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HyeongWookKim/Ch 3-2. 네이버 영화 평점 분석.ipynb

Created May 28, 2020 05:17
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[Ch 3-2. 네이버 영화 평점 분석] from "파이썬으로 데이터 주무르기(민형기 지음)"
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Ch 3-2. 네이버 영화 평점 분석.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3-2 장. 네이버 영화 평점 분석\n",
"<분석 목적>\n",
"- 네이버 영화 평점을 기준으로 영화의 평점 변화를 확인해 볼 것이다\n",
" - 즉, 영화별 날짜 변화에 따른 평점 변화를 확인해보려 한다\n",
"\n",
"<네이버 영화 평점 사이트 설명>\n",
"- 네이버에서 영화 평점을 보여주는 사이트\n",
"- 인기 있는 영화를 알아볼 수도 있고, 지난 날짜의 인기도 확인할 수 있다\n",
" - *영화 평점순으로 정렬되어 있는 정보가 나와있는 사이트* : https://movie.naver.com/movie/sdb/rank/rmovie.nhn?sel=cur&date=20170806"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**영화 평점순으로 정렬되어 있는 정보가 나와있는 사이트 URL 읽어오기**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:55.312850Z",
"start_time": "2020-05-28T05:13:54.650341Z"
}
},
"outputs": [],
"source": [
"from bs4 import BeautifulSoup \n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:55.694439Z",
"start_time": "2020-05-28T05:13:55.319768Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"\n",
"<!DOCTYPE html>\n",
"\n",
"<html lang=\"ko\">\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=20170806\" 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?20200515112157\" rel=\"stylesheet\" type=\"text/css\"/>\n",
"<link href=\"/common/css/common.css?20200515112157\" rel=\"stylesheet\" type=\"text/css\"/>\n",
"<link href=\"/common/css/layout.css?20200515112157\" rel=\"stylesheet\" type=\"text/css\"/>\n",
"<link href=\"/common/css/old_default.css?20200515112157\" rel=\"stylesheet\" type=\"text/css\"/>\n",
"<link href=\"/common/css/old_layout.css?20200515112157\" rel=\"stylesheet\" type=\"text/css\"/>\n",
"<link href=\"/common/css/old_common.css?20200515112157\" rel=\"stylesheet\" type=\"text/css\"/>\n",
"<link href=\"/common/css/old_super_db.css?20200515112157\" 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%3D20170806';\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\"><strong>평점</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",
"</ul>\n",
"</li>\n",
"<li>\n",
"<a class=\"menu08\" href=\"http://serieson.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 UP\"><strong>인디극장 UP</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",
"</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=20170806\"><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=20170806\"><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=20170806\"><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\">2017.08.06 <a href=\"rmovie.nhn?sel=cur&amp;tg=0&amp;date=20170805\"><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=20170807\"><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\">\n",
"<caption class=\"blind\">랭킹 테이블</caption>\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:92.70000457763672%\"><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\">9.27</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=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:92.39999771118164%\"><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\">9.24</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\">2</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=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=\"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=\"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=\"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=\"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=\"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=\"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=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>\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=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=\"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><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=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=\"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=\"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=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:91.00000381469727%\"><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=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=\"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=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:90.79999923706055%\"><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\">9.08</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