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파이썬으로 데이터 주무르기

파이썬으로 데이터 주무르기 ch.3-2

jaeyoonlee 2021. 4. 2. 00:49

3-10 네이버 영화 평점 기준 영화의 평점 변화 확인하기¶

네이버에서는 영화 평점을 보여주는 사이트가 있다. 여기서는 인기 있는 영화를 알아볼 수도 있지만 지난 날짜의 인기도 확인할 수 있다.

In [1]:

from bs4 import BeautifulSoup
import pandas as pd

In [3]:

from urllib.request import urlopen

url_base = "http://movie.naver.com/"
url_syb = "movie/sdb/rank/rmovie.nhn?sel=cur&date=20170804"

page = urlopen(url_base+url_syb)

soup = BeautifulSoup(page, "html.parser")
soup

Out[3]:

<!DOCTYPE html>

<html lang="ko">
<head>
<meta content="text/html; charset=utf-8" http-equiv="Content-Type"/>
<meta content="IE=edge" http-equiv="X-UA-Compatible"/>
<meta content="http://imgmovie.naver.com/today/naverme/naverme_profile.jpg" property="me2:image">
<meta content="네이버영화 " property="me2:post_tag">
<meta content="네이버영화" property="me2:category1"/>
<meta content="" property="me2:category2"/>
<meta content="랭킹 : 네이버 영화" property="og:title"/>
<meta content="영화, 영화인, 예매, 박스오피스 랭킹 정보 제공" property="og:description"/>
<meta content="article" property="og:type"/>
<meta content="https://movie.naver.com/movie/sdb/rank/rmovie.nhn?sel=cur&amp;date=20170804" property="og:url"/>
<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 -->
<meta content="http://imgmovie.naver.com/today/naverme/naverme_profile.jpg" property="og:article:thumbnailUrl"/>
<meta content="네이버 영화" property="og:article:author"/>
<meta content="https://movie.naver.com/" property="og:article:author:url"/>
<link href="https://ssl.pstatic.net/static/m/movie/icons/naver_movie_favicon.ico" rel="shortcut icon" type="image/x-icon"/>
<title>랭킹 : 네이버 영화</title>
<link href="/common/css/movie_tablet.css?20210331170459" rel="stylesheet" type="text/css"/>
<link href="/common/css/common.css?20210331170459" rel="stylesheet" type="text/css"/>
<link href="/common/css/layout.css?20210331170459" rel="stylesheet" type="text/css"/>
<link href="/common/css/old_default.css?20210331170459" rel="stylesheet" type="text/css"/>
<link href="/common/css/old_layout.css?20210331170459" rel="stylesheet" type="text/css"/>
<link href="/common/css/old_common.css?20210331170459" rel="stylesheet" type="text/css"/>
<link href="/common/css/old_super_db.css?20210331170459" rel="stylesheet" type="text/css"/>
<script src="/common/js/default-min.js" type="text/javascript"></script>
</meta></meta></head>
<body>
<div class="fix" id="wrap">
<!-- GNB -->
<script type="text/javascript">
function delayed_submit(object) {
	if (navigator.userAgent.indexOf('MSIE') == -1) {
		var b = c = new Date();
      	while ((b.getTime() - c.getTime()) < 100) {
			b = new Date();
      	}
		//window.setTimeout(function() {object.submit(); console.log('s');}, 300);
	} 
}
var gnb_service = 'movie';
var gnb_logout = 'http://movie.naver.com/movie/sdb/rank/rmovie.nhn%3Fsel%3Dcur%26date%3D20170804';
var gnb_template = "gnb_quirks_euckr"; /* https://ssl.pstatic.net/static.gn/templates/gnb_utf8.nhn */
var gnb_brightness=3;
var gnb_response = true;
</script>
<a name="gnb_top"></a>
<!-- skip navigation -->
<div id="u_skip">
<a href="#header" onclick="document.getElementById('header').tabIndex=-1;document.getElementById('header').focus();return false;"><span>메인 메뉴로 바로가기</span></a>
<a href="#content" id="gnb_goContent" onclick="document.getElementById('content').tabIndex=-1;document.getElementById('content').focus();return false;"><span>본문으로 바로가기</span></a>
</div>
<!-- //skip navigation -->
<!-- GNB -->
<div class="gnb_container">
<div class="gnb_content">
<div class="gnb_box">
<div class="gnb_wrap">
<div id="gnb" onload="javascript:getGNB();">
<script charset="utf-8" src="https://ssl.pstatic.net/static.gn/templates/gnb_utf8.nhn" type="text/javascript"></script>
</div>
</div>
<!-- 검색창 -->
<form action="/movie/search/result.nhn" id="jSearchForm" method="get" style="margin:0;display:none;">
<input maxlength="100" name="query" title="영화검색" type="text"/>
<input name="section" type="hidden" value="all"/>
</form>
<fieldset class="srch_area" id="jSearchArea">
<legend><span class="blind">영화검색 영역</span></legend>
<div class="srch_field_on _view">
<span class="ipt_srch">
<label for="ipt_tx_srch" id="search_placeholder">영화검색</label>
<input accesskey="s" autocomplete="off" class="ipt_tx_srch" id="ipt_tx_srch" maxlength="100" name="query" style="ime-mode:active;" type="text"/>
<span class="align"></span>
<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>
</span>
<button class="btn_srch" onclick="clickcr(this, 'GNB.search', '', '', event); delayed_submit(this);" title="검색" type="submit"><span class="blind">검색</span></button>
<!-- 자동 완성 영역임 #autocomplate_template-->
</div>
</fieldset>
<!-- //검색창 -->
</div>
</div>
</div>
<!-- //GNB -->
<!-- nClicks -->
<script type="text/javascript">var nsc = "movie.sdb";</script>
