source_code/03-2. Naver Movie Rank.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3장 후반부 코드\n",
    "\n",
    "### 작성 : [PinkWink](http://pinkwink.kr) \n",
    "\n",
    "## 네이버 영화 평점 기준 영화의 평점 변화 확인하기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup  \n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "<!DOCTYPE html>\n",
       "\n",
       "<html>\n",
       "<head>\n",
       "<meta content=\"text/html; charset=utf-8\" http-equiv=\"Content-Type\"/>\n",
       "<meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\"/>\n",
       "<meta content=\"http://imgmovie.naver.com/today/naverme/naverme_profile.jpg\" property=\"me2:image\">\n",
       "<meta content=\"네이버영화 \" property=\"me2:post_tag\">\n",
       "<meta content=\"네이버영화\" property=\"me2:category1\"/>\n",
       "<meta content=\"\" property=\"me2:category2\"/>\n",
       "<meta content=\"랭킹 : 네이버 영화\" property=\"og:title\"/>\n",
       "<meta content=\"영화, 영화인, 예매, 박스오피스 랭킹 정보 제공\" property=\"og:description\"/>\n",
       "<meta content=\"article\" property=\"og:type\"/>\n",
       "<meta content=\"https://movie.naver.com/movie/sdb/rank/rmovie.nhn?sel=cur&amp;date=20170804\" property=\"og:url\"/>\n",
       "<meta content=\"http://static.naver.net/m/movie/icons/OG_270_270.png\" property=\"og:image\"/><!-- http://static.naver.net/m/movie/im/navermovie.jpg -->\n",
       "<meta content=\"http://imgmovie.naver.com/today/naverme/naverme_profile.jpg\" property=\"og:article:thumbnailUrl\"/>\n",
       "<meta content=\"네이버 영화\" property=\"og:article:author\"/>\n",
       "<meta content=\"https://movie.naver.com/\" property=\"og:article:author:url\"/>\n",
       "<link href=\"https://ssl.pstatic.net/static/m/movie/icons/naver_movie_favicon.ico\" rel=\"shortcut icon\" type=\"image/x-icon\"/>\n",
       "<title>랭킹 : 네이버 영화</title>\n",
       "<link href=\"/common/css/movie_tablet.css?20180329164105\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<link href=\"/common/css/common.css?20180329164105\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<link href=\"/common/css/layout.css?20180329164105\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<link href=\"/common/css/old_default.css?20180329164105\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<link href=\"/common/css/old_layout.css?20180329164105\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<link href=\"/common/css/old_common.css?20180329164105\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<link href=\"/common/css/old_super_db.css?20180329164105\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<script src=\"/common/js/default-min.js\" type=\"text/javascript\"></script>\n",
       "</meta></meta></head>\n",
       "<body>\n",
       "<div class=\"fix\" id=\"wrap\">\n",
       "<!-- GNB -->\n",
       "<script type=\"text/javascript\">\n",
       "function delayed_submit(object) {\n",
       "\tif (navigator.userAgent.indexOf('MSIE') == -1) {\n",
       "\t\tvar b = c = new Date();\n",
       "      \twhile ((b.getTime() - c.getTime()) < 100) {\n",
       "\t\t\tb = new Date();\n",
       "      \t}\n",
       "\t\t//window.setTimeout(function() {object.submit(); console.log('s');}, 300);\n",
       "\t} \n",
       "}\n",
       "var gnb_service = 'movie';\n",
       "var gnb_logout = 'http://movie.naver.com/movie/sdb/rank/rmovie.nhn%3Fsel%3Dcur%26date%3D20170804';\n",
       "var gnb_template = \"gnb_quirks_euckr\"; /* https://ssl.pstatic.net/static.gn/templates/gnb_utf8.nhn */\n",
       "var gnb_brightness=3;\n",
       "var gnb_response = true;\n",
       "</script>\n",
       "<a name=\"gnb_top\"></a>\n",
       "<!-- skip navigation -->\n",
       "<div id=\"u_skip\">\n",
       "<a href=\"#header\" onclick=\"document.getElementById('header').tabIndex=-1;document.getElementById('header').focus();return false;\"><span>메인 메뉴로 바로가기</span></a>\n",
       "<a href=\"#content\" id=\"gnb_goContent\" onclick=\"document.getElementById('content').tabIndex=-1;document.getElementById('content').focus();return false;\"><span>본문으로 바로가기</span></a>\n",
       "</div>\n",
       "<!-- //skip navigation -->\n",
       "<!-- GNB -->\n",
       "<div class=\"gnb_container\">\n",
       "<div class=\"gnb_content\">\n",
       "<div class=\"gnb_box\">\n",
       "<div class=\"gnb_wrap\">\n",
       "<div id=\"gnb\" onload=\"javascript:getGNB();\">\n",
       "<script charset=\"utf-8\" src=\"https://ssl.pstatic.net/static.gn/templates/gnb_utf8.nhn\" type=\"text/javascript\"></script>\n",
       "</div>\n",
       "</div>\n",
       "<!-- 검색창 -->\n",
       "<form action=\"/movie/search/result.nhn\" id=\"jSearchForm\" method=\"get\" style=\"margin:0;display:none;\">\n",
       "<input maxlength=\"100\" name=\"query\" title=\"영화검색\" type=\"text\"/>\n",
       "<input name=\"section\" type=\"hidden\" value=\"all\"/>\n",
       "</form>\n",
       "<fieldset class=\"srch_area\" id=\"jSearchArea\">\n",
       "<legend><span class=\"blind\">영화검색 영역</span></legend>\n",
       "<div class=\"srch_field_on _view\">\n",
       "<span class=\"ipt_srch\">\n",
       "<label for=\"ipt_tx_srch\" id=\"search_placeholder\">영화검색</label>\n",
       "<input accesskey=\"s\" autocomplete=\"off\" class=\"ipt_tx_srch\" id=\"ipt_tx_srch\" maxlength=\"100\" name=\"query\" style=\"ime-mode:active;\" type=\"text\"/>\n",
       "<span class=\"align\"></span>\n",
       "<span class=\"auto_tx\"><a href=\"#\" title=\"자동완성 펼치기\"><img alt=\"자동완성 펼치기\" height=\"4\" src=\"https://ssl.pstatic.net/static/movie/2012/06/srch_arrow_down.gif\" title=\"자동완성 펼치기\" width=\"7\"/></a></span>\n",
       "</span>\n",
       "<button class=\"btn_srch\" onclick=\"clickcr(this, 'GNB.search', '', '', event); delayed_submit(this);\" title=\"검색\" type=\"submit\"><span class=\"blind\">검색</span></button>\n",
       "<!-- 자동 완성 영역임 #autocomplate_template-->\n",
       "</div>\n",
       "</fieldset>\n",
       "<!-- //검색창 -->\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "<!-- //GNB -->\n",
       "<!-- nClicks -->\n",
       "<script type=\"text/javascript\">var nsc = \"movie.sdb\";</script>\n",
       "<script src=\"/common/js/clickcr.js\" type=\"text/javascript\"></script>\n",
       "<!-- // nClicks -->\n",
       "<!-- //GNB -->\n",
       "<!-- LNB -->\n",
       "<!-- header -->\n",
       "<div id=\"header\">\n",
       "<h1 class=\"svc_name\">\n",
       "<a class=\"ci_logo\" href=\"http://www.naver.com/\" id=\"lnb_gonaver\" onclick=\"clickcr(this, 'LNB.naver', '', '', event);\" title=\"naver로 바로가기\"><img alt=\"NAVER\" height=\"13\" src=\"https://ssl.pstatic.net/static/movie/2013/07/logo_ci.png\" width=\"62\"/></a>\n",
       "<a class=\"svc_logo\" href=\"/\" onclick=\"clickcr(this, 'LNB.movie', '', '', event);\" title=\"영화서비스홈으로 바로가기\"><img alt=\"영화\" height=\"19\" src=\"https://ssl.pstatic.net/static/movie/2012/06/logo_svc.png\" width=\"34\"/></a>\n",
       "</h1>\n",
       "<div class=\"scrollbar scrollbar-noscript\" id=\"scrollbar\">\n",
       "<div class=\"scrollbar-box\">\n",
       "<div class=\"scrollbar-content\">\n",
       "<div class=\"in_scroll\">\n",
       "<ul class=\"navi\">\n",
       "<li>\n",
       "<a class=\"menu01\" href=\"/\" onclick=\"clickcr(this, 'LNB.home', '', '', event);\" title=\"영화홈\"><strong>영화홈</strong></a>\n",
       "</li>\n",
       "<li>\n",
       "<a class=\"menu02\" href=\"/movie/running/current.nhn\" onclick=\"clickcr(this, 'LNB.movies', '', '', event);\" title=\"상영작·예정작\"><strong>상영작·예정작</strong></a>\n",
       "<ul class=\"navi_sub\" style=\"display:none\">\n",
       "<li><a class=\"sub2_1\" href=\"/movie/running/current.nhn\" onclick=\"clickcr(this, 'LNB.now', '', '', event);\" title=\"현재 상영영화\"><em>현재 상영영화</em></a></li>\n",
       "<li><a class=\"sub2_2\" href=\"/movie/running/premovie.nhn\" onclick=\"clickcr(this, 'LNB.soon', '', '', event);\" title=\"개봉 예정영화\"><em>개봉 예정영화</em></a></li>\n",
       "<li><a class=\"sub2_3\" href=\"/movie/running/weekendmovie.nhn\" onclick=\"clickcr(this, 'LNB.guide', '', '', event);\" title=\"TV/DVD 영화\"><em>TV/DVD 영화</em></a></li>\n",
       "<li><a class=\"sub2_4\" href=\"/movie/running/movieclip.nhn\" onclick=\"clickcr(this, 'LNB.tailer', '', '', event);\" title=\"예고편\"><em>예고편</em></a></li>\n",
       "<!-- li><a href=\"/movie/preview/special.nhn\" title=\"네이버 스페셜\" class=\"sub1_7\" onclick=\"clickcr(this, 'LNB.special', '', '', event);\"><em>네이버 스페셜</em></a></li-->\n",
       "</ul>\n",
       "</li>\n",
       "<li>\n",
       "<a class=\"menu03_on\" href=\"/movie/sdb/rank/rmovie.nhn\" onclick=\"clickcr(this, 'LNB.db', '', '', event);\" title=\"영화랭킹\"><strong>영화랭킹</strong></a>\n",
       "<ul class=\"navi_sub\" style=\"display:block\">\n",
       "<li><a class=\"sub3_1_on\" href=\"/movie/sdb/rank/rmovie.nhn\" onclick=\"clickcr(this, 'LNB.rank', '', '', event);\" title=\"랭킹\"><em>랭킹</em></a></li>\n",
       "<li><a class=\"sub3_2\" href=\"/movie/sdb/browsing/bmovie_nation.nhn\" onclick=\"clickcr(this, 'LNB.dir', '', '', event);\" title=\"디렉토리\"><em>디렉토리</em></a></li>\n",
       "</ul>\n",
       "</li>\n",
       "<li>\n",
       "<a class=\"menu05\" href=\"/movie/bi/mi/reserve.nhn\" onclick=\"clickcr(this, 'LNB.ticket', '', '', event);\" title=\"예매\"><strong>예매</strong></a>\n",
       "<ul class=\"navi_sub\" style=\"display:none\">\n",
       "<li><a class=\"sub5_1\" href=\"http://ticket.movie.naver.com/Ticket/Reserve.aspx\" onclick=\"clickcr(this, 'LNB.buy', '', '', event);\" title=\"예매하기\"><em>예매하기</em></a></li>\n",
       "<li><a class=\"sub5_2\" href=\"http://ticket.movie.naver.com/Order/OrderList.aspx\" onclick=\"clickcr(this, 'LNB.check', '', '', event);\" title=\"예매확인·취소\"><em>예매확인·취소</em></a></li>\n",
       "<li><a class=\"sub5_3\" href=\"http://ticket.movie.naver.com/Coupon/Ticket.aspx\" onclick=\"clickcr(this, 'LNB.disticket', '', '', event);\" title=\"예매권·할인권 등록\"><em>예매권·할인권 등록</em></a></li>\n",
       "<li><a class=\"sub5_4\" href=\"http://ticket.movie.naver.com/Discount/DiscountCard.aspx\" onclick=\"clickcr(this, 'LNB.discard', '', '', event);\" title=\"할인카드안내·등록\"><em>할인카드안내·등록</em></a></li>\n",
       "<li><a class=\"sub5_5\" href=\"http://help.naver.com/ops/step2/faq.nhn?parentId=77&amp;depth=2\" onclick=\"clickcr(this, 'LNB.service', '', '', event);\" target=\"_blank\" title=\"이용안내\"><em>이용안내</em></a></li>\n",
       "</ul>\n",
       "</li>\n",
       "<li>\n",
       "<a class=\"menu07\" href=\"/movie/point/af/list.nhn\" onclick=\"clickcr(this, 'LNB.comm', '', '', event);\" title=\"평점·리뷰\"><strong>평점·리뷰</strong></a>\n",
       "<ul class=\"navi_sub\" style=\"display:none\">\n",
       "<li><a class=\"sub7_1\" href=\"/movie/point/af/list.nhn\" onclick=\"clickcr(this, 'LNB.rating', '', '', event);\" title=\"네티즌 평점\"><em>네티즌 평점</em></a></li>\n",
       "<li><a class=\"sub7_2\" href=\"/movie/board/review/list.nhn\" onclick=\"clickcr(this, 'LNB.review', '', '', event);\" title=\"네티즌 리뷰\"><em>네티즌 리뷰</em></a></li>\n",
       "<li><a class=\"sub7_3\" href=\"/movie/poll/naver/list.nhn\" onclick=\"clickcr(this, 'LNB.poll', '', '', event);\" title=\"폴 매니아\"><em>폴 매니아</em></a></li>\n",
       "</ul>\n",
       "</li>\n",
       "<li>\n",
       "<a class=\"menu08\" href=\"http://nstore.naver.com/movie/home.nhn\" onclick=\"clickcr(this, 'LNB.download', '', '', event);\" target=\"_blank\" title=\"다운로드\"><strong>다운로드</strong></a>\n",
       "</li>\n",
       "<li class=\"nav_indi\">\n",
       "<a href=\"http://tv.naver.com/indiecinema\" target=\"_blank\" title=\"인디극장\"><strong>인디극장</strong></a><!-- N=a:LNB.indie -->\n",
       "</li>\n",
       "</ul>\n",
       "<!-- div class=\"view_mode\">\n",