\">2</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=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=\"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=\"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=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=\"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=\"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=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=\"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=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=\"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=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>\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=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=\"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><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:88.99999618530273%\"><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\">8.90</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=\"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=\"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=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=\"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=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=\"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=\"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=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:88.29999923706055%\"><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\">8.83</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=\"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=\"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=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=\"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=\"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:87.5%\"><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\">8.75</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=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:87.29999542236328%\"><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\">8.73</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=\"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=\"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=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:86.99999809265137%\"><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\">8.70</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=\"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=\"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=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=\"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=\"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=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><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=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=\"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=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:84.79999542236328%\"><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\">8.48</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=\"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=\"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=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:84.79999542236328%\"><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\">8.48</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=\"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=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=\"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=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=\"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=\"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=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=\"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=\"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=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:83.19999694824219%\"><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\">8.32</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=\"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=\"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=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:81.19999885559082%\"><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\">8.12</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=\"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=\"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=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>\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=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><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=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:73.89999866485596%\"><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\">7.39</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=\"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=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=\"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=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:69.6999979019165%\"><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\">6.97</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=\"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=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:65.9000015258789%\"><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\">6.59</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=\"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=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=\"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=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=\"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=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:50.0%\"><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\">5.00</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=\"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=\"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>2017.08.06</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",
"<ul class=\"r_ranking\">\n",
"<li class=\"ranking01\">\n",
"<a class=\"b\" href=\"/movie/bi/mi/basic.nhn?code=193804\" onclick=\"clickcr(this,'pop.list','193804','1',event);\" title=\"프리즌 이스케이프\"><span class=\"blind\">1위</span>프리즌 이스케이프</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"순위 변동 없음\" 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=188790\" onclick=\"clickcr(this,'pop.list','188790','2',event);\" title=\"더 플랫폼\"><span class=\"blind\">2위</span>더 플랫폼</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"순위 변동 없음\" 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/mi/basic.nhn?code=185285\" onclick=\"clickcr(this,'pop.list','185285','3',event);\" title=\"카페 벨에포크\"><span class=\"blind\">3위</span>카페 벨에포크</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"순위 상승\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/>1</span>\n",
"<li class=\"ranking04\">\n",
"<a href=\"/movie/bi/mi/basic.nhn?code=106360\" onclick=\"clickcr(this,'pop.list','106360','4',event);\" title=\"위대한 쇼맨\"><span class=\"blind\">4위</span>위대한 쇼맨</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"순위 상승\" 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/mi/basic.nhn?code=193801\" onclick=\"clickcr(this,'pop.list','193801','5',event);\" title=\"범털\"><span class=\"blind\">5위</span>범털</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"순위 상승\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif\" width=\"7\"/>1</span>\n",
"</li></li></li></li></li></ul>\n",
"<!--[D] 더보기 위치 이동 -->\n",
"<a class=\"more\" href=\"/movie/sdb/rank/rmovie.nhn\" onclick=\"clickcr(this,'pop.more','','',event);\">더보기</a>\n",
"<p class=\"term\">2020.05.27</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",
"<ul class=\"r_ranking\">\n",
"<li class=\"ranking01\">\n",
"<a class=\"b\" href=\"/movie/bi/pi/basic.nhn?st=1&amp;code=1640\" onclick=\"clickcr(this,'peo.list','1640','1',event);\" title=\"우디 앨런\"><span class=\"blind\">1위</span>우디 앨런</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"\" 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=4323\" onclick=\"clickcr(this,'peo.list','4323','2',event);\" title=\"다니엘 래드클리프\"><span class=\"blind\">2위</span>다니엘 래드클리프</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"\" 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=236063\" onclick=\"clickcr(this,'peo.list','236063','3',event);\" title=\"신현빈\"><span class=\"blind\">3위</span>신현빈</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"\" 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=43284\" onclick=\"clickcr(this,'peo.list','43284','4',event);\" title=\"마동석\"><span class=\"blind\">4위</span>마동석</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/>0</span>\n",
"<li class=\"ranking05\">\n",