<script src="/common/js/clickcr.js" type="text/javascript"></script>
<!-- // nClicks -->
<!-- //GNB -->
<!-- LNB -->
<!-- header -->
<div id="header">
<h1 class="svc_name">
<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>
<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>
</h1>
<div class="scrollbar scrollbar-noscript" id="scrollbar">
<div class="scrollbar-box">
<div class="scrollbar-content">
<div class="in_scroll">
<ul class="navi">
<li>
<a class="menu01" href="/" onclick="clickcr(this, 'LNB.home', '', '', event);" title="영화홈"><strong>영화홈</strong></a>
</li>
<li>
<a class="menu02" href="/movie/running/current.nhn" onclick="clickcr(this, 'LNB.movies', '', '', event);" title="상영작·예정작"><strong>상영작·예정작</strong></a>
<ul class="navi_sub" style="display:none">
<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>
<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>
<li><a class="sub2_4" href="/movie/running/movieclip.nhn" onclick="clickcr(this, 'LNB.tailer', '', '', event);" title="예고편"><em>예고편</em></a></li>
</ul>
</li>
<li>
<a class="menu03_on" href="/movie/sdb/rank/rmovie.nhn" onclick="clickcr(this, 'LNB.db', '', '', event);" title="영화랭킹"><strong>영화랭킹</strong></a>
<ul class="navi_sub" style="display:block">
<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>
<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>
</ul>
</li>
<li>
<a class="menu05" href="/movie/bi/mi/reserve.nhn" onclick="clickcr(this, 'LNB.ticket', '', '', event);" title="예매"><strong>예매</strong></a>
<ul class="navi_sub" style="display:none">
<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>
<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>
<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>
<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>
<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>
</ul>
</li>
<li>
<a class="menu07" href="/movie/point/af/list.nhn" onclick="clickcr(this, 'LNB.comm', '', '', event);" title="평점"><strong>평점</strong></a>
<ul class="navi_sub" style="display:none">
<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>
<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>
</ul>
</li>
<li>
<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>
</li>
<li class="nav_indi">
<a href="http://tv.naver.com/indiecinema" target="_blank" title="인디극장 UP"><strong>인디극장 UP</strong></a><!-- N=a:LNB.indie -->
</li>
</ul>
<!-- div class="view_mode">
							<a href="#" title="" class="normal_on"><em>1단 보기</em></a>
							<a href="#" title="" class="wide_off"><em>2단 보기</em></a>
						</div -->
</div>
</div>
</div>
<div class="scrollbar-v">
<div class="scrollbar-button-up"></div>
<div class="scrollbar-track">
<div class="scrollbar-thumb"></div>
</div>
<div class="scrollbar-button-down"></div>
</div>
</div>
</div>
<!-- //header -->
<!-- //LNB -->
<div id="container">
<!-- content -->
<div id="content">
<div class="article">
<div class="old_layout old_super_db">
<h3 class="h_db_rank"><strong class="blind">랭킹</strong></h3>
<ul class="tab_db_rank">
<li><a class="db_tab01_on" href="/movie/sdb/rank/rmovie.nhn" title="영화"><em>영화</em></a></li>
<li><a class="db_tab02" href="/movie/sdb/rank/rpeople.nhn" title="영화인"><em>영화인</em></a></li>
<!-- li><a href="/movie/sdb/rank/rfestival.nhn" title="영화제" class="db_tab03"><em>영화제</em></a></li -->
<!-- li><a href="/movie/sdb/rank/rcompany.nhn" title="영화사" class="db_tab04"><em>영화사</em></a></li -->
<!-- li><a href="/movie/sdb/rank/rnews.nhn" title="기자영화" class="db_tab05"><em>기자</em></a></li -->
<!-- li><a href="/movie/sdb/rank/rreview.nhn" title="네티즌리뷰" class="db_tab06"><em>네티즌리뷰</em></a></li -->
</ul>
<!-- Content Body -->
<div class="type_1" id="cbody">
<div id="old_content">
<h4 class="tlt"><img alt="영화랭킹" height="15" src="https://ssl.pstatic.net/imgmovie/2007/img/super_db/tlt_ranking_movie.gif" width="65"/>
</h4>
<!-- 탭메뉴 -->
<div class="tab_type_6">
<ul><!--활성화된 탭의 이미지는 _on.gif 입니다-->
<li><a href="rmovie.nhn?sel=cnt&amp;date=20170804"><img alt="조회순" height="28" src="https://ssl.pstatic.net/imgmovie/2007/img/super_db/tab_movie_1_off.gif" width="112"/></a></li>
<li><a href="rmovie.nhn?sel=cur&amp;date=20170804"><img alt="평점순(현재상영영화)" height="28" src="https://ssl.pstatic.net/imgmovie/2007/img/super_db/tab_movie_2_on.gif" width="126"/></a></li>
<li><a href="rmovie.nhn?sel=pnt&amp;date=20170804"><img alt="평점순(모든영화)" height="28" src="https://ssl.pstatic.net/imgmovie/2007/img/super_db/tab_movie_3_off.gif" width="126"/></a></li>
</ul>
<p class="r_date">2017.08.04 <a href="rmovie.nhn?sel=cur&amp;tg=0&amp;date=20170803"><img alt="prev" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/btn_prev.gif" style="margin-right:1px;" width="13"/></a><a href="rmovie.nhn?sel=cur&amp;tg=0&amp;date=20170805"><img alt="next" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/btn_next.gif" width="13"/></a></p>
