noun_adj_list = []\n",
    "\n",
    "# for word, tag in text:\n",
    "#     if tag in ['noun', 'Adjective']:\n",
    "#         noun_adj_list.append(word)\n",
    "        \n",
    "counts = Counter(text)\n",
    "tags = counts.most_common(40)\n",
    "\n",
    "wc2 = WordCloud(font_path='C:\\\\Windows\\\\Fonts\\\\malgunsl.ttf', background_color=\"white\", max_font_size=60)\n",
    "cloud2 = wc.generate_from_frequencies(dict(tags))\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.axis('off')\n",
    "plt.imshow(cloud2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "260049f7-8441-4867-b08b-f023a7860848",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'G': 1,\n",
       "         'e': 378,\n",
       "         'n': 273,\n",
       "         'r': 341,\n",
       "         '\\n': 570,\n",
       "         'R': 90,\n",
       "         'o': 323,\n",
       "         'm': 209,\n",
       "         'a': 479,\n",
       "         'c': 222,\n",
       "         'S': 150,\n",
       "         'u': 92,\n",
       "         'p': 69,\n",
       "         't': 205,\n",
       "         'l': 205,\n",
       "         'F': 95,\n",
       "         's': 118,\n",
       "         'y': 165,\n",
       "         'A': 47,\n",
       "         'i': 259,\n",
       "         'D': 60,\n",
       "         'T': 35,\n",
       "         'h': 61,\n",
       "         'M': 9,\n",
       "         'H': 26,\n",
       "         'C': 52,\n",
       "         'd': 52,\n",
       "         '-': 32,\n",
       "         'f': 135,\n",
       "         ' ': 98,\n",
       "         'w': 2,\n",
       "         'g': 2,\n",
       "         'I': 5,\n",
       "         'v': 5})"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "6ca70db5-9210-4cf3-a1c6-2a9e85dd7e70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting googletrans==4.0.0-rc1\n",
      "  Downloading googletrans-4.0.0rc1.tar.gz (20 kB)\n",
      "Collecting httpx==0.13.3\n",
      "  Downloading httpx-0.13.3-py3-none-any.whl (55 kB)\n",
      "Collecting idna==2.*\n",
      "  Downloading idna-2.10-py2.py3-none-any.whl (58 kB)\n",
      "Requirement already satisfied: certifi in c:\\users\\user\\anaconda3\\lib\\site-packages (from httpx==0.13.3->googletrans==4.0.0-rc1) (2021.10.8)\n",
      "Collecting chardet==3.*\n",
      "  Downloading chardet-3.0.4-py2.py3-none-any.whl (133 kB)\n",
      "Collecting httpcore==0.9.*\n",
      "  Downloading httpcore-0.9.1-py3-none-any.whl (42 kB)\n",
      "Collecting rfc3986<2,>=1.3\n",
      "  Downloading rfc3986-1.5.0-py2.py3-none-any.whl (31 kB)\n",
      "Collecting hstspreload\n",
      "  Downloading hstspreload-2021.12.1-py3-none-any.whl (1.3 MB)\n",
      "Requirement already satisfied: sniffio in c:\\users\\user\\anaconda3\\lib\\site-packages (from httpx==0.13.3->googletrans==4.0.0-rc1) (1.2.0)\n",
      "Collecting h11<0.10,>=0.8\n",
      "  Downloading h11-0.9.0-py2.py3-none-any.whl (53 kB)\n",
      "Collecting h2==3.*\n",
      "  Downloading h2-3.2.0-py2.py3-none-any.whl (65 kB)\n",
      "Collecting hyperframe<6,>=5.2.0\n",
      "  Downloading hyperframe-5.2.0-py2.py3-none-any.whl (12 kB)\n",
      "Collecting hpack<4,>=3.0\n",
      "  Downloading hpack-3.0.0-py2.py3-none-any.whl (38 kB)\n",
      "Building wheels for collected packages: googletrans\n",
      "  Building wheel for googletrans (setup.py): started\n",
      "  Building wheel for googletrans (setup.py): finished with status 'done'\n",
      "  Created wheel for googletrans: filename=googletrans-4.0.0rc1-py3-none-any.whl size=17429 sha256=880e507738954b4caddfbd83a3a506d4b1d429dbc48789636bd7ee39f9e09cb0\n",
      "  Stored in directory: c:\\users\\user\\appdata\\local\\pip\\cache\\wheels\\60\\b3\\27\\d8aff3e2d5c2d0d97a117cdf0d5f13cd121e2c2b5fb49b55a0\n",
      "Successfully built googletrans\n",
      "Installing collected packages: hyperframe, hpack, h2, h11, rfc3986, idna, httpcore, hstspreload, chardet, httpx, googletrans\n",
      "  Attempting uninstall: idna\n",
      "    Found existing installation: idna 3.3\n",
      "    Uninstalling idna-3.3:\n",
      "      Successfully uninstalled idna-3.3\n",
      "  Attempting uninstall: chardet\n",
      "    Found existing installation: chardet 4.0.0\n",
      "    Uninstalling chardet-4.0.0:\n",
      "      Successfully uninstalled chardet-4.0.0\n",
      "Successfully installed chardet-3.0.4 googletrans-4.0.0rc1 h11-0.9.0 h2-3.2.0 hpack-3.0.0 hstspreload-2021.12.1 httpcore-0.9.1 httpx-0.13.3 hyperframe-5.2.0 idna-2.10 rfc3986-1.5.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "spyder 5.1.5 requires pyqt5<5.13, which is not installed.\n",