       "\t\t\t\t\t\t\t<a href=\"#\" title=\"\" class=\"normal_on\"><em>1단 보기</em></a>\n",
       "\t\t\t\t\t\t\t<a href=\"#\" title=\"\" class=\"wide_off\"><em>2단 보기</em></a>\n",
       "\t\t\t\t\t\t</div -->\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"scrollbar-v\">\n",
       "<div class=\"scrollbar-button-up\"></div>\n",
       "<div class=\"scrollbar-track\">\n",
       "<div class=\"scrollbar-thumb\"></div>\n",
       "</div>\n",
       "<div class=\"scrollbar-button-down\"></div>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "<!-- //header -->\n",
       "<!-- //LNB -->\n",
       "<div id=\"container\">\n",
       "<!-- content -->\n",
       "<div id=\"content\">\n",
       "<div class=\"article\">\n",
       "<div class=\"old_layout old_super_db\">\n",
       "<h3 class=\"h_db_rank\"><strong class=\"blind\">랭킹</strong></h3>\n",
       "<ul class=\"tab_db_rank\">\n",
       "<li><a class=\"db_tab01_on\" href=\"/movie/sdb/rank/rmovie.nhn\" title=\"영화\"><em>영화</em></a></li>\n",
       "<li><a class=\"db_tab02\" href=\"/movie/sdb/rank/rpeople.nhn\" title=\"영화인\"><em>영화인</em></a></li>\n",
       "<!-- li><a href=\"/movie/sdb/rank/rfestival.nhn\" title=\"영화제\" class=\"db_tab03\"><em>영화제</em></a></li -->\n",
       "<!-- li><a href=\"/movie/sdb/rank/rcompany.nhn\" title=\"영화사\" class=\"db_tab04\"><em>영화사</em></a></li -->\n",
       "<!-- li><a href=\"/movie/sdb/rank/rnews.nhn\" title=\"기자영화\" class=\"db_tab05\"><em>기자</em></a></li -->\n",
       "<!-- li><a href=\"/movie/sdb/rank/rreview.nhn\" title=\"네티즌리뷰\" class=\"db_tab06\"><em>네티즌리뷰</em></a></li -->\n",
       "<li><a class=\"db_tab07\" href=\"/movie/sdb/rank/rreserve.nhn\" title=\"예매\"><em>예매</em></a></li>\n",
       "<li><a class=\"db_tab08\" href=\"/movie/sdb/rank/rboxoffice.nhn\" title=\"박스오피스\"><em>박스오피스</em></a></li>\n",
       "</ul>\n",
       "<!-- Content Body -->\n",
       "<div class=\"type_1\" id=\"cbody\">\n",
       "<div id=\"old_content\">\n",
       "<h4 class=\"tlt\"><img alt=\"영화랭킹\" height=\"15\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/tlt_ranking_movie.gif\" width=\"65\"/>\n",
       "</h4>\n",
       "<!-- 탭메뉴 -->\n",
       "<div class=\"tab_type_6\">\n",
       "<ul><!--활성화된 탭의 이미지는 _on.gif 입니다-->\n",
       "<li><a href=\"rmovie.nhn?sel=cnt&amp;date=20170804\"><img alt=\"조회순\" height=\"28\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/tab_movie_1_off.gif\" width=\"112\"/></a></li>\n",
       "<li><a href=\"rmovie.nhn?sel=cur&amp;date=20170804\"><img alt=\"평점순(현재상영영화)\" height=\"28\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/tab_movie_2_on.gif\" width=\"126\"/></a></li>\n",
       "<li><a href=\"rmovie.nhn?sel=pnt&amp;date=20170804\"><img alt=\"평점순(모든영화)\" height=\"28\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/tab_movie_3_off.gif\" width=\"126\"/></a></li>\n",
       "</ul>\n",
       "<p class=\"r_date\">2017.08.04 <a href=\"rmovie.nhn?sel=cur&amp;tg=0&amp;date=20170803\"><img alt=\"prev\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/btn_prev.gif\" style=\"margin-right:1px;\" width=\"13\"/></a><a href=\"rmovie.nhn?sel=cur&amp;tg=0&amp;date=20170805\"><img alt=\"next\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/btn_next.gif\" width=\"13\"/></a></p>\n",
       "</div>\n",
       "<!-- //탭메뉴 -->\n",
       "<!-- 랭킹 리스트 -->\n",
       "<table cellspacing=\"0\" class=\"list_ranking\" summary=\"랭킹 테이블\">\n",
       "<col width=\"6%\"/><col width=\"*\"/><col width=\"15%\"/><col width=\"3%\"/><col width=\"12%\"/><col width=\"2%\"/><col width=\"5%\"/>\n",
       "<thead>\n",
       "<tr>\n",
       "<th scope=\"col\">순위</th>\n",
       "<th scope=\"col\">영화명</th>\n",
       "<th colspan=\"3\" scope=\"col\">평점</th>\n",
       "<th colspan=\"2\" scope=\"col\">변동폭</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td class=\"blank01\" colspan=\"8\"></td></tr>\n",
       "<!-- 예제\n",
       "\t\t\t\t<tr>\n",
       "\t\t\t\t\t<td class=\"ac\"><img src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g50.gif\" alt=\"50\" width=\"14\" height=\"13\"></td>\n",
       "\t\t\t\t\t<td class=\"title\"><a href=\"#\">트랜스포머</a></td>\n",
       "\t\t\t\t\t<td class=\"ac\"><img src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" alt=\"down\" width=\"7\" height=\"10\"></td>\n",
       "\t\t\t\t\t<td class=\"range ac\">7</td>\n",
       "\t\t\t\t</tr>\n",
       "\t\t\t\t-->\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"01\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r01.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=62586\" title=\"다크 나이트\">다크 나이트</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:93.19999694824219%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.32</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=62586\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"02\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r02.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=164290\" title=\"킹 오브 프리즘 프라이드 더 히어로\">킹 오브 프리즘 프라이드 더 히어로</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:92.79999732971191%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.28</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=164290\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"03\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r03.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=152160\" title=\"킹 오브 프리즘\">킹 오브 프리즘</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:92.5%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.25</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=152160\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"04\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r04.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=10448\" title=\"오즈의 마법사\">오즈의 마법사</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:92.29999542236328%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.23</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=10448\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"05\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r05.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=154437\" title=\"내 사랑\">내 사랑</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:92.29999542236328%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.23</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=154437\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"up\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"06\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r06.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=160135\" title=\"서서평, 천천히 평온하게\">서서평, 천천히 평온하게</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:92.29999542236328%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.23</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=160135\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"07\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r07.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=10217\" title=\"로보캅\">로보캅</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:92.10000038146973%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.21</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=10217\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"up\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"08\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r08.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=76309\" title=\"플립\">플립</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:91.99999809265137%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.20</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=76309\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"up\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"09\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r09.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=159054\" title=\"명탐정 코난:진홍의 연가\">명탐정 코난:진홍의 연가</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:91.80000305175781%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.18</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=159054\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"010\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r10.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=31827\" title=\"헤드윅\">헤드윅</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:91.80000305175781%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.18</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=31827\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr><td class=\"line01\" colspan=\"8\"></td></tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"11\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g11.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=153621\" title=\"댄서\">댄서</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:91.40000343322754%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.14</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=153621\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"12\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g12.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=38444\" title=\"이터널 선샤인\">이터널 선샤인</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:91.00000381469727%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.10</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=38444\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"13\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g13.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=17970\" title=\"샤인\">샤인</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:90.9000015258789%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.09</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=17970\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"14\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g14.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=36944\" title=\"올드보이\">올드보이</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:90.50000190734863%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.05</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=36944\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"15\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g15.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=95767\" title=\"어네스트와 셀레스틴\">어네스트와 셀레스틴</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:90.50000190734863%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.05</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=95767\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"16\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g16.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=27350\" title=\"기쿠지로의 여름\">기쿠지로의 여름</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:90.20000457763672%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.02</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=27350\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"17\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g17.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=125417\" title=\"파도가 지나간 자리\">파도가 지나간 자리</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:90.0%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">9.00</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=125417\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"18\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g18.