</div>
<!-- //탭메뉴 -->
<!-- 랭킹 리스트 -->
<table cellspacing="0" class="list_ranking">
<caption class="blind">랭킹 테이블</caption>
<col width="6%"/><col width="*"/><col width="15%"/><col width="3%"/><col width="12%"/><col width="2%"/><col width="5%"/>
<thead>
<tr>
<th scope="col">순위</th>
<th scope="col">영화명</th>
<th colspan="3" scope="col">평점</th>
<th colspan="2" scope="col">변동폭</th>
</tr>
</thead>
<tbody>
<tr><td class="blank01" colspan="8"></td></tr>
<!-- 예제
				<tr>
					<td class="ac"><img src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g50.gif" alt="50" width="14" height="13"></td>
					<td class="title"><a href="#">트랜스포머</a></td>
					<td class="ac"><img src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif" alt="down" width="7" height="10"></td>
					<td class="range ac">7</td>
				</tr>
				-->
<tr>
<td class="ac"><img alt="01" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r01.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=62586" title="다크 나이트">다크 나이트</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.32</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=62586">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="02" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r02.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=164290" title="킹 오브 프리즘 프라이드 더 히어로">킹 오브 프리즘 프라이드 더 히어로</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:92.79999732971191%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">9.28</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=164290">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="03" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r03.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=152160" title="킹 오브 프리즘">킹 오브 프리즘</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.25</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=152160">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="04" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r04.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=10448" title="오즈의 마법사">오즈의 마법사</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.23</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=10448">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="05" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r05.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=154437" title="내 사랑">내 사랑</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.23</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=154437">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="06" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r06.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=160135" title="서서평, 천천히 평온하게">서서평, 천천히 평온하게</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.23</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=160135">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="07" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r07.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=10217" title="로보캅">로보캅</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.21</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=10217">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="08" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r08.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=76309" title="플립">플립</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.20</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=76309">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="09" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r09.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=159054" title="명탐정 코난:진홍의 연가">명탐정 코난:진홍의 연가</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.18</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=159054">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">2</td>
</tr>
<tr>
<td class="ac"><img alt="010" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_r10.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=31827" title="헤드윅">헤드윅</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.18</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=31827">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr><td class="line01" colspan="8"></td></tr>
<tr>