      "spyder 5.1.5 requires pyqtwebengine<5.13, which is not installed.\n",
      "conda-repo-cli 1.0.4 requires pathlib, which is not installed.\n",
      "anaconda-project 0.10.2 requires ruamel-yaml, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "# 영어 분석기 사용하려 했으나\n",
    "# 잘 안 돼서 그냥 텍스트 번역기 돌리기로 함\n",
    "\n",
    "!pip install googletrans==4.0.0-rc1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "97889b9f-5ee3-406d-9014-5a5d5b731481",
   "metadata": {},
   "outputs": [],
   "source": [
    "from googletrans import Translator\n",
    "translator = Translator()\n",
    "\n",
    "a = translator.translate(text, src='en', dest='ko')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "18fcc3ff-7dd9-4176-a7f7-e88fdaab1e1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "text_trans = a\n",
    "text_trans = str(text_trans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ca0873c0-d0d1-4274-abb4-d544ec6c4228",
   "metadata": {},
   "outputs": [],
   "source": [
    "text_trans2 = str(a.text)\n",
    "text_trans3 = text_trans2.split('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d3b89ea6-93db-4ba9-adb1-42cc851915c3",
   "metadata": {},
   "outputs": [
    {
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       " '공상 과학',\n",
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       " '공상',\n",
       " '공상',\n",
       " '코메디',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '신의 조화',\n",
       " '코메디',\n",
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       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
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       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '삶의 슬라이스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '삶의 슬라이스',\n",
       " '스포츠',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '삶의 슬라이스',\n",
       " '스포츠',\n",
       " '코메디',\n",
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       " '코메디',\n",
       " '코메디',\n",
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       " '삶의 슬라이스',\n",
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       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '공상 과학',\n",
       " '코메디',\n",
       " '신의 조화',\n",
       " '코메디',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '슈퍼 히어로',\n",
       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '스포츠',\n",
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       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '슈퍼 히어로',\n",
       " '삶의 슬라이스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '동작',\n",
       " '동작',\n",
       " '동작',\n",
       " '스포츠',\n",
       " '동작',\n",
       " '스포츠',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '스포츠',\n",
       " '동작',\n",
       " '동작',\n",
       " '동작',\n",
       " '스포츠',\n",
       " '슈퍼 히어로',\n",
       " '신의 조화',\n",
       " '신비',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '신의 조화',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '신의 조화',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '동작',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '신의 조화',\n",
       " '슈퍼 히어로',\n",
       " '동작',\n",
       " '슈퍼 히어로',\n",
       " '삶의 슬라이스',\n",
       " '로맨스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '유익한',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '삶의 슬라이스',\n",
       " '유익한',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공포',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '신의 조화',\n",
       " '신의 조화',\n",
       " '신의 조화',\n",
       " '역사적인',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '마음 흐뭇한',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '신의 조화',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '스포츠',\n",
       " '신의 조화',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '신의 조화',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '신비',\n",
       " '공상 과학',\n",
       " '공포',\n",
       " '공상 과학',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '신의 조화',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '신의 조화',\n",
       " '스릴러',\n",
       " '신비',\n",
       " '신비',\n",
       " '신의 조화',\n",
       " '스릴러',\n",
       " '신의 조화',\n",
       " '공포',\n",
       " '공포',\n",
       " '신의 조화',\n",
       " '신비',\n",
       " '유익한',\n",
       " '유익한',\n",
       " '유익한']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text_trans3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "27bd5f50-bbb3-419e-a628-ca01f2204f4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['장르',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '공상',\n",
       " '초자연',\n",