"<a href=\"/movie/bi/pi/basic.nhn?st=1&amp;code=350759\" onclick=\"clickcr(this,'peo.list','350759','5',event);\" title=\"티모시 샬라메\"><span class=\"blind\">5위</span>티모시 샬라메</a>\n",
"<span class=\"rank\">\n",
"<img alt=\"\" height=\"10\" src=\"https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif\" width=\"7\"/>0</span>\n",
"</li></li></li></li></li></ul>\n",
"<a class=\"more\" href=\"/movie/sdb/rank/rpeople.nhn\" onclick=\"clickcr(this,'peo.more','','',event);\">더보기</a>\n",
"<p class=\"term\">2020.05.27</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",
"<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=106360\" onclick=\"clickcr(this,'tck.list','106360','1',event);\" title=\"위대한 쇼맨\"><span class=\"blind\">1위</span>위대한 쇼맨</a><span class=\"ratio check\">16.65%</span></li>\n",
"<li class=\"ranking02\"><a href=\"/movie/bi/mi/basic.nhn?code=160437\" onclick=\"clickcr(this,'tck.list','160437','2',event);\" title=\"언더워터\"><span class=\"blind\">2위</span>언더워터</a> <span class=\"ratio\">16.57%</span></li>\n",
"<li class=\"ranking03\"><a href=\"/movie/bi/mi/basic.nhn?code=193804\" onclick=\"clickcr(this,'tck.list','193804','3',event);\" title=\"프리즌 이스케이프\"><span class=\"blind\">3위</span>프리즌 이스케이프</a> <span class=\"ratio\">12.4%</span></li>\n",
"<li class=\"ranking04\"><a href=\"/movie/bi/mi/basic.nhn?code=185285\" onclick=\"clickcr(this,'tck.list','185285','4',event);\" title=\"카페 벨에포크\"><span class=\"blind\">4위</span>카페 벨에포크</a> <span class=\"ratio\">8.37%</span></li>\n",
"<li class=\"ranking05\"><a href=\"/movie/bi/mi/basic.nhn?code=192623\" onclick=\"clickcr(this,'tck.list','192623','5',event);\" title=\"미스비헤이비어\"><span class=\"blind\">5위</span>미스비헤이비어</a> <span class=\"ratio\">5.5%</span></li>\n",
"</ul>\n",
"<a class=\"more\" href=\"/movie/sdb/rank/rreserve.nhn\" id=\"ticketRankLink\" onclick=\"clickcr(this,'tck.more','','',event);\">더보기</a>\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\">2020.05.28</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",
"<ul class=\"r_ranking box\">\n",
"<li class=\"ranking01\"><a class=\"b\" href=\"/movie/bi/mi/basic.nhn?code=106360\" onclick=\"clickcr(this,'box.list','106360','1',event);\" title=\"위대한 쇼맨\"><span class=\"blind\">1위</span>위대한 쇼맨</a> <span \"=\"\" class=\"ratio check\"><em>40968</em> 명</span></li>\n",
"<li class=\"ranking02\"><a href=\"/movie/bi/mi/basic.nhn?code=193804\" onclick=\"clickcr(this,'box.list','193804','2',event);\" title=\"프리즌 이스케이프\"><span class=\"blind\">2위</span>프리즌 이스케이프</a> <span class=\"ratio\"><em>36783</em> 명</span></li>\n",
"<li class=\"ranking03\"><a href=\"/movie/bi/mi/basic.nhn?code=185285\" onclick=\"clickcr(this,'box.list','185285','3',event);\" title=\"카페 벨에포크\"><span class=\"blind\">3위</span>카페 벨에포크</a> <span class=\"ratio\"><em>16301</em> 명</span></li>\n",
"<li class=\"ranking04\"><a href=\"/movie/bi/mi/basic.nhn?code=188790\" onclick=\"clickcr(this,'box.list','188790','4',event);\" title=\"더 플랫폼\"><span class=\"blind\">4위</span>더 플랫폼</a> <span class=\"ratio\"><em>11589</em> 명</span></li>\n",
"<li class=\"ranking05\"><a href=\"/movie/bi/mi/basic.nhn?code=193806\" onclick=\"clickcr(this,'box.list','193806','5',event);\" title=\"킬러의 보디가드 무삭제 특별판\"><span class=\"blind\">5위</span>킬러의 보디가드 무삭제 특별판</a> <span class=\"ratio\"><em>7264</em> 명</span></li>\n",
"</ul>\n",
"<a class=\"more\" href=\"/movie/sdb/rank/rboxoffice.nhn\" onclick=\"clickcr(this,'box.more','','',event);\">더보기</a>\n",
"<div class=\"term_1\"><span class=\"cnt\">주말관객 기준</span><div class=\"date\">20200522-20200524</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=\"_blank\">이용약관</a></li>\n",
"<li><a href=\"http://www.naver.com/rules/privacy.html\" onclick=\"clickcr(this, 'fot.privacy', '', '', event);\" target=\"_blank\"><strong>개인정보처리방침</strong></a></li>\n",
"<li><a href=\"http://www.naver.com/rules/disclaimer.html\" onclick=\"clickcr(this, 'fot.disclaimer', '', '', event);\" target=\"_blank\">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=\"_blank\">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 = \"20200528141354\";\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?20200515112157\" type=\"text/javascript\"></script>\n",
"<script charset=\"UTF-8\" src=\"/common/js/lib/LNB.js?20200515112157\" type=\"text/javascript\"></script>\n",
"<script charset=\"UTF-8\" src=\"/common/js/lib/Search.js?20200515112157\" 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=20170806\"\n",
"\n",
"page = urlopen(url_base + url_syb)\n",
"\n",
"soup = BeautifulSoup(page, \"html.parser\")\n",