<td class="ac"><img alt="11" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g11.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=153621" title="댄서">댄서</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.14</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=153621">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="12" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g12.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=38444" title="이터널 선샤인">이터널 선샤인</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.10</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=38444">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="13" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g13.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=17970" title="샤인">샤인</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.09</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=17970">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="14" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g14.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=36944" title="올드보이">올드보이</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.05</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=36944">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="15" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g15.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=95767" title="어네스트와 셀레스틴">어네스트와 셀레스틴</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.05</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=95767">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="16" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g16.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=27350" title="기쿠지로의 여름">기쿠지로의 여름</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.02</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=27350">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="17" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g17.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=125417" title="파도가 지나간 자리">파도가 지나간 자리</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">9.00</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=125417">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="18" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g18.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=146469" title="택시운전사">택시운전사</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:89.89999771118164%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.99</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=146469">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="19" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g19.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=134772" title="눈길">눈길</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:89.39999580383301%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.94</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=134772">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="20" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g20.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=162173" title="노무현입니다">노무현입니다</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.93</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=162173">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr><td class="line01" colspan="8"></td></tr>
<tr>
<td class="ac"><img alt="21" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g21.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=18682" title="스타쉽 트루퍼스">스타쉽 트루퍼스</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.91</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=18682">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="22" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g22.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=27260" title="파이트 클럽">파이트 클럽</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.91</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=27260">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="23" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g23.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=80774" title="청원">청원</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.87</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=80774">평점주기</a></td>
<!----------------------------------------->
<td class="new_icon" colspan="2"><img alt="new" height="5" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_new_1.gif" width="20"/></td>
</tr>
<tr>
<td class="ac"><img alt="24" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g24.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=10800" title="토탈 리콜">토탈 리콜</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.86</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=10800">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="25" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g25.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=156477" title="극장판 짱구는 못말려 : 습격!! 외계인 덩덩이">극장판 짱구는 못말려 : 습격!! 외계인 덩덩이</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:88.4000015258789%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.84</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=156477">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="26" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g26.