       " '액션',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '신비',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '역사적인',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '공상',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '코메디',\n",
       " '공상',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상 과학',\n",
       " '액션',\n",
       " '드라마',\n",
       " '공상 과학',\n",
       " '일상물',\n",
       " '드라마',\n",
       " '신비',\n",
       " '역사적인',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '일상물',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '액션',\n",
       " '신비',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '마음 흐뭇한',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '액션',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '슈퍼 히어로',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '일상물',\n",
       " '공상',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '코메디',\n",
       " '공상',\n",
       " '공상',\n",
       " '드라마',\n",
       " '역사적인',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
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       " '공상 과학',\n",
       " '드라마',\n",
       " '공상',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '코메디',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '공상',\n",
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       " '드라마',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '로맨스',\n",
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       " '코메디',\n",
       " '로맨스',\n",
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       " '액션',\n",
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       " '공상',\n",
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       " '액션',\n",
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       " '공상',\n",
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       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
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       " '공상',\n",
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       " '공상 과학',\n",
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       " '공상',\n",
       " '공상',\n",
       " '코메디',\n",
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       " '초자연',\n",
       " '코메디',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '초자연',\n",
       " '초자연',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '스포츠',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '로맨스',\n",
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       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
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       " '공상 과학',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
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       " '코메디',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
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       " '코메디',\n",
       " '초자연',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '슈퍼 히어로',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '슈퍼 히어로',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '액션',\n",
       " '액션',\n",
       " '액션',\n",
       " '스포츠',\n",
       " '액션',\n",
       " '스포츠',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '스포츠',\n",
       " '액션',\n",
       " '액션',\n",
       " '액션',\n",
       " '스포츠',\n",
       " '슈퍼 히어로',\n",
       " '초자연',\n",
       " '신비',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '초자연',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '초자연',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '액션',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '초자연',\n",
       " '슈퍼 히어로',\n",
       " '액션',\n",
       " '슈퍼 히어로',\n",
       " '일상물',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '정보전달적',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '정보전달적',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공포',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '초자연',\n",
       " '초자연',\n",
       " '역사적인',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '마음 흐뭇한',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '스포츠',\n",
       " '초자연',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '신비',\n",
       " '공상 과학',\n",
       " '공포',\n",
       " '공상 과학',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '초자연',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '초자연',\n",
       " '스릴러',\n",
       " '신비',\n",
       " '신비',\n",
       " '초자연',\n",
       " '스릴러',\n",
       " '초자연',\n",
       " '공포',\n",
       " '공포',\n",
       " '초자연',\n",
       " '신비',\n",
       " '정보전달적',\n",
       " '정보전달적',\n",
       " '정보전달적']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 구글번역기 라이브러리를 통해 한글로 변환한 데이터셋\n",