"soup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**영화 평점순으로 정렬되어 있는 정보가 나와있는 사이트에서 \"영화 제목\" 부분의 태그를 확인해서 찾기**\n",
"- 확인해보면, ```div 태그```에 ```tit5``` class 인 것을 알 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:55.720366Z",
"start_time": "2020-05-28T05:13:55.697428Z"
}
},
"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>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=152160\" title=\"킹 오브 프리즘\">킹 오브 프리즘</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=154437\" title=\"내 사랑\">내 사랑</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=10448\" title=\"오즈의 마법사\">오즈의 마법사</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=10217\" title=\"로보캅\">로보캅</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=76309\" title=\"플립\">플립</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=31827\" title=\"헤드윅\">헤드윅</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=153621\" title=\"댄서\">댄서</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=38444\" title=\"이터널 선샤인\">이터널 선샤인</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=17970\" title=\"샤인\">샤인</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=146469\" title=\"택시운전사\">택시운전사</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=36944\" title=\"올드보이\">올드보이</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=95767\" title=\"어네스트와 셀레스틴\">어네스트와 셀레스틴</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=27350\" title=\"기쿠지로의 여름\">기쿠지로의 여름</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=162173\" title=\"노무현입니다\">노무현입니다</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=27260\" title=\"파이트 클럽\">파이트 클럽</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=18682\" title=\"스타쉽 트루퍼스\">스타쉽 트루퍼스</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=80774\" title=\"청원\">청원</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=10800\" title=\"토탈 리콜\">토탈 리콜</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=150198\" title=\"너의 이름은.\">너의 이름은.</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=149481\" title=\"연애담\">연애담</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=132626\" title=\"슈퍼배드 3\">슈퍼배드 3</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=154980\" title=\"꿈의 제인\">꿈의 제인</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=156091\" title=\"심야식당2\">심야식당2</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=134963\" title=\"라라랜드\">라라랜드</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=125447\" title=\"오두막\">오두막</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=135874\" title=\"스파이더맨: 홈커밍\">스파이더맨: 홈커밍</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=143435\" title=\"옥자\">옥자</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=53152\" title=\"500일의 썸머\">500일의 썸머</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=146480\" title=\"덩케르크\">덩케르크</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=158910\" title=\"예수는 역사다\">예수는 역사다</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=40932\" title=\"매치 포인트\">매치 포인트</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=152616\" title=\"47 미터\">47 미터</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=38766\" title=\"친절한 금자씨\">친절한 금자씨</a>\n",
" </div>,\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",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=162956\" title=\"그 후\">그 후</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=59845\" title=\"박쥐\">박쥐</a>\n",
" </div>,\n",
" <div class=\"tit5\">\n",
" <a href=\"/movie/bi/mi/basic.nhn?code=57675\" title=\"싸이보그지만 괜찮아\">싸이보그지만 괜찮아</a>\n",
" </div>,\n",
" <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": "markdown",
"metadata": {},
"source": [
"- 예시로 일단 하나의 영화 제목만 뽑아내보기"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:55.740313Z",
"start_time": "2020-05-28T05:13:55.723358Z"
}
},
"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": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:55.759263Z",
"start_time": "2020-05-28T05:13:55.742307Z"
}
},
"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": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:55.780205Z",
"start_time": "2020-05-28T05:13:55.762255Z"
}
},
"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": "markdown",
"metadata": {},
"source": [
"- 이제 47개의 영화 제목에 대해서 위의 작업을 수행해주기!!"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:56.227014Z",
"start_time": "2020-05-28T05:13:55.782200Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['다크 나이트',\n",
" '킹 오브 프리즘 프라이드 더 히어로',\n",
" '킹 오브 프리즘',\n",