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=149481" title="연애담">연애담</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.76</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=149481">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="27" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g27.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=150198" title="너의 이름은.">너의 이름은.</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.76</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=150198">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="28" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g28.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=132626" title="슈퍼배드 3">슈퍼배드 3</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:87.39999771118164%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.74</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=132626">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="29" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g29.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=154980" title="꿈의 제인">꿈의 제인</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:87.10000038146973%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.71</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=154980">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="30" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g30.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=156091" title="심야식당2">심야식당2</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.62</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=156091">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr><td class="line01" colspan="8"></td></tr>
<tr>
<td class="ac"><img alt="31" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g31.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=134963" title="라라랜드">라라랜드</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.59</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=134963">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="32" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g32.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=152396" title="카3: 새로운 도전">카3: 새로운 도전</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.58</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=152396">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">2</td>
</tr>
<tr>
<td class="ac"><img alt="33" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g33.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=125447" title="오두막">오두막</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:84.89999771118164%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.49</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=125447">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="34" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g34.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=135874" title="스파이더맨: 홈커밍">스파이더맨: 홈커밍</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.47</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=135874">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="35" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g35.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=143435" title="옥자">옥자</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.47</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=143435">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">2</td>
</tr>
<tr>
<td class="ac"><img alt="36" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g36.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=53152" title="500일의 썸머">500일의 썸머</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.39</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=53152">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="37" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g37.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=32667" title="복수는 나의 것">복수는 나의 것</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">8.34</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=32667">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="38" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g38.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=146480" title="덩케르크">덩케르크</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:83.10000419616699%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.31</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=146480">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="39" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g39.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=158910" title="예수는 역사다">예수는 역사다</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:81.40000343322754%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">8.14</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=158910">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="40" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g40.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=40932" title="매치 포인트">매치 포인트</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">7.97</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=40932">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr><td class="line01" colspan="8"></td></tr>