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=146469\" title=\"택시운전사\">택시운전사</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:89.89999771118164%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.99</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=146469\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"up\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"19\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g19.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=134772\" title=\"눈길\">눈길</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:89.39999580383301%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.94</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=134772\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"20\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g20.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=162173\" title=\"노무현입니다\">노무현입니다</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:89.30000305175781%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.93</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=162173\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr><td class=\"line01\" colspan=\"8\"></td></tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"21\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g21.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=18682\" title=\"스타쉽 트루퍼스\">스타쉽 트루퍼스</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:89.0999984741211%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.91</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=18682\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"22\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g22.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=27260\" title=\"파이트 클럽\">파이트 클럽</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:89.0999984741211%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.91</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=27260\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"23\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g23.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=80774\" title=\"청원\">청원</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:88.69999885559082%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.87</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=80774\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"new_icon\" colspan=\"2\"><img alt=\"new\" height=\"5\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_new_1.gif\" width=\"20\"/></td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"24\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g24.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=10800\" title=\"토탈 리콜\">토탈 리콜</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:88.59999656677246%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.86</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=10800\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"25\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g25.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=156477\" title=\"극장판 짱구는 못말려 : 습격!! 외계인 덩덩이\">극장판 짱구는 못말려 : 습격!! 외계인 덩덩이</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:88.4000015258789%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.84</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=156477\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"26\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g26.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=149481\" title=\"연애담\">연애담</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:87.60000228881836%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.76</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=149481\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"27\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g27.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=150198\" title=\"너의 이름은.\">너의 이름은.</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:87.60000228881836%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.76</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=150198\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"28\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g28.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=132626\" title=\"슈퍼배드 3\">슈퍼배드 3</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:87.39999771118164%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.74</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=132626\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"29\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g29.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=154980\" title=\"꿈의 제인\">꿈의 제인</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:87.10000038146973%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.71</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=154980\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"30\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g30.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=156091\" title=\"심야식당2\">심야식당2</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:86.19999885559082%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.62</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=156091\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr><td class=\"line01\" colspan=\"8\"></td></tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"31\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g31.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=134963\" title=\"라라랜드\">라라랜드</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:85.9000015258789%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.59</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=134963\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"32\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g32.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=152396\" title=\"카3: 새로운 도전\">카3: 새로운 도전</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:85.79999923706055%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.58</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=152396\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"33\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g33.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=125447\" title=\"오두막\">오두막</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:84.89999771118164%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.49</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=125447\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"34\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g34.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=135874\" title=\"스파이더맨: 홈커밍\">스파이더맨: 홈커밍</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:84.70000267028809%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.47</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=135874\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"35\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g35.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=143435\" title=\"옥자\">옥자</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:84.70000267028809%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.47</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=143435\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"36\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g36.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=53152\" title=\"500일의 썸머\">500일의 썸머</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:83.90000343322754%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.39</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=53152\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"37\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g37.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=32667\" title=\"복수는 나의 것\">복수는 나의 것</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:83.4000015258789%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.34</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=32667\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"38\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g38.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=146480\" title=\"덩케르크\">덩케르크</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:83.10000419616699%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.31</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=146480\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"39\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g39.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=158910\" title=\"예수는 역사다\">예수는 역사다</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:81.40000343322754%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">8.14</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=158910\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"40\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g40.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=40932\" title=\"매치 포인트\">매치 포인트</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:79.6999979019165%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">7.97</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=40932\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr><td class=\"line01\" colspan=\"8\"></td></tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"41\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g41.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=144988\" title=\"7번째 내가 죽던 날\">7번째 내가 죽던 날</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:78.4000015258789%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">7.84</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=144988\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"42\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g42.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=154262\" title=\"위시 어폰\">위시 어폰</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:77.10000038146973%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">7.71</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=154262\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"43\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g43.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=152616\" title=\"47 미터\">47 미터</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:74.00000095367432%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">7.40</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=152616\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"44\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g44.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=38766\" title=\"친절한 금자씨\">친절한 금자씨</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:72.60000228881836%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">7.26</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=38766\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"45\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g45.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=114268\" title=\"송 투 송\">송 투 송</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:70.3000020980835%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">7.03</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=114268\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"46\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g46.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=162956\" title=\"그 후\">그 후</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:65.99999904632568%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">6.60</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=162956\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"na\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"47\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g47.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=59845\" title=\"박쥐\">박쥐</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:60.900001525878906%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">6.09</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=59845\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"new_icon\" colspan=\"2\"><img alt=\"new\" height=\"5\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_new_1.gif\" width=\"20\"/></td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"48\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g48.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=57675\" title=\"싸이보그지만 괜찮아\">싸이보그지만 괜찮아</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:51.70000076293945%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">5.17</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=57675\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"ac\"><img alt=\"49\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g49.gif\" width=\"14\"/></td>\n",