" '내 사랑',\n",
" '오즈의 마법사',\n",
" '서서평, 천천히 평온하게',\n",
" '로보캅',\n",
" '플립',\n",
" '헤드윅',\n",
" '댄서',\n",
" '이터널 선샤인',\n",
" '명탐정 코난:진홍의 연가',\n",
" '샤인',\n",
" '택시운전사',\n",
" '올드보이',\n",
" '어네스트와 셀레스틴',\n",
" '기쿠지로의 여름',\n",
" '파도가 지나간 자리',\n",
" '노무현입니다',\n",
" '파이트 클럽',\n",
" '스타쉽 트루퍼스',\n",
" '청원',\n",
" '토탈 리콜',\n",
" '극장판 짱구는 못말려 : 습격!! 외계인 덩덩이',\n",
" '너의 이름은.',\n",
" '연애담',\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",
" '47 미터',\n",
" '친절한 금자씨',\n",
" '송 투 송',\n",
" '그 후',\n",
" '박쥐',\n",
" '싸이보그지만 괜찮아',\n",
" '군함도']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"movie_name = [soup.find_all('div', 'tit5')[n].a.string for n in range(0, 47)]\n",
"movie_name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**영화의 평점(point) 찾기**\n",
"- 예시로 먼저 하나의 영화 평점을 뽑아내보기"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:56.244963Z",
"start_time": "2020-05-28T05:13:56.231000Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'9.32'"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"soup.find_all('td', 'point')[0].string"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 이제 47개의 영화 평점에 대해 위의 작업을 수행해주기!!"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:56.632306Z",
"start_time": "2020-05-28T05:13:56.247955Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['9.32',\n",
" '9.27',\n",
" '9.25',\n",
" '9.24',\n",
" '9.23',\n",
" '9.23',\n",
" '9.21',\n",
" '9.20',\n",
" '9.18',\n",
" '9.14',\n",
" '9.10',\n",
" '9.10',\n",
" '9.09',\n",
" '9.08',\n",
" '9.05',\n",
" '9.05',\n",
" '9.02',\n",
" '9.00',\n",
" '8.93',\n",
" '8.91',\n",
" '8.90',\n",
" '8.87',\n",
" '8.86',\n",
" '8.83',\n",
" '8.76',\n",
" '8.75',\n",
" '8.73',\n",
" '8.70',\n",
" '8.62',\n",
" '8.59',\n",
" '8.58',\n",
" '8.48',\n",
" '8.48',\n",
" '8.47',\n",
" '8.39',\n",
" '8.34',\n",
" '8.32',\n",
" '8.12',\n",
" '7.97',\n",
" '7.84',\n",
" '7.39',\n",
" '7.26',\n",
" '6.97',\n",
" '6.59',\n",
" '6.09',\n",
" '5.17',\n",
" '5.00']"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"movie_point = [soup.find_all('td', 'point')[n].string for n in range(0, 47)]\n",
"movie_point"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**날짜를 5월 1일부터 100일간으로 정의하고, 해당 날짜의 영화 정보 전체를 찾아오기**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:13:56.645248Z",
"start_time": "2020-05-28T05:13:56.635274Z"
}
},
"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": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"date = pd.date_range('2017-5-1', periods = 100, freq = 'D')\n",
"date"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:41.649566Z",
"start_time": "2020-05-28T05:13:56.648240Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Playdata\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
"Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
" \n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4751a6151804458bb8b2e033e8289151",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0), 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 = [] # 날짜\n",
"movie_name = [] # 영화 제목\n",
"movie_point = [] # 영화 평점\n",
"\n",
"for today in tqdm_notebook(date):\n",
" # {date}라고 해준 이유는 아래의 response 변수에서 {date}를 변수로 취급하고 내용을 바꿀 것이기 때문! \n",
" html = \"http://movie.naver.com/\" + \"movie/sdb/rank/rmovie.nhn?sel=cur&date={date}\"\n",
" \n",
" response = urlopen(html.format(date = urllib.parse.quote(today.strftime('%Y%m%d'))))\n",
" \n",
" soup = BeautifulSoup(response, \"html.parser\")\n",
" \n",
" end = len(soup.find_all('td', 'point')) # 영화 평점의 길이(len): 47\n",
" \n",
" # 날짜\n",
" movie_date.extend([today for n in range(0, end)])\n",
" # 영화 제목\n",
" movie_name.extend([soup.find_all('div', 'tit5')[n].a.string for n in range(0, end)])\n",
" # 영화 평점\n",
" movie_point.extend([soup.find_all('td', 'point')[n].string for n in range(0, end)])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:41.659502Z",
"start_time": "2020-05-28T05:15:41.651523Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(4723, 4723, 4723)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(movie_date), len(movie_name), len(movie_point)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**위에서 작업해준 내용들을 모아서, 하나의 데이터 프레임을 생성**\n",
"- 즉, 날짜별로 영화와 포인트가 저장된 데이터 프레임 생성"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:41.683450Z",
"start_time": "2020-05-28T05:15:41.662495Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\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": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"movie = pd.DataFrame({'date':movie_date, 'name':movie_name, 'point':movie_point})\n",