<tr>
<td class="ac"><img alt="41" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g41.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=144988" title="7번째 내가 죽던 날">7번째 내가 죽던 날</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">7.84</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=144988">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="42" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g42.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=154262" title="위시 어폰">위시 어폰</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:77.10000038146973%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">7.71</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=154262">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="43" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g43.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=152616" title="47 미터">47 미터</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:74.00000095367432%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">7.40</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=152616">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="44" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g44.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=38766" title="친절한 금자씨">친절한 금자씨</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">7.26</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=38766">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="45" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g45.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=114268" title="송 투 송">송 투 송</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:70.3000020980835%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">7.03</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=114268">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="46" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g46.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=162956" title="그 후">그 후</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:65.99999904632568%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">6.60</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=162956">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">0</td>
</tr>
<tr>
<td class="ac"><img alt="47" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g47.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=59845" title="박쥐">박쥐</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">6.09</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=59845">평점주기</a></td>
<!----------------------------------------->
<td class="new_icon" colspan="2"><img alt="new" height="5" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_new_1.gif" width="20"/></td>
</tr>
<tr>
<td class="ac"><img alt="48" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g48.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=57675" title="싸이보그지만 괜찮아">싸이보그지만 괜찮아</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<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>
<td class="point">5.17</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=57675">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr>
<td class="ac"><img alt="49" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/common/bullet_r_g49.gif" width="14"/></td>
<td class="title">
<div class="tit5">
<a href="/movie/bi/mi/basic.nhn?code=146506" title="군함도">군함도</a>
</div>
</td>
<!-- 평점순일 때 평점 추가하기  -->
<td><div class="point_type_2"><div class="mask" style="width:49.49999809265137%"><img alt="" height="14" src="https://ssl.pstatic.net/imgmovie/2007/img/common/point_type_2_bg_on.gif" width="79"/></div></div></td>
<td class="point">4.95</td>
<td class="ac"><a class="txt_link" href="/movie/point/af/list.nhn?st=mcode&amp;sword=146506">평점주기</a></td>
<!----------------------------------------->
<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>
<td class="range ac">1</td>
</tr>
<tr><td class="blank01" colspan="8"></td></tr>
</tbody>
</table>
<!-- 페이지 네비게이션 시작 -->
<!-- 페이지 네비게이션 끝 -->
<!-- //랭킹 리스트 -->
<span class="txt_mark">※</span> <span class="txt_term">집계기준 : <strong>2017.08.04</strong>일 까지 네이버영화에 수록 된 영화의 관람 후 평점</span>
<!-- 네이버 영화평점랭킹 선정방법 -->
<div class="box_choice_way">