    "# 장르 데이터로 활용하기에 부적합한 속성들의 이름을 바꿔줌\n",
    "text_trans4 = []\n",
    "for i in text_trans3:\n",
    "    if i == '삶의 슬라이스':\n",
    "        i = '일상물'\n",
    "    elif i == '신의 조화':\n",
    "        i = '초자연'\n",
    "    elif i == '유익한':\n",
    "        i = '정보전달적'\n",
    "    elif i == '동작':\n",
    "        i = '액션'       \n",
    "    text_trans4.append(i)\n",
    "    \n",
    "text_trans4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c19cfb3a-682a-4db8-bee9-b40cdf11460d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '공상',\n",
       " '초자연',\n",
       " '액션',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '신비',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '역사적인',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '공상',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '코메디',\n",
       " '공상',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상 과학',\n",
       " '액션',\n",
       " '드라마',\n",
       " '공상 과학',\n",
       " '일상물',\n",
       " '드라마',\n",
       " '신비',\n",
       " '역사적인',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '일상물',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '액션',\n",
       " '신비',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '마음 흐뭇한',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '액션',\n",
       " '드라마',\n",
       " '스릴러',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '슈퍼 히어로',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '일상물',\n",
       " '공상',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '코메디',\n",
       " '공상',\n",
       " '공상',\n",
       " '드라마',\n",
       " '역사적인',\n",
       " '스릴러',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '공상',\n",
       " '액션',\n",
       " '공상 과학',\n",
       " '드라마',\n",
       " '공상',\n",
       " '드라마',\n",
       " '초자연',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '코메디',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '드라마',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '액션',\n",
       " '액션',\n",
       " '공상',\n",
       " '공상',\n",
       " '액션',\n",
       " '액션',\n",
       " '액션',\n",
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       " '액션',\n",
       " '로맨스',\n",
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       " '액션',\n",
       " '공상',\n",
       " '액션',\n",
       " '액션',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '공상',\n",
       " '공상',\n",
       " '액션',\n",
       " '코메디',\n",
       " '공상',\n",
       " '코메디',\n",
       " '공상',\n",
       " '액션',\n",
       " '코메디',\n",
       " '공상',\n",
       " '로맨스',\n",
       " '액션',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '액션',\n",
       " '공상',\n",
       " '액션',\n",
       " '공상',\n",
       " '액션',\n",
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       " '액션',\n",
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       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '신비',\n",
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       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
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       " '액션',\n",
       " '코메디',\n",
       " '액션',\n",
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       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '스릴러',\n",
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       " '공상',\n",
       " '공상',\n",
       " '코메디',\n",
       " '초자연',\n",
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       " '공상 과학',\n",
       " '공상 과학',\n",
       " '공상',\n",
       " '공상',\n",
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       " '액션',\n",
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       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '로맨스',\n",
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       " '공상',\n",
       " '코메디',\n",
       " '코메디',\n",
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       " '공상',\n",
       " '스릴러',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '일상물',\n",
       " '공상 과학',\n",
       " '초자연',\n",
       " '액션',\n",
       " '공상',\n",
       " '공상 과학',\n",
       " '액션',\n",
       " '공상 과학',\n",
       " '공상',\n",
       " '액션',\n",
       " '액션',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상 과학',\n",
       " '초자연',\n",
       " '공상 과학',\n",
       " '공상',\n",
       " '공상',\n",
       " '코메디',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '초자연',\n",
       " '코메디',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '공상',\n",
       " '초자연',\n",
       " '초자연',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '스포츠',\n",