"movie.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 생성된 데이터 프레임을 살펴보면, point 변수의 데이터 타입이 '숫자형'이 아님을 알 수 있다\n",
"- 따라서 point 변수의 데이터 타입을 'float'형으로 변경해줘야 한다!"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:41.697402Z",
"start_time": "2020-05-28T05:15:41.685433Z"
},
"scrolled": false
},
"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",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 date 4723 non-null datetime64[ns]\n",
" 1 name 4723 non-null object \n",
" 2 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": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:41.714366Z",
"start_time": "2020-05-28T05:15:41.699397Z"
}
},
"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",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 date 4723 non-null datetime64[ns]\n",
" 1 name 4723 non-null object \n",
" 2 point 4723 non-null float64 \n",
"dtypes: datetime64[ns](1), float64(1), object(1)\n",
"memory usage: 110.8+ KB\n"
]
}
],
"source": [
"# point 변수의 타입을 'float'으로 변경\n",
"movie['point'] = movie['point'].astype(float)\n",
"movie.info()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:41.738324Z",
"start_time": "2020-05-28T05:15:41.717346Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: top;\n",
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"\n",
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" 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": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"\n",
"# np.sum 을 사용해서 영화별 점수의 합계를 출력\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": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:41.769209Z",
"start_time": "2020-05-28T05:15:41.741287Z"
}
},
"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>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</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",
"... ... ... ...\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": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 이와 같이, 특정 영화에 대한 정보만 불러올 수도 있다\n",
"tmp = movie.query('name == [\"노무현입니다\"]')\n",
"tmp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**날짜별 평점의 변화를 시각화해서 확인**\n",
"- 앞에서 \"*노무현입니다*\" 라는 영화에 대한 정보를 tmp 에 저장했는데, 이 tmp 데이터를 사용했다\n",
"- 이 영화가 무슨 내용의 영화인지는 모르겠으나, 날짜가 지날수록 평점이 낮아지는 것을 확인할 수 있다 "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:42.265595Z",
"start_time": "2020-05-28T05:15:41.771207Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"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'], label = 'point')\n",
"plt.legend(loc = 'best') # 최적의 범례(legend) 위치를 지정하도록 설정\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**<영화별 날짜 변화에 따른 평점 변화 확인하기>**\n",
"- 날짜별로 영화와 포인트가 저장된 데이터 프레임을 ```pivot_table()``` 을 사용해서 *세로 축* 으로 \"*날짜*\" 를, *가로 축*에 \"*영화 제목*\" 을 넣어주었다"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:42.346344Z",
"start_time": "2020-05-28T05:15:42.267554Z"
},
"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 tr th {\n",
" text-align: left;\n",
" }\n",
"\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",
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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>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",
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" <th>2017-05-02</th>\n",
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" <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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" <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",
" </tr>\n",
" <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",
" <td>9.23</td>\n",
" <td>9.38</td>\n",
" </tr>\n",
" <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",
" <td>9.24</td>\n",
" <td>9.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-04</th>\n",
" <td>NaN</td>\n",
" <td>7.40</td>\n",
" <td>8.39</td>\n",
" <td>NaN</td>\n",
" <td>7.84</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</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>9.18</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-05</th>\n",
" <td>NaN</td>\n",
" <td>7.40</td>\n",
" <td>8.39</td>\n",
" <td>NaN</td>\n",
" <td>7.84</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</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>9.18</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-06</th>\n",
" <td>NaN</td>\n",
" <td>7.39</td>\n",
" <td>8.39</td>\n",
" <td>NaN</td>\n",