<img alt="네이버 영화평점랭킹 선정방법" height="13" src="https://ssl.pstatic.net/imgmovie/2007/img/super_db/txt_movie_ranking_01.gif" width="154"/>
<dl class="choice_way">
<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>
<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>
<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>
</dl>
<table cellpadding="0" cellspacing="0" class="choice_way_data">
<col width="48"/><col width="73"/><col width="73"/><col width="73"/><col width="73"/><col width="73"/><col width="110"/>
<tr>
<th class="bgwhite" scope="row">구분</th>
<td>N</td>
<td>Range</td>
<td>Minimum</td>
<td>Maximum</td>
<td>Mean</td>
<td>Std.Deviation</td>
</tr>
<tr>
<th class="bgwhite" scope="row">평점</th>
<td class="range ac">26</td>
<td class="range ac">4.39</td>
<td class="range ac">4.75</td>
<td class="range ac">9.14</td>
<td class="range ac">7.59</td>
<td class="range ac">7.59</td>
</tr>
</table>
<dl class="choice_way_qna">
<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>
<dd>일반적인 여론조사에서의 최소 응답자수가 300명이기 때문입니다.</dd>
<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>
<dd>동일한 실험을 100번 했을 경우 95번은 ±5.65% 범위 내에서 동일한 결과가 나온다는 말입니다.</dd>
<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>
<dd>
<ul>
<li>N=Case의 숫자</li>
<li>Range=응답자의 범위</li>
<li>Minimum=최소 응답값</li>
<li>Maximum=최대응답값</li>
<li>Mean=평균</li>
<li>Std.Deviation=표준편자</li>
</ul>
</dd>
</dl>
</div>
<!-- //네이버 영화평점랭킹 선정방법 -->
<!-- 탑버튼 -->
<div class="go_top">
<a href="#gnb_top"><img alt="TOP" height="11" src="https://ssl.pstatic.net/imgmovie/2007/img/common/btn_top.gif" width="30"/></a>
</div>
<!-- //탑버튼 -->
<img alt="" class="clear" src="https://ssl.pstatic.net/imgmovie/2007/img/common/blank.gif"/>
<!-- //Content Body -->
<script src="/common/js/jindo2.js" type="text/javascript"></script>
</div>
<div id="assistant">
<!-- 우측 메뉴 -->
<!-- 영화 인기검색어 -->
<div class="box_type_1 mb_8">
<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>
<ul class="r_ranking">
<li class="ranking01">
<a class="b" href="/movie/bi/mi/basic.nhn?code=191637" onclick="clickcr(this,'pop.list','191637','1',event);" title="고질라 VS. 콩"><span class="blind">1위</span>고질라 VS. 콩</a>
<span class="rank">
<img alt="순위 변동 없음" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif" width="7"/>0</span>
<li class="ranking02">
<a href="/movie/bi/mi/basic.nhn?code=189075" onclick="clickcr(this,'pop.list','189075','2',event);" title="자산어보"><span class="blind">2위</span>자산어보</a>
<span class="rank">
<img alt="순위 상승" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif" width="7"/>3</span>
<li class="ranking03">
<a href="/movie/bi/mi/basic.nhn?code=196051" onclick="clickcr(this,'pop.list','196051','3',event);" title="극장판 귀멸의 칼날: 무한열차편"><span class="blind">3위</span>극장판 귀멸의 칼날..</a>
<span class="rank">
<img alt="순위 하락" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif" width="7"/>1</span>
<li class="ranking04">
<a href="/movie/bi/mi/basic.nhn?code=187310" onclick="clickcr(this,'pop.list','187310','4',event);" title="미나리"><span class="blind">4위</span>미나리</a>
<span class="rank">
<img alt="순위 변동 없음" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif" width="7"/>0</span>
<li class="ranking05">
<a href="/movie/bi/mi/basic.nhn?code=202526" onclick="clickcr(this,'pop.list','202526','5',event);" title="최면"><span class="blind">5위</span>최면</a>
<span class="rank">
<img alt="순위 하락" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif" width="7"/>2</span>
</li></li></li></li></li></ul>
<!--[D] 더보기 위치 이동 -->
<a class="more" href="/movie/sdb/rank/rmovie.nhn" onclick="clickcr(this,'pop.more','','',event);">더보기</a>
<p class="term">2021.04.01</p>
</div>
<!-- 영화인 인기검색어 -->
<div class="box_type_1 mb_8">
<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>
<ul class="r_ranking">
<li class="ranking01">
<a class="b" href="/movie/bi/pi/basic.nhn?st=1&amp;code=39867" onclick="clickcr(this,'peo.list','39867','1',event);" title="잭 스나이더"><span class="blind">1위</span>잭 스나이더</a>
<span class="rank">
<img alt="" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif" width="7"/>0</span>
<li class="ranking02">
<a href="/movie/bi/pi/basic.nhn?st=1&amp;code=356135" onclick="clickcr(this,'peo.list','356135','2',event);" title="전여빈"><span class="blind">2위</span>전여빈</a>
<span class="rank">
<img alt="" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_na_1.gif" width="7"/>0</span>
<li class="ranking03">
<a href="/movie/bi/pi/basic.nhn?st=1&amp;code=6405" onclick="clickcr(this,'peo.list','6405','3',event);" title="이준익"><span class="blind">3위</span>이준익</a>
<span class="rank">
<img alt="" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif" width="7"/>1</span>
<li class="ranking04">
<a href="/movie/bi/pi/basic.nhn?st=1&amp;code=1898" onclick="clickcr(this,'peo.list','1898','4',event);" title="이병헌"><span class="blind">4위</span>이병헌</a>