       " '로맨스',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '스포츠',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '초자연',\n",
       " '코메디',\n",
       " '공상 과학',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '공상 과학',\n",
       " '코메디',\n",
       " '초자연',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '슈퍼 히어로',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '슈퍼 히어로',\n",
       " '일상물',\n",
       " '코메디',\n",
       " '코메디',\n",
       " '스포츠',\n",
       " '액션',\n",
       " '액션',\n",
       " '액션',\n",
       " '스포츠',\n",
       " '액션',\n",
       " '스포츠',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '스포츠',\n",
       " '액션',\n",
       " '액션',\n",
       " '액션',\n",
       " '스포츠',\n",
       " '슈퍼 히어로',\n",
       " '초자연',\n",
       " '신비',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '초자연',\n",
       " '공상 과학',\n",
       " '공상 과학',\n",
       " '슈퍼 히어로',\n",
       " '초자연',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '액션',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '초자연',\n",
       " '슈퍼 히어로',\n",
       " '액션',\n",
       " '슈퍼 히어로',\n",
       " '일상물',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '정보전달적',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '일상물',\n",
       " '정보전달적',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공포',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '초자연',\n",
       " '초자연',\n",
       " '역사적인',\n",
       " '로맨스',\n",
       " '공상 과학',\n",
       " '마음 흐뭇한',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '공상 과학',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '스포츠',\n",
       " '초자연',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '로맨스',\n",
       " '초자연',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '슈퍼 히어로',\n",
       " '공상 과학',\n",
       " '신비',\n",
       " '공상 과학',\n",
       " '공포',\n",
       " '공상 과학',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '초자연',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '공포',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '공포',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '스릴러',\n",
       " '초자연',\n",
       " '스릴러',\n",
       " '신비',\n",
       " '신비',\n",
       " '초자연',\n",
       " '스릴러',\n",
       " '초자연',\n",
       " '공포',\n",
       " '공포',\n",
       " '초자연',\n",
       " '신비',\n",
       " '정보전달적',\n",
       " '정보전달적',\n",
       " '정보전달적']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text_trans4.remove('장르')\n",
    "text_trans4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "759165dd-d172-4c8c-af5e-24e649834abb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "twitter = Okt()\n",
    "\n",
    "# keyword = []\n",
    "# keyword = twitter.pos(text_trans2)\n",
    "\n",
    "# noun_adj_list = []\n",
    "\n",
    "# for word, tag in text_trans2:\n",
    "#     if tag in ['noun', 'Adjective']:\n",
    "#         noun_adj_list.append(word)\n",
    "\n",
    "counts = Counter(text_trans4)\n",
    "tags = counts.most_common(20)\n",
    "\n",
    "wc2 = WordCloud(font_path='C:\\\\Windows\\\\Fonts\\\\malgunsl.ttf', background_color=\"white\", max_font_size=60)\n",
    "cloud2 = wc2.generate_from_frequencies(dict(tags))\n",
    "\n",
    "plt.figure(figsize=(20,11))\n",
    "plt.axis('off')\n",
    "plt.imshow(cloud2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "71370316-2578-4bd2-a7ec-060ca47e1177",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 569 entries, 0 to 568\n",
      "Data columns (total 10 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   id            569 non-null    int64  \n",
      " 1   Name          569 non-null    object \n",
      " 2   Writer        568 non-null    object \n",
      " 3   Likes         569 non-null    object \n",
      " 4   Genre         569 non-null    object \n",
      " 5   Rating        569 non-null    float64\n",
      " 6   Subscribers   569 non-null    object \n",
      " 7   Summary       569 non-null    object \n",
      " 8   Update        569 non-null    object \n",
      " 9   Reading Link  569 non-null    object \n",
      "dtypes: float64(1), int64(1), object(8)\n",
      "memory usage: 44.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "515202d6-f0af-4e64-8c2a-62b24133d555",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns={'Likes':'좋아요', 'Rating':'평점', 'Subscribers':'구독자'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8f43d477-4be8-450f-bc94-3799f5584fb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings = pd.concat([df['평점'], df['좋아요'], df['구독자']], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b5057900-64d1-466c-8836-f3d40f65af31",