       "<td class=\"title\">\n",
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=146506\" title=\"군함도\">군함도</a>\n",
       "</div>\n",
       "</td>\n",
       "<!-- 평점순일 때 평점 추가하기  -->\n",
       "<td><div class=\"point_type_2\"><div class=\"mask\" style=\"width:49.49999809265137%\"><img alt=\"\" height=\"14\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif\" width=\"79\"/></div></div></td>\n",
       "<td class=\"point\">4.95</td>\n",
       "<td class=\"ac\"><a class=\"txt_link\" href=\"/movie/point/af/list.nhn?st=mcode&amp;sword=146506\">평점주기</a></td>\n",
       "<!----------------------------------------->\n",
       "<td class=\"ac\"><img alt=\"down\" class=\"arrow\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/></td>\n",
       "<td class=\"range ac\">1</td>\n",
       "</tr>\n",
       "<tr><td class=\"blank01\" colspan=\"8\"></td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "<!-- 페이지 네비게이션 시작 -->\n",
       "<!-- 페이지 네비게이션 끝 -->\n",
       "<!-- //랭킹 리스트 -->\n",
       "<span class=\"txt_mark\">※</span> <span class=\"txt_term\">집계기준 : <strong>2017.08.04</strong>일 까지 네이버영화에 수록 된 영화의 관람 후 평점</span>\n",
       "<!-- 네이버 영화평점랭킹 선정방법 -->\n",
       "<div class=\"box_choice_way\">\n",
       "<img alt=\"네이버 영화평점랭킹 선정방법\" height=\"13\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_01.gif\" width=\"154\"/>\n",
       "<dl class=\"choice_way\">\n",
       "<dt><img alt=\"집계기준\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_01_1.gif\" width=\"39\"/></dt><dd>전국기준 현재 상영되고 있는 영화 중 <em>평점 응답자가 <strong>300명</strong> 이상</em>인 경우</dd>\n",
       "<dt><img alt=\"집계기간\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_01_2.gif\" width=\"40\"/></dt><dd>전일까지의 누적 평점</dd>\n",
       "<dt><img alt=\"표본오차\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_01_3.gif\" width=\"40\"/></dt><dd><em>95% 신뢰수준에서 ±5.65</em></dd>\n",
       "</dl>\n",
       "<table cellpadding=\"0\" cellspacing=\"0\" class=\"choice_way_data\">\n",
       "<col width=\"48\"/><col width=\"73\"/><col width=\"73\"/><col width=\"73\"/><col width=\"73\"/><col width=\"73\"/><col width=\"110\"/>\n",
       "<tr>\n",
       "<th class=\"bgwhite\" scope=\"row\">구분</th>\n",
       "<td>N</td>\n",
       "<td>Range</td>\n",
       "<td>Minimum</td>\n",
       "<td>Maximum</td>\n",
       "<td>Mean</td>\n",
       "<td>Std.Deviation</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"bgwhite\" scope=\"row\">평점</th>\n",
       "<td class=\"range ac\">26</td>\n",
       "<td class=\"range ac\">4.39</td>\n",
       "<td class=\"range ac\">4.75</td>\n",
       "<td class=\"range ac\">9.14</td>\n",
       "<td class=\"range ac\">7.59</td>\n",
       "<td class=\"range ac\">7.59</td>\n",
       "</tr>\n",
       "</table>\n",
       "<dl class=\"choice_way_qna\">\n",
       "<dt><img alt=\"왜 평점응답자를 300명 이상으로 정하나요?\" height=\"12\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_02.gif\" width=\"221\"/></dt>\n",
       "<dd>일반적인 여론조사에서의 최소 응답자수가 300명이기 때문입니다.</dd>\n",
       "<dt><img alt=\"표본오차 95% 신뢰수준에서 ±5.65가 무슨 뜻인가요?\" height=\"12\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_03.gif\" width=\"271\"/></dt>\n",
       "<dd>동일한 실험을 100번 했을 경우 95번은 ±5.65% 범위 내에서 동일한 결과가 나온다는 말입니다.</dd>\n",
       "<dt><img alt=\"Descriptive Statistics는 어떻게 보는건가요?\" height=\"12\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_04.gif\" width=\"234\"/></dt>\n",
       "<dd>\n",
       "<ul>\n",
       "<li>N=Case의 숫자</li>\n",
       "<li>Range=응답자의 범위</li>\n",
       "<li>Minimum=최소 응답값</li>\n",
       "<li>Maximum=최대응답값</li>\n",
       "<li>Mean=평균</li>\n",
       "<li>Std.Deviation=표준편자</li>\n",
       "</ul>\n",
       "</dd>\n",
       "</dl>\n",
       "</div>\n",
       "<!-- //네이버 영화평점랭킹 선정방법 -->\n",
       "<!-- 탑버튼 -->\n",
       "<div class=\"go_top\">\n",
       "<a href=\"#gnb_top\"><img alt=\"TOP\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/btn_top.gif\" width=\"30\"/></a>\n",
       "</div>\n",
       "<!-- //탑버튼 -->\n",
       "<img alt=\"\" class=\"clear\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/blank.gif\"/>\n",
       "<!-- //Content Body -->\n",
       "<script src=\"/common/js/jindo2.js\" type=\"text/javascript\"></script>\n",
       "</div>\n",
       "<div id=\"assistant\">\n",
       "<!-- 우측 메뉴 -->\n",
       "<!-- 영화 인기검색어 -->\n",
       "<div class=\"box_type_1 mb_8\">\n",
       "<h3><img alt=\"영화 인기검색어\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/tlt_r_best_movie.gif\" width=\"75\"/></h3>\n",
       "<a class=\"more\" href=\"/movie/sdb/rank/rmovie.nhn\" onclick=\"clickcr(this,'pop.more','','',event);\">더보기</a>\n",
       "<ul class=\"r_ranking\">\n",
       "<li class=\"ranking01\">\n",
       "<a class=\"b\" href=\"/movie/bi/mi/basic.nhn?code=162249\" onclick=\"clickcr(this,'pop.list','162249','1',event);\" title=\"램페이지\">램페이지</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"na\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/>0</span>\n",
       "<li class=\"ranking02\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=173653\" onclick=\"clickcr(this,'pop.list','173653','2',event);\" title=\"그날, 바다\">그날, 바다</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"up\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/>1</span>\n",
       "<li class=\"ranking03\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=142739\" onclick=\"clickcr(this,'pop.list','142739','3',event);\" title=\"바람 바람 바람\">바람 바람 바람</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"down\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/>1</span>\n",
       "<li class=\"ranking04\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=168011\" onclick=\"clickcr(this,'pop.list','168011','4',event);\" title=\"콰이어트 플레이스\">콰이어트 플레이스</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"up\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/>2</span>\n",
       "<li class=\"ranking05\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=136898\" onclick=\"clickcr(this,'pop.list','136898','5',event);\" title=\"레디 플레이어 원\">레디 플레이어 원</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"down\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/>1</span>\n",
       "</li></li></li></li></li></ul>\n",
       "<p class=\"term\">2018.04.16</p>\n",
       "</div>\n",
       "<!-- 영화인 인기검색어 -->\n",
       "<div class=\"box_type_1 mb_8\">\n",
       "<h3><img alt=\"영화인 인기검색어\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/super_db/tlt_r_best_star.gif\" width=\"85\"/></h3>\n",
       "<a class=\"more\" href=\"/movie/sdb/rank/rpeople.nhn\" onclick=\"clickcr(this,'peo.more','','',event);\">더보기</a>\n",
       "<ul class=\"r_ranking\">\n",
       "<li class=\"ranking01\">\n",
       "<a class=\"b\" href=\"/movie/bi/pi/basic.nhn?st=1&amp;code=157641\" onclick=\"clickcr(this,'peo.list','157641','1',event);\" title=\"이병헌\">이병헌</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"na\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/>0</span>\n",
       "<li class=\"ranking02\">\n",
       "<a href=\"/movie/bi/pi/basic.nhn?st=1&amp;code=392500\" onclick=\"clickcr(this,'peo.list','392500','2',event);\" title=\"박지현\">박지현</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"na\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/>0</span>\n",
       "<li class=\"ranking03\">\n",
       "<a href=\"/movie/bi/pi/basic.nhn?st=1&amp;code=1495\" onclick=\"clickcr(this,'peo.list','1495','3',event);\" title=\"스티븐 스필버그\">스티븐 스필버그</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"na\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/>0</span>\n",
       "<li class=\"ranking04\">\n",
       "<a href=\"/movie/bi/pi/basic.nhn?st=1&amp;code=416031\" onclick=\"clickcr(this,'peo.list','416031','4',event);\" title=\"김지영\">김지영</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"up\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/>1</span>\n",
       "<li class=\"ranking05\">\n",
       "<a href=\"/movie/bi/pi/basic.nhn?st=1&amp;code=321010\" onclick=\"clickcr(this,'peo.list','321010','5',event);\" title=\"올리비아 쿡\">올리비아 쿡</a>\n",
       "<span class=\"rank\">\n",
       "<img alt=\"down\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif\" width=\"7\"/>1</span>\n",
       "</li></li></li></li></li></ul>\n",
       "<p class=\"term\">2018.04.16</p>\n",
       "</div>\n",
       "<!--티켓예매순-->\n",
       "<div class=\"box_type_1 mb_8\">\n",
       "<h3><img alt=\"티켓예매순\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/running/tlt_r_reservation.gif\" width=\"51\"/></h3>\n",
       "<a class=\"more\" href=\"/movie/sdb/rank/rreserve.nhn\" id=\"ticketRankLink\" onclick=\"clickcr(this,'tck.more','','',event);\">더보기</a>\n",
       "<div id=\"reserveRanking0\" style=\"display:block\">\n",
       "<ul class=\"r_ranking\">\n",
       "<li class=\"ranking01\"><a class=\"b\" href=\"/movie/bi/mi/basic.nhn?code=162249\" onclick=\"clickcr(this,'tck.list','162249','1',event);\" title=\"램페이지\">램페이지</a><span class=\"ratio check\">29.19%</span></li>\n",
       "<li class=\"ranking02\"><a href=\"/movie/bi/mi/basic.nhn?code=173653\" onclick=\"clickcr(this,'tck.list','173653','2',event);\" title=\"그날，바다\">그날，바다</a> <span class=\"ratio\">13.63%</span></li>\n",
       "<li class=\"ranking03\"><a href=\"/movie/bi/mi/basic.nhn?code=142739\" onclick=\"clickcr(this,'tck.list','142739','3',event);\" title=\"바람 바람 바람\">바람 바람 바람</a> <span class=\"ratio\">11.73%</span></li>\n",
       "<li class=\"ranking04\"><a href=\"/movie/bi/mi/basic.nhn?code=136898\" onclick=\"clickcr(this,'tck.list','136898','4',event);\" title=\"레디 플레이어 원\">레디 플레이어 원</a> <span class=\"ratio\">11.52%</span></li>\n",
       "<li class=\"ranking05\"><a href=\"/movie/bi/mi/basic.nhn?code=172454\" onclick=\"clickcr(this,'tck.list','172454','5',event);\" title=\"곤지암\">곤지암</a> <span class=\"ratio\">9.07%</span></li>\n",
       "</ul>\n",
       "<div class=\"term_1\"><img alt=\"출처:YES24\" height=\"12\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/txt_source_yes24_02.gif\" width=\"54\"/><div class=\"date\">2018.04.17</div></div>\n",
       "</div>\n",
       "</div>\n",
       "<!--//티켓예매순-->\n",
       "<!--박스오피스-->\n",
       "<div class=\"box_type_1 mb_8\">\n",
       "<h3><img alt=\"박스오피스\" height=\"11\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/running/tlt_r_boxoffice.gif\" width=\"51\"/></h3>\n",
       "<a class=\"more\" href=\"/movie/sdb/rank/rboxoffice.nhn\" onclick=\"clickcr(this,'box.more','','',event);\">더보기</a>\n",