" <td>7.84</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</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>9.18</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-07</th>\n",
" <td>NaN</td>\n",
" <td>7.39</td>\n",
" <td>8.39</td>\n",
" <td>NaN</td>\n",
" <td>7.84</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</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>9.18</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-08</th>\n",
" <td>NaN</td>\n",
" <td>7.38</td>\n",
" <td>8.39</td>\n",
" <td>NaN</td>\n",
" <td>7.85</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</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>9.18</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>100 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",
"2017-08-04 NaN 7.40 8.39 NaN 7.84 NaN NaN \n",
"2017-08-05 NaN 7.40 8.39 NaN 7.84 NaN NaN \n",
"2017-08-06 NaN 7.39 8.39 NaN 7.84 NaN NaN \n",
"2017-08-07 NaN 7.39 8.39 NaN 7.84 NaN NaN \n",
"2017-08-08 NaN 7.38 8.39 NaN 7.85 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",
"2017-08-04 NaN NaN NaN ... NaN NaN \n",
"2017-08-05 NaN NaN NaN ... NaN NaN \n",
"2017-08-06 NaN NaN NaN ... NaN NaN \n",
"2017-08-07 NaN NaN NaN ... NaN NaN \n",
"2017-08-08 NaN NaN NaN ... NaN NaN \n",
"\n",
" \\\n",
"name 한공주 해리가 샐리를 만났을 때 핵소 고지 행복 목욕탕 헤드윅 환상의 빛 흑집사 : 북 오브 더 아틀란틱 \n",
"date \n",
"2017-05-01 8.78 8.89 NaN 8.70 NaN NaN 9.20 \n",
"2017-05-02 8.78 8.89 NaN 8.68 NaN NaN 9.21 \n",
"2017-05-03 8.78 8.89 NaN 8.70 NaN NaN 9.22 \n",
"2017-05-04 8.78 NaN NaN 8.67 NaN NaN 9.23 \n",
"2017-05-05 8.78 NaN NaN 8.69 NaN NaN 9.24 \n",
"... ... ... ... ... ... ... ... \n",
"2017-08-04 NaN NaN NaN NaN 9.18 NaN NaN \n",
"2017-08-05 NaN NaN NaN NaN 9.18 NaN NaN \n",
"2017-08-06 NaN NaN NaN NaN 9.18 NaN NaN \n",
"2017-08-07 NaN NaN NaN NaN 9.18 NaN NaN \n",
"2017-08-08 NaN NaN NaN NaN 9.18 NaN NaN \n",
"\n",
" \n",
"name 히든 피겨스 \n",
"date \n",
"2017-05-01 9.38 \n",
"2017-05-02 9.37 \n",
"2017-05-03 9.38 \n",
"2017-05-04 9.38 \n",
"2017-05-05 9.37 \n",
"... ... \n",
"2017-08-04 NaN \n",
"2017-08-05 NaN \n",
"2017-08-06 NaN \n",
"2017-08-07 NaN \n",
"2017-08-08 NaN \n",
"\n",
"[100 rows x 204 columns]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"movie_pivot = pd.pivot_table(movie, index = ['date'], columns = ['name'], values = ['point'])\n",
"movie_pivot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 위의 피벗 테이블과 아래의 피벗 테이블을 비교해보면, ```point``` 라는 level이 피벗 테이블에서 사라진 것을 확인할 수 있다 "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:42.378258Z",
"start_time": "2020-05-28T05:15:42.348337Z"
}
},
"outputs": [
{
"data": {
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" <td>NaN</td>\n",
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" <td>8.89</td>\n",
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" <td>8.68</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <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",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <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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],
"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": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"movie_pivot.columns = movie_pivot.columns.droplevel()\n",
"movie_pivot.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**아래의 코드는 ```matplotlib``` 의 한글 문제를 설정해주는 작업!!**"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:42.390233Z",
"start_time": "2020-05-28T05:15:42.381250Z"
}
},
"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": "markdown",
"metadata": {},
"source": [
"**이제 내가 관심 있는 영화들을 지정해서 날짜별 평점 변화를 확인해볼까요~**\n",
"\n",
"<내가 관심 있는 영화들>\n",
"- 택시운전사\n",
"- 47 미터\n",
"- 라라랜드\n",
"- 스파이더맨: 홈커밍\n",
"- 500일의 썸머\n",
"\n",
"<시각화 결과 해석>\n",
"- 개인적으로 \"47 미터\"라는 영화는 한 번 볼까 생각했었는데, 이 시각화 결과를 보고 마음이 바뀌었다\n",
" - 평점이 좀 낮네...^^\n",
"- 그리고 모두가 알 듯, \"라라랜드\"는 높은 평점이 유지되는 것을 확인할 수 있었다! (하지만 난 아직도 \"라라랜드\"를 보지 못한게 함정...)\n",
"- 스파이더맨의 경우, 시간이 지날수록 평점이 점점 낮아지는 추세를 보였다 (왜지?)\n",
"- \"500일의 썸머\"의 경우에는 로맨스 분야에서 나름 유명한 영화라 그런지, 평점이 생각보다 높은 편으로 유지되고 있다\n",
"- 마지막으로 \"택시운전사\"는 시간이 지날수록 오히려 평점이 올라가고 있는 추세다. \n",
" - 역시 역사적인 사건을 소재로 한 영화라서 그런가, 많은 사람들의 공감을 이끌어 낸 것 같다!"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-28T05:15:42.672473Z",
"start_time": "2020-05-28T05:15:42.393219Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"target_col = ['택시운전사', '47 미터', '라라랜드', \n",
" '스파이더맨: 홈커밍', '500일의 썸머']\n",
"\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()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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