   "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>평점</th>\n",
       "      <th>좋아요</th>\n",
       "      <th>구독자</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.62</td>\n",
       "      <td>30.6M</td>\n",
       "      <td>4.2M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9.60</td>\n",
       "      <td>39.9M</td>\n",
       "      <td>6.4M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.81</td>\n",
       "      <td>10.4M</td>\n",
       "      <td>2.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9.79</td>\n",
       "      <td>25.9M</td>\n",
       "      <td>3.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.85</td>\n",
       "      <td>9.9M</td>\n",
       "      <td>1.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>9.78</td>\n",
       "      <td>8,66,428</td>\n",
       "      <td>376.9K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>9.32</td>\n",
       "      <td>1,84,981</td>\n",
       "      <td>60.4K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>9.25</td>\n",
       "      <td>1.9M</td>\n",
       "      <td>459.2K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>9.76</td>\n",
       "      <td>1.5M</td>\n",
       "      <td>204.6K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>8.83</td>\n",
       "      <td>2,65,458</td>\n",
       "      <td>109.1K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>569 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       평점       좋아요     구독자\n",
       "0    9.62     30.6M    4.2M\n",
       "1    9.60     39.9M    6.4M\n",
       "2    9.81     10.4M    2.1M\n",
       "3    9.79     25.9M    3.5M\n",
       "4    9.85      9.9M    1.5M\n",
       "..    ...       ...     ...\n",
       "564  9.78  8,66,428  376.9K\n",
       "565  9.32  1,84,981   60.4K\n",
       "566  9.25      1.9M  459.2K\n",
       "567  9.76      1.5M  204.6K\n",
       "568  8.83  2,65,458  109.1K\n",
       "\n",
       "[569 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8d698abd-fd54-4c2c-9384-2dbd8fb19f81",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ffe62498-e688-45d2-862d-40bf918f5a4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 180x180 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x864 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('font', family='NanumGothic')\n",
    "sns.pairplot(ratings, diag_kind='hist')\n",
    "plt.figure(figsize=(12,12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "13487a86-160b-4663-bc14-c4b022f4b5ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='좋아요', ylabel='평점'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=ratings['좋아요'], y=ratings['평점'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "59b2afa1-f7b5-4ead-876e-a3208873dcde",
   "metadata": {},
   "outputs": [
    {
     "ename": "UFuncTypeError",
     "evalue": "ufunc 'multiply' did not contain a loop with signature matching types (dtype('<U8'), dtype('float64')) -> None",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mUFuncTypeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[1;32mIn [14]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mregplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mratings\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m좋아요\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mratings\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m평점\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:46\u001b[0m, in \u001b[0;36m_deprecate_positional_args.<locals>.inner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     36\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m     37\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPass the following variable\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m as \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124mkeyword arg\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m     38\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFrom version 0.12, the only valid positional argument \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     43\u001b[0m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m\n\u001b[0;32m     44\u001b[0m     )\n\u001b[0;32m     45\u001b[0m kwargs\u001b[38;5;241m.\u001b[39mupdate({k: arg \u001b[38;5;28;01mfor\u001b[39;00m k, arg \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(sig\u001b[38;5;241m.