       "<ul class=\"r_ranking box\">\n",
       "<li class=\"ranking01\"><a class=\"b\" href=\"/movie/bi/mi/basic.nhn?code=162249\" onclick=\"clickcr(this,'box.list','162249','1',event);\" title=\"램페이지\">램페이지</a> <span \"=\"\" class=\"ratio check\"><em>608102</em> 명</span></li>\n",
       "<li class=\"ranking02\"><a href=\"/movie/bi/mi/basic.nhn?code=168011\" onclick=\"clickcr(this,'box.list','168011','2',event);\" title=\"콰이어트 플레이스\">콰이어트 플레이스</a> <span class=\"ratio \"><em>207446</em> 명</span></li>\n",
       "<li class=\"ranking03\"><a href=\"/movie/bi/mi/basic.nhn?code=136898\" onclick=\"clickcr(this,'box.list','136898','3',event);\" title=\"레디 플레이어 원\">레디 플레이어 원</a> <span class=\"ratio \"><em>191428</em> 명</span></li>\n",
       "<li class=\"ranking04\"><a href=\"/movie/bi/mi/basic.nhn?code=142739\" onclick=\"clickcr(this,'box.list','142739','4',event);\" title=\"바람 바람 바람\">바람 바람 바람</a> <span class=\"ratio \"><em>185843</em> 명</span></li>\n",
       "<li class=\"ranking05\"><a href=\"/movie/bi/mi/basic.nhn?code=172454\" onclick=\"clickcr(this,'box.list','172454','5',event);\" title=\"곤지암\">곤지암</a> <span class=\"ratio \"><em>166137</em> 명</span></li>\n",
       "</ul>\n",
       "<div class=\"term_1\"><span class=\"cnt\">주말관객 기준</span><div class=\"date\">2018.04.13-2018.04.15</div></div>\n",
       "</div>\n",
       "<!--//박스오피스-->\n",
       "</div>\n",
       "<img alt=\"\" class=\"clear\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/blank.gif\"/>\n",
       "</div>\n",
       "<!-- //Content Body -->\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "<!-- //content -->\n",
       "</div>\n",
       "<!-- //container -->\n",
       "<!-- Footer -->\n",
       "<script src=\"/common/js/jindo/component/1.0.2/jindo.Component.js\" type=\"text/javascript\"></script>\n",
       "<script src=\"/common/js/jindo/component/1.0.2/jindo.UIComponent.js\" type=\"text/javascript\"></script>\n",
       "<!-- footer -->\n",
       "<div id=\"footer\">\n",
       "<div class=\"in_footer\">\n",
       "<div class=\"foot_con\">\n",
       "<ul>\n",
       "<li class=\"first\"><a href=\"http://www.naver.com/rules/service.html\" onclick=\"clickcr(this, 'fot.agreement', '', '', event);\" target=\"rules\">이용약관</a></li>\n",
       "<li><a href=\"http://www.naver.com/rules/privacy.html\" onclick=\"clickcr(this, 'fot.privacy', '', '', event);\" target=\"rules\"><strong>개인정보처리방침</strong></a></li>\n",
       "<li><a href=\"http://www.naver.com/rules/disclaimer.html\" onclick=\"clickcr(this, 'fot.disclaimer', '', '', event);\" target=\"rules\">책임의 한계와 법적고지</a></li>\n",
       "<li><a href=\"https://help.naver.com/support/service/main.nhn?serviceNo=800\" onclick=\"clickcr(this, 'fot.help', '', '', event);\" target=\"customer\">영화 고객센터</a></li>\n",
       "</ul>\n",
       "<p class=\"info\">본 콘텐츠의 저작권은 저작권자 또는 제공처에 있으며, 이를 무단 이용하는 경우 저작권법 등에 따라 법적 책임을 질 수 있습니다.</p>\n",
       "<p class=\"info\">\n",
       "\t\t\t\t\t사업자등록번호 : 220-81-62517<span>통신판매업 신고번호</span> : 경기성남 제 2006 - 692호<span>대표이사 : 한성숙</span><span><a href=\"http://www.ftc.go.kr/info/bizinfo/communicationList.jsp\" onclick=\"clickcr(this, 'fot.bizinfo', '', '', event);\">사업자등록정보 확인</a></span><br/>\n",
       "\t\t\t\t\t주소 : 경기도 성남시 분당구 불정로 6 네이버 그린팩토리 <span>대표전화 : 1588-3820</span>\n",
       "</p>\n",
       "<address>\n",
       "<a class=\"logo\" href=\"http://www.navercorp.com\" onclick=\"clickcr(this, 'fot.nhn', '', '', event);\" target=\"_blank\"><img alt=\"NAVER\" height=\"11\" src=\"https://ssl.pstatic.net/static/movie/2013/07/logo_naver.png\" width=\"63\"/></a>\n",
       "<em>Copyright ©</em>\n",
       "<a href=\"http://www.navercorp.com\" onclick=\"clickcr(this, 'fot.corp', '', '', event);\" target=\"_blank\">NAVER Corp.</a>\n",
       "<span>All Rights Reserved.</span>\n",
       "</address>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "<!-- //footer -->\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "if (false) {\n",
       "\tvar alertType = \"NONE\";\n",
       "\tvar koreanTitle = \"\";\n",
       "\tvar movieCode = \"0\";\n",
       "\tvar userReserveCount = \"0\";\n",
       "\tvar todayDatetime = \"20180417153230\";\n",
       "\tvar endDatetimeAfterTwoDays = \"00000000000000\";\n",
       "\t\n",
       "\t\n",
       "\tif (movieCode > 0) {\n",
       "\t\topenWriteActualPointAlert (alertType, koreanTitle, movieCode, userReserveCount, todayDatetime, endDatetimeAfterTwoDays);\n",
       "\t}\n",
       "}\n",
       "\n",
       "function openWriteActualPointAlert (alertType, koreanTitle, movieCode, count, today, endDate) {\n",
       "\tif (alertType == \"ONE\") {\n",
       "\t\tsetCookieLastUserReserveDate(today, endDate);\n",
       "\t\tif (confirm(\"관람하신 \" + koreanTitle + \"에\\n평점 등록 시 네이버페이 마일리지 500원 적립!\\n지금 평점쓰기 메뉴로 이동하시겠습니까?\")) {\n",
       "\t\t\ttop.location.href = \"http://movie.naver.com/movie/bi/mi/point.nhn?code=\" + movieCode;\n",
       "\t\t}\n",
       "\t} else if (alertType == \"MORE\") {\n",
       "\t\tsetCookieLastUserReserveDate(today, endDate);\n",
       "\t\tif (confirm(\"관람하신 작품에 평점을 등록해주세요\\n작품당 네이버페이 마일리지 500원씩 적립!\\n평점 미등록작 리스트를 확인하시겠습니까?\")) {\n",
       "\t\t\ttop.location.href = \"http://ticket.movie.naver.com/Order/OverdueList.aspx\";\n",
       "\t\t}\n",
       "\t}\n",
       "}\n",
       "\n",
       "function setCookieLastUserReserveDate(today, endDate) {\n",
       "\tvar cookieForNotOpenActualPointPopup = jindo.$Cookie();\n",
       "\t\n",
       "\t\n",
       "\tcookieForNotOpenActualPointPopup.remove(\"lastUserReserveDatetime\");\n",
       "\tcookieForNotOpenActualPointPopup.remove(\"lastUserReserveCheckDatetime\");\n",
       "\t\n",
       "\tcookieForNotOpenActualPointPopup.set(\"lastUserReserveDatetime\", endDate, 9999, \"movie.naver.com\");\n",
       "\tcookieForNotOpenActualPointPopup.set(\"lastUserReserveCheckDatetime\", today, 9999, \"movie.naver.com\");\n",
       "}\n",
       "\n",
       "</script>\n",
       "<script type=\"text/javascript\">\n",
       "\t\n",
       "\t\t\n",
       "\t\t\n",
       "\t\t\n",
       "\t\t\n",
       "\t\t\tvar alertMessage = \"지원되지 않는 브라우저로 서비스 이용에 제한이 있습니다.\";\n",
       "\t\t\n",
       "\t\n",
       "\n",
       "\tfunction getBrowser() {\n",
       "\t\tvar ua = navigator.userAgent;\n",
       "\t\tif (/NAVER/.test(ua)) {\n",
       "\t\t\treturn \"NAVER_APP\";\n",
       "\t\t} else if (/IEMobile/.test(ua)) {\n",
       "\t\t\treturn \"INTERNET_EXPLORER_MOBILE\";\n",
       "\t\t} else if (/MSIE/.test(ua) || /Trident/.test(ua)) {\n",
       "\t\t\treturn \"INTERNET_EXPLORER\";\n",
       "\t\t} else if (/Firefox/.test(ua)) {\n",
       "\t\t\treturn \"FIREFOX\";\n",
       "\t\t} else if (/Opera\\//.test(ua) || /OPR\\//.test(ua)) {\n",
       "\t\t\treturn \"OPERA\";\n",
       "\t\t}  else if (/Swing\\//.test(ua)) {\n",
       "\t\t\treturn \"SWING\";\n",
       "\t\t} else if (/Chrome\\//.test(ua) || /CriOS\\//.test(ua)) {\n",
       "\t\t\treturn \"CHROME\";\n",
       "\t\t} else if (/BAND\\//.test(ua)) {\n",
       "\t\t\treturn \"BAND_APP\";\n",
       "\t\t} else if (/FBAN\\/FBIOS/.test(ua)) {\n",
       "\t\t\treturn \"FACEBOOK_APP\";\n",
       "\t\t} else if (/Twitter/.test(ua)) {\n",
       "\t\t\treturn \"TWITTER_APP\";\n",
       "\t\t} else if (/KAKAOTALK/.test(ua)) {\n",
       "\t\t\treturn \"KAKAOTALK_APP\";\n",
       "\t\t} else if (/Android/.test(ua) && /Safari/.test(ua)) {\n",
       "\t\t\treturn \"ANDROID_INTERNET_APP\";\n",
       "\t\t} else if (/Safari/.test(ua)) {\n",
       "\t\t\treturn \"SAFARI\";\n",
       "\t\t}\n",
       "\n",
       "\t\treturn \"\";\n",
       "\t}\n",
       "\t\n",
       "\tif (getBrowser() === \"UNKNOWN\" && jindo.$Cookie().get(\"notSupportBrowserAlert\") != 'true') {\n",
       "\t\talert(alertMessage);\n",
       "\t\tjindo.$Cookie().set(\"notSupportBrowserAlert\", \"true\", \"9999\", \"movie.naver.com\");\n",
       "\t}\n",
       "</script>\n",
       "<script src=\"/common/js/lcslog.js\" type=\"text/javascript\"></script>\n",
       "<script src=\"/common/js/jindo/component/1.0.2/jindo.Component.min.js\" type=\"text/javascript\"></script>\n",
       "<script charset=\"UTF-8\" src=\"/common/js/vendor/jindo.WatchInput.js\" type=\"text/javascript\"></script>\n",
       "<script charset=\"UTF-8\" src=\"/common/js/lib/Core.js?20180329164105\" type=\"text/javascript\"></script>\n",
       "<script charset=\"UTF-8\" src=\"/common/js/lib/LNB.js?20180329164105\" type=\"text/javascript\"></script>\n",
       "<script charset=\"UTF-8\" src=\"/common/js/lib/Search.js?20180329164105\" type=\"text/javascript\"></script>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "// nhn.movie.Search가 jindo 기반이어서 javascript로 전환함\n",
       "if (document.addEventListener) {\n",
       "\tdocument.addEventListener(\"DOMContentLoaded\", function () {\n",
       "\t\tdocument.removeEventListener(\"DOMContentLoaded\", arguments.callee, false);\n",
       "\t\tloadFooter();\n",
       "\t}, false);\n",
       "}\n",
       "// Internet Explorer\n",
       "else if (document.attachEvent) {\n",
       "\t// onreadystatechange 는 모든 브라우저가 반환\n",
       "\tdocument.attachEvent(\"onreadystatechange\", function () {\n",
       "\t\tif (document.readyState == \"complete\" || document.readyState == 'loaded') {\n",
       "\t\t\tdocument.detachEvent(\"onreadystatechange\", arguments.callee);\n",
       "\t\t\tloadFooter();\n",
       "\t\t}\n",
       "\t});\n",
       "}\n",
       "\n",
       "function loadFooter() {\n",
       "\tvar goNaver = document.getElementById(\"lnb_gonaver\");\n",
       "\tgoNaver.addEventListener(\"focus\", focusonNaverIcon, false);\n",
       "\n",
       "\t// LNB - 사용처를 못 찾음\n",
       "//   \tvar oLNB = new nhn.movie.LNB();\n",
       "\t\n",
       "\t// 상단 검색영역\n",
       "\tvar oSearch = new nhn.movie.Search({\n",
       "\t\tarea : \"jSearchArea\",\n",
       "\t\tautosearch : \"https://auto-movie.naver.com/ac?q_enc=UTF-8&st=1&r_lt=1&n_ext=1&t_koreng=1&r_format=json&r_enc=UTF-8&r_unicode=0&r_escape=1&q=\",\n",
       "\t\tmovelink : \"/movie/bi/mi/basic.nhn?code=\",\n",
       "\t\tpeoplelink : \"/movie/bi/pi/basic.nhn?code=\"\n",
       "\t});\n",
       "\t\n",
       "\tgetGNB();\t\n",
       "}\n",
       "\n",
       "function focusonNaverIcon(event) {\n",
       "\tevent.preventDefault();\t// jindo.$Event.CANCEL_DEFAULT 와 동일한 기능으로 추측됨\n",
       "\tdocument.getElementById('ipt_tx_srch').value= \"\";\n",
       "\tdocument.getElementById('search_placeholder').style = \"display:inline;\";\n",
       "\tif (document.getElementById('jAutoComplate') != undefined && document.getElementById('jAutoComplate') !== null) {\n",
       "\t\tdocument.getElementById('jAutoComplate').style = \"display:none;\"\n",
       "\t}\n",
       "}\n",
       "\n",
       "\n",
       "window.addEventListener('pageshow', function(event) { lcs_do(); });\n",
       "\n",
       "document.addEventListener('click', function (event) {\n",
       "\tvar welSource = event.srcElement;\t// jindo.$Element(oEvent.element);\n",
       "\tif (!document.getElementById(\"gnb\").contains(welSource)) {\n",
       "\t\tgnbAllLayerClose();\n",
       "\t}\n",
       "});\n",
       "</script>\n",
       "<!-- //Footer -->\n",
       "</div>\n",
       "</body>\n",
       "</html> "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from urllib.request import urlopen\n",
    "\n",
    "url_base = \"http://movie.naver.com/\"\n",
    "url_syb = \"movie/sdb/rank/rmovie.nhn?sel=cur&date=20170804\"\n",
    "\n",
    "page = urlopen(url_base+url_syb)\n",
    "\n",
    "soup = BeautifulSoup(page, \"html.parser\")\n",
    "soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=62586\" title=\"다크 나이트\">다크 나이트</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=164290\" title=\"킹 오브 프리즘 프라이드 더 히어로\">킹 오브 프리즘 프라이드 더 히어로</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=152160\" title=\"킹 오브 프리즘\">킹 오브 프리즘</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=10448\" title=\"오즈의 마법사\">오즈의 마법사</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=154437\" title=\"내 사랑\">내 사랑</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=160135\" title=\"서서평, 천천히 평온하게\">서서평, 천천히 평온하게</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=10217\" title=\"로보캅\">로보캅</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=76309\" title=\"플립\">플립</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=159054\" title=\"명탐정 코난:진홍의 연가\">명탐정 코난:진홍의 연가</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=31827\" title=\"헤드윅\">헤드윅</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=153621\" title=\"댄서\">댄서</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=38444\" title=\"이터널 선샤인\">이터널 선샤인</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=17970\" title=\"샤인\">샤인</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=36944\" title=\"올드보이\">올드보이</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=95767\" title=\"어네스트와 셀레스틴\">어네스트와 셀레스틴</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=27350\" title=\"기쿠지로의 여름\">기쿠지로의 여름</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=125417\" title=\"파도가 지나간 자리\">파도가 지나간 자리</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=146469\" title=\"택시운전사\">택시운전사</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=134772\" title=\"눈길\">눈길</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=162173\" title=\"노무현입니다\">노무현입니다</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=18682\" title=\"스타쉽 트루퍼스\">스타쉽 트루퍼스</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=27260\" title=\"파이트 클럽\">파이트 클럽</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=80774\" title=\"청원\">청원</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=10800\" title=\"토탈 리콜\">토탈 리콜</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=156477\" title=\"극장판 짱구는 못말려 : 습격!! 외계인 덩덩이\">극장판 짱구는 못말려 : 습격!! 외계인 덩덩이</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=149481\" title=\"연애담\">연애담</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=150198\" title=\"너의 이름은.\">너의 이름은.</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=132626\" title=\"슈퍼배드 3\">슈퍼배드 3</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=154980\" title=\"꿈의 제인\">꿈의 제인</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=156091\" title=\"심야식당2\">심야식당2</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=134963\" title=\"라라랜드\">라라랜드</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=152396\" title=\"카3: 새로운 도전\">카3: 새로운 도전</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=125447\" title=\"오두막\">오두막</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=135874\" title=\"스파이더맨: 홈커밍\">스파이더맨: 홈커밍</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=143435\" title=\"옥자\">옥자</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=53152\" title=\"500일의 썸머\">500일의 썸머</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=32667\" title=\"복수는 나의 것\">복수는 나의 것</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=146480\" title=\"덩케르크\">덩케르크</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=158910\" title=\"예수는 역사다\">예수는 역사다</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=40932\" title=\"매치 포인트\">매치 포인트</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=144988\" title=\"7번째 내가 죽던 날\">7번째 내가 죽던 날</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=154262\" title=\"위시 어폰\">위시 어폰</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=152616\" title=\"47 미터\">47 미터</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=38766\" title=\"친절한 금자씨\">친절한 금자씨</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=114268\" title=\"송 투 송\">송 투 송</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=162956\" title=\"그 후\">그 후</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=59845\" title=\"박쥐\">박쥐</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=57675\" title=\"싸이보그지만 괜찮아\">싸이보그지만 괜찮아</a>\n",
       " </div>, <div class=\"tit5\">\n",
       " <a href=\"/movie/bi/mi/basic.nhn?code=146506\" title=\"군함도\">군함도</a>\n",
       " </div>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('div', 'tit5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<div class=\"tit5\">\n",
       "<a href=\"/movie/bi/mi/basic.nhn?code=62586\" title=\"다크 나이트\">다크 나이트</a>\n",
       "</div>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('div', 'tit5')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a href=\"/movie/bi/mi/basic.nhn?code=62586\" title=\"다크 나이트\">다크 나이트</a>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('div', 'tit5')[0].a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'다크 나이트'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('div', 'tit5')[0].a.string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<td class=\"point\">9.32</td>,\n",
       " <td class=\"point\">9.28</td>,\n",
       " <td class=\"point\">9.25</td>,\n",
       " <td class=\"point\">9.23</td>,\n",
       " <td class=\"point\">9.23</td>,\n",
       " <td class=\"point\">9.23</td>,\n",
       " <td class=\"point\">9.21</td>,\n",
       " <td class=\"point\">9.20</td>,\n",
       " <td class=\"point\">9.18</td>,\n",
       " <td class=\"point\">9.18</td>,\n",
       " <td class=\"point\">9.14</td>,\n",
       " <td class=\"point\">9.10</td>,\n",
       " <td class=\"point\">9.09</td>,\n",
       " <td class=\"point\">9.05</td>,\n",
       " <td class=\"point\">9.05</td>,\n",
       " <td class=\"point\">9.02</td>,\n",
       " <td class=\"point\">9.00</td>,\n",
       " <td class=\"point\">8.99</td>,\n",
       " <td class=\"point\">8.94</td>,\n",
       " <td class=\"point\">8.93</td>,\n",
       " <td class=\"point\">8.91</td>,\n",
       " <td class=\"point\">8.91</td>,\n",
       " <td class=\"point\">8.87</td>,\n",
       " <td class=\"point\">8.86</td>,\n",
       " <td class=\"point\">8.84</td>,\n",
       " <td class=\"point\">8.76</td>,\n",
       " <td class=\"point\">8.76</td>,\n",
       " <td class=\"point\">8.74</td>,\n",
       " <td class=\"point\">8.71</td>,\n",
       " <td class=\"point\">8.62</td>,\n",
       " <td class=\"point\">8.59</td>,\n",
       " <td class=\"point\">8.58</td>,\n",
       " <td class=\"point\">8.49</td>,\n",
       " <td class=\"point\">8.47</td>,\n",
       " <td class=\"point\">8.47</td>,\n",
       " <td class=\"point\">8.39</td>,\n",
       " <td class=\"point\">8.34</td>,\n",
       " <td class=\"point\">8.31</td>,\n",
       " <td class=\"point\">8.14</td>,\n",
       " <td class=\"point\">7.97</td>,\n",
       " <td class=\"point\">7.84</td>,\n",
       " <td class=\"point\">7.71</td>,\n",
       " <td class=\"point\">7.40</td>,\n",
       " <td class=\"point\">7.26</td>,\n",
       " <td class=\"point\">7.03</td>,\n",
       " <td class=\"point\">6.60</td>,\n",
       " <td class=\"point\">6.09</td>,\n",
       " <td class=\"point\">5.17</td>,\n",
       " <td class=\"point\">4.95</td>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('td', 'point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(soup.find_all('td', 'point'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'9.32'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('td', 'point')[0].string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['다크 나이트',\n",
       " '킹 오브 프리즘 프라이드 더 히어로',\n",
       " '킹 오브 프리즘',\n",
       " '오즈의 마법사',\n",
       " '내 사랑',\n",
       " '서서평, 천천히 평온하게',\n",
       " '로보캅',\n",
       " '플립',\n",
       " '명탐정 코난:진홍의 연가',\n",
       " '헤드윅',\n",
       " '댄서',\n",
       " '이터널 선샤인',\n",
       " '샤인',\n",
       " '올드보이',\n",
       " '어네스트와 셀레스틴',\n",
       " '기쿠지로의 여름',\n",
       " '파도가 지나간 자리',\n",
       " '택시운전사',\n",
       " '눈길',\n",
       " '노무현입니다',\n",
       " '스타쉽 트루퍼스',\n",
       " '파이트 클럽',\n",
       " '청원',\n",
       " '토탈 리콜',\n",
       " '극장판 짱구는 못말려 : 습격!! 외계인 덩덩이',\n",
       " '연애담',\n",
       " '너의 이름은.',\n",
       " '슈퍼배드 3',\n",
       " '꿈의 제인',\n",
       " '심야식당2',\n",
       " '라라랜드',\n",
       " '카3: 새로운 도전',\n",
       " '오두막',\n",
       " '스파이더맨: 홈커밍',\n",
       " '옥자',\n",
       " '500일의 썸머',\n",
       " '복수는 나의 것',\n",
       " '덩케르크',\n",
       " '예수는 역사다',\n",
       " '매치 포인트',\n",
       " '7번째 내가 죽던 날',\n",
       " '위시 어폰',\n",
       " '47 미터',\n",
       " '친절한 금자씨',\n",
       " '송 투 송',\n",
       " '그 후',\n",
       " '박쥐',\n",
       " '싸이보그지만 괜찮아',\n",
       " '군함도']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_name = [soup.find_all('div', 'tit5')[n].a.string for n in range(0, 49)]\n",
    "movie_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['9.32',\n",
       " '9.28',\n",
       " '9.25',\n",
       " '9.23',\n",
       " '9.23',\n",
       " '9.23',\n",
       " '9.21',\n",
       " '9.20',\n",
       " '9.18',\n",
       " '9.18',\n",
       " '9.14',\n",
       " '9.10',\n",
       " '9.09',\n",
       " '9.05',\n",
       " '9.05',\n",
       " '9.02',\n",
       " '9.00',\n",
       " '8.99',\n",
       " '8.94',\n",
       " '8.93',\n",
       " '8.91',\n",
       " '8.91',\n",
       " '8.87',\n",
       " '8.86',\n",
       " '8.84',\n",
       " '8.76',\n",
       " '8.76',\n",
       " '8.74',\n",
       " '8.71',\n",
       " '8.62',\n",
       " '8.59',\n",
       " '8.58',\n",
       " '8.49',\n",
       " '8.47',\n",
       " '8.47',\n",
       " '8.39',\n",
       " '8.34',\n",
       " '8.31',\n",
       " '8.14',\n",
       " '7.97',\n",
       " '7.84',\n",
       " '7.71',\n",
       " '7.40',\n",
       " '7.26',\n",
       " '7.03',\n",
       " '6.60',\n",
       " '6.09',\n",
       " '5.17',\n",
       " '4.95']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_point = [soup.find_all('td', 'point')[n].string for n in range(0, 49)]\n",
    "movie_point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2017-05-01', '2017-05-02', '2017-05-03', '2017-05-04',\n",
       "               '2017-05-05', '2017-05-06', '2017-05-07', '2017-05-08',\n",
       "               '2017-05-09', '2017-05-10', '2017-05-11', '2017-05-12',\n",
       "               '2017-05-13', '2017-05-14', '2017-05-15', '2017-05-16',\n",
       "               '2017-05-17', '2017-05-18', '2017-05-19', '2017-05-20',\n",
       "               '2017-05-21', '2017-05-22', '2017-05-23', '2017-05-24',\n",
       "               '2017-05-25', '2017-05-26', '2017-05-27', '2017-05-28',\n",
       "               '2017-05-29', '2017-05-30', '2017-05-31', '2017-06-01',\n",
       "               '2017-06-02', '2017-06-03', '2017-06-04', '2017-06-05',\n",
       "               '2017-06-06', '2017-06-07', '2017-06-08', '2017-06-09',\n",
       "               '2017-06-10', '2017-06-11', '2017-06-12', '2017-06-13',\n",
       "               '2017-06-14', '2017-06-15', '2017-06-16', '2017-06-17',\n",
       "               '2017-06-18', '2017-06-19', '2017-06-20', '2017-06-21',\n",
       "               '2017-06-22', '2017-06-23', '2017-06-24', '2017-06-25',\n",
       "               '2017-06-26', '2017-06-27', '2017-06-28', '2017-06-29',\n",
       "               '2017-06-30', '2017-07-01', '2017-07-02', '2017-07-03',\n",
       "               '2017-07-04', '2017-07-05', '2017-07-06', '2017-07-07',\n",
       "               '2017-07-08', '2017-07-09', '2017-07-10', '2017-07-11',\n",