\u001b[39mparameters, args)})\n\u001b[1;32m---> 46\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m f(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py:863\u001b[0m, in \u001b[0;36mregplot\u001b[1;34m(x, y, data, x_estimator, x_bins, x_ci, scatter, fit_reg, ci, n_boot, units, seed, order, logistic, lowess, robust, logx, x_partial, y_partial, truncate, dropna, x_jitter, y_jitter, label, color, marker, scatter_kws, line_kws, ax)\u001b[0m\n\u001b[0;32m    861\u001b[0m scatter_kws[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmarker\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m marker\n\u001b[0;32m    862\u001b[0m line_kws \u001b[38;5;241m=\u001b[39m {} \u001b[38;5;28;01mif\u001b[39;00m line_kws \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m copy\u001b[38;5;241m.\u001b[39mcopy(line_kws)\n\u001b[1;32m--> 863\u001b[0m \u001b[43mplotter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscatter_kws\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mline_kws\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    864\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ax\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py:370\u001b[0m, in \u001b[0;36m_RegressionPlotter.plot\u001b[1;34m(self, ax, scatter_kws, line_kws)\u001b[0m\n\u001b[0;32m    367\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscatterplot(ax, scatter_kws)\n\u001b[0;32m    369\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfit_reg:\n\u001b[1;32m--> 370\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlineplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mline_kws\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    372\u001b[0m \u001b[38;5;66;03m# Label the axes\u001b[39;00m\n\u001b[0;32m    373\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py:413\u001b[0m, in \u001b[0;36m_RegressionPlotter.lineplot\u001b[1;34m(self, ax, kws)\u001b[0m\n\u001b[0;32m    411\u001b[0m \u001b[38;5;124;03m\"\"\"Draw the model.\"\"\"\u001b[39;00m\n\u001b[0;32m    412\u001b[0m \u001b[38;5;66;03m# Fit the regression model\u001b[39;00m\n\u001b[1;32m--> 413\u001b[0m grid, yhat, err_bands \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit_regression\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    414\u001b[0m edges \u001b[38;5;241m=\u001b[39m grid[\u001b[38;5;241m0\u001b[39m], grid[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m    416\u001b[0m \u001b[38;5;66;03m# Get set default aesthetics\u001b[39;00m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py:201\u001b[0m, in \u001b[0;36m_RegressionPlotter.fit_regression\u001b[1;34m(self, ax, x_range, grid)\u001b[0m\n\u001b[0;32m    199\u001b[0m         \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    200\u001b[0m             x_min, x_max \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mget_xlim()\n\u001b[1;32m--> 201\u001b[0m     grid \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlinspace\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_min\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx_max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m    202\u001b[0m ci \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mci\n\u001b[0;32m    204\u001b[0m \u001b[38;5;66;03m# Fit the regression\u001b[39;00m\n",
      "File \u001b[1;32m<__array_function__ internals>:5\u001b[0m, in \u001b[0;36mlinspace\u001b[1;34m(*args, **kwargs)\u001b[0m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\numpy\\core\\function_base.py:127\u001b[0m, in \u001b[0;36mlinspace\u001b[1;34m(start, stop, num, endpoint, retstep, dtype, axis)\u001b[0m\n\u001b[0;32m    123\u001b[0m div \u001b[38;5;241m=\u001b[39m (num \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m) \u001b[38;5;28;01mif\u001b[39;00m endpoint \u001b[38;5;28;01melse\u001b[39;00m num\n\u001b[0;32m    125\u001b[0m \u001b[38;5;66;03m# Convert float/complex array scalars to float, gh-3504\u001b[39;00m\n\u001b[0;32m    126\u001b[0m \u001b[38;5;66;03m# and make sure one can use variables that have an __array_interface__, gh-6634\u001b[39;00m\n\u001b[1;32m--> 127\u001b[0m start \u001b[38;5;241m=\u001b[39m \u001b[43masanyarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstart\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1.0\u001b[39;49m\n\u001b[0;32m    128\u001b[0m stop  \u001b[38;5;241m=\u001b[39m asanyarray(stop)  \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m1.0\u001b[39m\n\u001b[0;32m    130\u001b[0m dt \u001b[38;5;241m=\u001b[39m result_type(start, stop, \u001b[38;5;28mfloat\u001b[39m(num))\n",
      "\u001b[1;31mUFuncTypeError\u001b[0m: ufunc 'multiply' did not contain a loop with signature matching types (dtype('<U8'), dtype('float64')) -> None"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=ratings['좋아요'], y=ratings['평점'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "96f865ca-4c6f-420c-8bf5-b21e61067d99",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}