       "               '2017-07-12', '2017-07-13', '2017-07-14', '2017-07-15',\n",
       "               '2017-07-16', '2017-07-17', '2017-07-18', '2017-07-19',\n",
       "               '2017-07-20', '2017-07-21', '2017-07-22', '2017-07-23',\n",
       "               '2017-07-24', '2017-07-25', '2017-07-26', '2017-07-27',\n",
       "               '2017-07-28', '2017-07-29', '2017-07-30', '2017-07-31',\n",
       "               '2017-08-01', '2017-08-02', '2017-08-03', '2017-08-04',\n",
       "               '2017-08-05', '2017-08-06', '2017-08-07', '2017-08-08'],\n",
       "              dtype='datetime64[ns]', freq='D')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date = pd.date_range('2017-5-1', periods=100, freq='D')\n",
    "date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "15093dde73f14741ac9474ad628849f7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>HBox</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "HBox(children=(IntProgress(value=0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import urllib\n",
    "from tqdm import tqdm_notebook\n",
    "\n",
    "movie_date = []\n",
    "movie_name = []\n",
    "movie_point = []\n",
    "\n",
    "for today in tqdm_notebook(date):\n",
    "    html = \"http://movie.naver.com/\" + \\\n",
    "                                    \"movie/sdb/rank/rmovie.nhn?sel=cur&date={date}\"\n",
    "    response = urlopen(html.format(date=\n",
    "                                   urllib.parse.quote(today.strftime('%Y%m%d'))))\n",
    "    soup = BeautifulSoup(response, \"html.parser\")\n",
    "    \n",
    "    end = len(soup.find_all('td', 'point'))\n",
    "    \n",
    "    movie_date.extend([today for n in range(0, end)])\n",
    "    movie_name.extend([soup.find_all('div', 'tit5')[n].a.string for n in range(0, end)])\n",
    "    movie_point.extend([soup.find_all('td', 'point')[n].string for n in range(0, end)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4723, 4723, 4723)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(movie_date), len(movie_name), len(movie_point)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>date</th>\n",
       "      <th>name</th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>히든 피겨스</td>\n",
       "      <td>9.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>사운드 오브 뮤직</td>\n",
       "      <td>9.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>시네마 천국</td>\n",
       "      <td>9.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>미스 슬로운</td>\n",
       "      <td>9.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>잉여들의 히치하이킹</td>\n",
       "      <td>9.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date        name point\n",
       "0 2017-05-01      히든 피겨스  9.38\n",
       "1 2017-05-01   사운드 오브 뮤직  9.36\n",
       "2 2017-05-01      시네마 천국  9.29\n",
       "3 2017-05-01      미스 슬로운  9.26\n",
       "4 2017-05-01  잉여들의 히치하이킹  9.25"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie = pd.DataFrame({'date':movie_date, 'name':movie_name, \n",
    "                                      'point':movie_point})\n",
    "movie.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4723 entries, 0 to 4722\n",
      "Data columns (total 3 columns):\n",
      "date     4723 non-null datetime64[ns]\n",
      "name     4723 non-null object\n",
      "point    4723 non-null object\n",
      "dtypes: datetime64[ns](1), object(2)\n",
      "memory usage: 110.8+ KB\n"
     ]
    }
   ],
   "source": [
    "movie.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4723 entries, 0 to 4722\n",
      "Data columns (total 3 columns):\n",
      "date     4723 non-null datetime64[ns]\n",
      "name     4723 non-null object\n",
      "point    4723 non-null float64\n",
      "dtypes: datetime64[ns](1), float64(1), object(1)\n",
      "memory usage: 110.8+ KB\n"
     ]
    }
   ],
   "source": [
    "movie['point'] = movie['point'].astype(float)\n",
    "movie.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>댄서</th>\n",
       "      <td>914.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서서평, 천천히 평온하게</th>\n",
       "      <td>889.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오두막</th>\n",
       "      <td>861.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>라라랜드</th>\n",
       "      <td>858.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>너의 이름은.</th>\n",
       "      <td>738.42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                point\n",
       "name                 \n",
       "댄서             914.60\n",
       "서서평, 천천히 평온하게  889.64\n",
       "오두막            861.65\n",
       "라라랜드           858.89\n",
       "너의 이름은.        738.42"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "movie_unique = pd.pivot_table(movie, index=['name'], aggfunc=np.sum)\n",
    "movie_best = movie_unique.sort_values(by='point', ascending=False)\n",
    "movie_best.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>name</th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>2017-05-25</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>2017-05-26</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>2017-05-27</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340</th>\n",
       "      <td>2017-05-29</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1381</th>\n",
       "      <td>2017-05-30</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>2017-05-31</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1515</th>\n",
       "      <td>2017-06-02</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1565</th>\n",
       "      <td>2017-06-03</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1609</th>\n",
       "      <td>2017-06-04</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1652</th>\n",
       "      <td>2017-06-05</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1697</th>\n",
       "      <td>2017-06-06</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1745</th>\n",
       "      <td>2017-06-07</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1794</th>\n",
       "      <td>2017-06-08</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>2017-06-09</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1894</th>\n",
       "      <td>2017-06-10</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1944</th>\n",
       "      <td>2017-06-11</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>2017-06-12</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2041</th>\n",
       "      <td>2017-06-13</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2088</th>\n",
       "      <td>2017-06-14</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2133</th>\n",
       "      <td>2017-06-15</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2177</th>\n",
       "      <td>2017-06-16</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2219</th>\n",
       "      <td>2017-06-17</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2260</th>\n",
       "      <td>2017-06-18</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2299</th>\n",
       "      <td>2017-06-19</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>2017-06-20</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2384</th>\n",
       "      <td>2017-06-21</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2431</th>\n",
       "      <td>2017-06-22</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>2017-06-23</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3274</th>\n",
       "      <td>2017-07-10</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3321</th>\n",
       "      <td>2017-07-11</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3371</th>\n",
       "      <td>2017-07-12</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3420</th>\n",
       "      <td>2017-07-13</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3468</th>\n",
       "      <td>2017-07-14</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3514</th>\n",
       "      <td>2017-07-15</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3560</th>\n",
       "      <td>2017-07-16</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3657</th>\n",
       "      <td>2017-07-18</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3707</th>\n",
       "      <td>2017-07-19</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3760</th>\n",
       "      <td>2017-07-20</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3809</th>\n",
       "      <td>2017-07-21</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3859</th>\n",
       "      <td>2017-07-22</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3906</th>\n",
       "      <td>2017-07-23</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3956</th>\n",
       "      <td>2017-07-24</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4006</th>\n",
       "      <td>2017-07-25</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4056</th>\n",
       "      <td>2017-07-26</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4106</th>\n",
       "      <td>2017-07-27</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4154</th>\n",
       "      <td>2017-07-28</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4202</th>\n",
       "      <td>2017-07-29</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4251</th>\n",
       "      <td>2017-07-30</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4301</th>\n",
       "      <td>2017-07-31</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4354</th>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4403</th>\n",
       "      <td>2017-08-02</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4453</th>\n",
       "      <td>2017-08-03</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4501</th>\n",
       "      <td>2017-08-04</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4549</th>\n",
       "      <td>2017-08-05</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4596</th>\n",
       "      <td>2017-08-06</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4642</th>\n",
       "      <td>2017-08-07</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4693</th>\n",
       "      <td>2017-08-08</td>\n",
       "      <td>노무현입니다</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>76 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           date    name  point\n",
       "1162 2017-05-25  노무현입니다   9.20\n",
       "1215 2017-05-26  노무현입니다   8.97\n",
       "1255 2017-05-27  노무현입니다   9.04\n",
       "1298 2017-05-28  노무현입니다   9.04\n",
       "1340 2017-05-29  노무현입니다   9.05\n",
       "1381 2017-05-30  노무현입니다   9.05\n",
       "1424 2017-05-31  노무현입니다   9.03\n",
       "1467 2017-06-01  노무현입니다   9.04\n",
       "1515 2017-06-02  노무현입니다   9.04\n",
       "1565 2017-06-03  노무현입니다   9.02\n",
       "1609 2017-06-04  노무현입니다   9.02\n",
       "1652 2017-06-05  노무현입니다   9.02\n",
       "1697 2017-06-06  노무현입니다   9.02\n",
       "1745 2017-06-07  노무현입니다   9.02\n",
       "1794 2017-06-08  노무현입니다   9.02\n",
       "1844 2017-06-09  노무현입니다   9.01\n",
       "1894 2017-06-10  노무현입니다   9.01\n",
       "1944 2017-06-11  노무현입니다   9.01\n",
       "1993 2017-06-12  노무현입니다   9.01\n",
       "2041 2017-06-13  노무현입니다   9.01\n",
       "2088 2017-06-14  노무현입니다   9.01\n",
       "2133 2017-06-15  노무현입니다   9.01\n",
       "2177 2017-06-16  노무현입니다   9.00\n",
       "2219 2017-06-17  노무현입니다   9.00\n",
       "2260 2017-06-18  노무현입니다   9.00\n",
       "2299 2017-06-19  노무현입니다   8.99\n",
       "2340 2017-06-20  노무현입니다   8.99\n",
       "2384 2017-06-21  노무현입니다   8.99\n",
       "2431 2017-06-22  노무현입니다   8.99\n",
       "2477 2017-06-23  노무현입니다   8.99\n",
       "...         ...     ...    ...\n",
       "3274 2017-07-10  노무현입니다   8.95\n",
       "3321 2017-07-11  노무현입니다   8.95\n",
       "3371 2017-07-12  노무현입니다   8.95\n",
       "3420 2017-07-13  노무현입니다   8.95\n",
       "3468 2017-07-14  노무현입니다   8.95\n",
       "3514 2017-07-15  노무현입니다   8.95\n",
       "3560 2017-07-16  노무현입니다   8.94\n",
       "3609 2017-07-17  노무현입니다   8.94\n",
       "3657 2017-07-18  노무현입니다   8.94\n",
       "3707 2017-07-19  노무현입니다   8.94\n",
       "3760 2017-07-20  노무현입니다   8.94\n",
       "3809 2017-07-21  노무현입니다   8.94\n",
       "3859 2017-07-22  노무현입니다   8.94\n",
       "3906 2017-07-23  노무현입니다   8.94\n",
       "3956 2017-07-24  노무현입니다   8.94\n",
       "4006 2017-07-25  노무현입니다   8.94\n",
       "4056 2017-07-26  노무현입니다   8.94\n",
       "4106 2017-07-27  노무현입니다   8.94\n",
       "4154 2017-07-28  노무현입니다   8.94\n",
       "4202 2017-07-29  노무현입니다   8.93\n",
       "4251 2017-07-30  노무현입니다   8.93\n",
       "4301 2017-07-31  노무현입니다   8.93\n",
       "4354 2017-08-01  노무현입니다   8.93\n",
       "4403 2017-08-02  노무현입니다   8.93\n",
       "4453 2017-08-03  노무현입니다   8.93\n",
       "4501 2017-08-04  노무현입니다   8.93\n",
       "4549 2017-08-05  노무현입니다   8.93\n",
       "4596 2017-08-06  노무현입니다   8.93\n",
       "4642 2017-08-07  노무현입니다   8.93\n",
       "4693 2017-08-08  노무현입니다   8.93\n",
       "\n",
       "[76 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp = movie.query('name == [\"노무현입니다\"]')\n",
    "tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116d08128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(tmp['date'], tmp['point'])\n",
    "plt.legend(loc='best')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>point</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>댄서</th>\n",
       "      <td>914.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서서평, 천천히 평온하게</th>\n",
       "      <td>889.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오두막</th>\n",
       "      <td>861.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>라라랜드</th>\n",
       "      <td>858.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>너의 이름은.</th>\n",
       "      <td>738.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>노무현입니다</th>\n",
       "      <td>682.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>보스 베이비</th>\n",
       "      <td>644.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>겟 아웃</th>\n",
       "      <td>630.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기쿠지로의 여름</th>\n",
       "      <td>613.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에이리언: 커버넌트</th>\n",
       "      <td>599.67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                point\n",
       "name                 \n",
       "댄서             914.60\n",
       "서서평, 천천히 평온하게  889.64\n",
       "오두막            861.65\n",
       "라라랜드           858.89\n",
       "너의 이름은.        738.42\n",
       "노무현입니다         682.24\n",
       "보스 베이비         644.21\n",
       "겟 아웃           630.62\n",
       "기쿠지로의 여름       613.43\n",
       "에이리언: 커버넌트     599.67"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_best.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 영화별 날짜 변화에 따른 평점 변화 확인하기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
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       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"21\" halign=\"left\">point</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th>10분</th>\n",
       "      <th>47 미터</th>\n",
       "      <th>500일의 썸머</th>\n",
       "      <th>7년-그들이 없는 언론</th>\n",
       "      <th>7번째 내가 죽던 날</th>\n",
       "      <th>7인의 사무라이</th>\n",
       "      <th>8 마일</th>\n",
       "      <th>가디언즈 오브 갤럭시</th>\n",
       "      <th>가디언즈 오브 갤럭시 VOL. 2</th>\n",
       "      <th>겟 아웃</th>\n",
       "      <th>...</th>\n",
       "      <th>하울의 움직이는 성</th>\n",
       "      <th>하이큐!! 끝과 시작</th>\n",
       "      <th>한공주</th>\n",
       "      <th>해리가 샐리를 만났을 때</th>\n",
       "      <th>핵소 고지</th>\n",
       "      <th>행복 목욕탕</th>\n",
       "      <th>헤드윅</th>\n",
       "      <th>환상의 빛</th>\n",
       "      <th>흑집사 : 북 오브 더 아틀란틱</th>\n",
       "      <th>히든 피겨스</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-05-01</th>\n",
       "      <td>8.89</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>8.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.78</td>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.20</td>\n",
       "      <td>9.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-02</th>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.78</td>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.21</td>\n",
       "      <td>9.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-03</th>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.78</td>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.22</td>\n",
       "      <td>9.38</td>\n",
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       "    <tr>\n",
       "      <th>2017-05-04</th>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>9.38</td>\n",
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       "    <tr>\n",
       "      <th>2017-05-05</th>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>9.37</td>\n",
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       "<p>5 rows × 204 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           point                                                        \\\n",
       "name         10분 47 미터 500일의 썸머 7년-그들이 없는 언론 7번째 내가 죽던 날 7인의 사무라이 8 마일   \n",
       "date                                                                     \n",
       "2017-05-01  8.89   NaN      NaN          NaN         NaN      NaN  NaN   \n",
       "2017-05-02  8.89   NaN      NaN          NaN         NaN      NaN  NaN   \n",
       "2017-05-03  8.89   NaN      NaN          NaN         NaN      NaN  NaN   \n",
       "2017-05-04  8.89   NaN      NaN          NaN         NaN      NaN  NaN   \n",
       "2017-05-05  8.89   NaN      NaN          NaN         NaN      NaN  NaN   \n",
       "\n",
       "                                                ...                           \\\n",
       "name       가디언즈 오브 갤럭시 가디언즈 오브 갤럭시 VOL. 2 겟 아웃  ...   하울의 움직이는 성 하이큐!! 끝과 시작   \n",
       "date                                            ...                            \n",
       "2017-05-01        8.56                NaN  NaN  ...          NaN         NaN   \n",
       "2017-05-02        8.56                NaN  NaN  ...          NaN         NaN   \n",
       "2017-05-03         NaN               9.22  NaN  ...          NaN         NaN   \n",
       "2017-05-04         NaN               9.15  NaN  ...          NaN         NaN   \n",
       "2017-05-05         NaN               9.08  NaN  ...          NaN         NaN   \n",
       "\n",
       "                                                                                \n",
       "name         한공주 해리가 샐리를 만났을 때 핵소 고지 행복 목욕탕 헤드윅 환상의 빛 흑집사 : 북 오브 더 아틀란틱 히든 피겨스  \n",
       "date                                                                            \n",
       "2017-05-01  8.78          8.89   NaN   8.70 NaN   NaN              9.20   9.38  \n",
       "2017-05-02  8.78          8.89   NaN   8.68 NaN   NaN              9.21   9.37  \n",
       "2017-05-03  8.78          8.89   NaN   8.70 NaN   NaN              9.22   9.38  \n",
       "2017-05-04  8.78           NaN   NaN   8.67 NaN   NaN              9.23   9.38  \n",
       "2017-05-05  8.78           NaN   NaN   8.69 NaN   NaN              9.24   9.37  \n",
       "\n",
       "[5 rows x 204 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_pivot = pd.pivot_table(movie, index=[\"date\"], columns=['name'], \n",
    "                                         values=['point'])\n",
    "movie_pivot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "movie_pivot.columns = movie_pivot.columns.droplevel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.21</td>\n",
       "      <td>9.37</td>\n",
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       "    <tr>\n",
       "      <th>2017-05-03</th>\n",
       "      <td>8.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2017-05-04</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>9.08</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>8.69</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "name         10분  47 미터  500일의 썸머  7년-그들이 없는 언론  7번째 내가 죽던 날  7인의 사무라이  8 마일  \\\n",
       "date                                                                           \n",
       "2017-05-01  8.89    NaN       NaN           NaN          NaN       NaN   NaN   \n",
       "2017-05-02  8.89    NaN       NaN           NaN          NaN       NaN   NaN   \n",
       "2017-05-03  8.89    NaN       NaN           NaN          NaN       NaN   NaN   \n",
       "2017-05-04  8.89    NaN       NaN           NaN          NaN       NaN   NaN   \n",
       "2017-05-05  8.89    NaN       NaN           NaN          NaN       NaN   NaN   \n",
       "\n",
       "name        가디언즈 오브 갤럭시  가디언즈 오브 갤럭시 VOL. 2  겟 아웃   ...    하울의 움직이는 성  \\\n",
       "date                                                ...                 \n",
       "2017-05-01         8.56                 NaN   NaN   ...           NaN   \n",
       "2017-05-02         8.56                 NaN   NaN   ...           NaN   \n",
       "2017-05-03          NaN                9.22   NaN   ...           NaN   \n",
       "2017-05-04          NaN                9.15   NaN   ...           NaN   \n",
       "2017-05-05          NaN                9.08   NaN   ...           NaN   \n",
       "\n",
       "name        하이큐!! 끝과 시작   한공주  해리가 샐리를 만났을 때  핵소 고지  행복 목욕탕  헤드윅  환상의 빛  \\\n",
       "date                                                                      \n",
       "2017-05-01          NaN  8.78           8.89    NaN    8.70  NaN    NaN   \n",
       "2017-05-02          NaN  8.78           8.89    NaN    8.68  NaN    NaN   \n",
       "2017-05-03          NaN  8.78           8.89    NaN    8.70  NaN    NaN   \n",
       "2017-05-04          NaN  8.78            NaN    NaN    8.67  NaN    NaN   \n",
       "2017-05-05          NaN  8.78            NaN    NaN    8.69  NaN    NaN   \n",
       "\n",
       "name        흑집사 : 북 오브 더 아틀란틱  히든 피겨스  \n",
       "date                                   \n",
       "2017-05-01               9.20    9.38  \n",
       "2017-05-02               9.21    9.37  \n",
       "2017-05-03               9.22    9.38  \n",
       "2017-05-04               9.23    9.38  \n",
       "2017-05-05               9.24    9.37  \n",
       "\n",
       "[5 rows x 204 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_pivot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import platform\n",
    "from matplotlib import font_manager, rc\n",
    "\n",
    "path = \"c:/Windows/Fonts/malgun.ttf\"\n",
    "if platform.system() == 'Darwin':\n",
    "    rc('font', family='AppleGothic')\n",
    "elif platform.system() == 'Windows':\n",
    "    font_name = font_manager.FontProperties(fname=path).get_name()\n",
    "    rc('font', family=font_name)\n",
    "else:\n",
    "    print('Unknown system... sorry~~~~') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120cd4a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_col = ['군함도', '노무현입니다', '택시운전사', '다크 나이트']\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(movie_pivot[target_col])\n",
    "plt.legend(target_col, loc='best')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}