<span class="rank">
<img alt="" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_down_1.gif" width="7"/>1</span>
<li class="ranking05">
<a href="/movie/bi/pi/basic.nhn?st=1&amp;code=43284" onclick="clickcr(this,'peo.list','43284','5',event);" title="마동석"><span class="blind">5위</span>마동석</a>
<span class="rank">
<img alt="" height="10" src="https://ssl.pstatic.net/imgmovie/2007/img/common/icon_up_1.gif" width="7"/>1</span>
</li></li></li></li></li></ul>
<a class="more" href="/movie/sdb/rank/rpeople.nhn" onclick="clickcr(this,'peo.more','','',event);">더보기</a>
<p class="term">2021.04.01</p>
</div>
<!--티켓예매순-->
<div class="box_type_1 mb_8">
<h3><img alt="티켓예매순" height="11" src="https://ssl.pstatic.net/imgmovie/2007/img/running/tlt_r_reservation.gif" width="51"/></h3>
<div id="reserveRanking0" style="display:block">
<ul class="r_ranking">
<li class="ranking01"><a class="b" href="/movie/bi/mi/basic.nhn?code=189075" onclick="clickcr(this,'tck.list','189075','1',event);" title="자산어보"><span class="blind">1위</span>자산어보</a><span class="ratio check">32.1%</span></li>
<li class="ranking02"><a href="/movie/bi/mi/basic.nhn?code=191637" onclick="clickcr(this,'tck.list','191637','2',event);" title="고질라 VS. 콩"><span class="blind">2위</span>고질라 VS. 콩</a> <span class="ratio">15.85%</span></li>
<li class="ranking03"><a href="/movie/bi/mi/basic.nhn?code=196051" onclick="clickcr(this,'tck.list','196051','3',event);" title="극장판 귀멸의 칼날: 무한열차편"><span class="blind">3위</span>극장판 귀멸의 칼날..</a> <span class="ratio">8.6%</span></li>
<li class="ranking04"><a href="/movie/bi/mi/basic.nhn?code=187310" onclick="clickcr(this,'tck.list','187310','4',event);" title="미나리"><span class="blind">4위</span>미나리</a> <span class="ratio">7.95%</span></li>
<li class="ranking05"><a href="/movie/bi/mi/basic.nhn?code=14448" onclick="clickcr(this,'tck.list','14448','5',event);" title="패왕별희 디 오리지널"><span class="blind">5위</span>패왕별희 디 오리지널</a> <span class="ratio">5.49%</span></li>
</ul>
<a class="more" href="/movie/sdb/rank/rreserve.nhn" id="ticketRankLink" onclick="clickcr(this,'tck.more','','',event);">더보기</a>
<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">2021.04.02</div></div>
</div>
</div>
<!--//티켓예매순-->
<!--박스오피스-->
<div class="box_type_1 mb_8">
<h3><img alt="박스오피스" height="11" src="https://ssl.pstatic.net/imgmovie/2007/img/running/tlt_r_boxoffice.gif" width="51"/></h3>
<ul class="r_ranking box">
<li class="ranking01"><a class="b" href="/movie/bi/mi/basic.nhn?code=191637" onclick="clickcr(this,'box.list','191637','1',event);" title="고질라 VS. 콩"><span class="blind">1위</span>고질라 VS. 콩</a> <span "="" class="ratio check"><em>285923</em> 명</span></li>
<li class="ranking02"><a href="/movie/bi/mi/basic.nhn?code=196051" onclick="clickcr(this,'box.list','196051','2',event);" title="극장판 귀멸의 칼날: 무한열차편"><span class="blind">2위</span>극장판 귀멸의 칼날: 무한열차편</a> <span class="ratio"><em>87753</em> 명</span></li>
<li class="ranking03"><a href="/movie/bi/mi/basic.nhn?code=187310" onclick="clickcr(this,'box.list','187310','3',event);" title="미나리"><span class="blind">3위</span>미나리</a> <span class="ratio"><em>64434</em> 명</span></li>
<li class="ranking04"><a href="/movie/bi/mi/basic.nhn?code=202901" onclick="clickcr(this,'box.list','202901','4',event);" title="더 박스"><span class="blind">4위</span>더 박스</a> <span class="ratio"><em>36078</em> 명</span></li>
<li class="ranking05"><a href="/movie/bi/mi/basic.nhn?code=202526" onclick="clickcr(this,'box.list','202526','5',event);" title="최면"><span class="blind">5위</span>최면</a> <span class="ratio"><em>25612</em> 명</span></li>
</ul>
<a class="more" href="/movie/sdb/rank/rboxoffice.nhn" onclick="clickcr(this,'box.more','','',event);">더보기</a>
<div class="term_1"><span class="cnt">주말관객 기준</span><div class="date">20210326-20210328</div></div>
</div>
<!--//박스오피스-->
</div>
<img alt="" class="clear" src="https://ssl.pstatic.net/imgmovie/2007/img/common/blank.gif"/>
</div>
<!-- //Content Body -->
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<script type="text/javascript">

if (false) {
	var alertType = "NONE";
	var koreanTitle = "";
	var movieCode = "0";
	var userReserveCount = "0";
	var todayDatetime = "20210402221833";
	var endDatetimeAfterTwoDays = "00000000000000";
	
	
	if (movieCode > 0) {
		openWriteActualPointAlert (alertType, koreanTitle, movieCode, userReserveCount, todayDatetime, endDatetimeAfterTwoDays);
	}
}

function openWriteActualPointAlert (alertType, koreanTitle, movieCode, count, today, endDate) {
	if (alertType == "ONE") {
		setCookieLastUserReserveDate(today, endDate);
		if (confirm("관람하신 " + koreanTitle + "에\n평점 등록 시 네이버페이 마일리지 500원 적립!\n지금 평점쓰기 메뉴로 이동하시겠습니까?")) {
			top.location.href = "http://movie.naver.com/movie/bi/mi/point.nhn?code=" + movieCode;
		}
	} else if (alertType == "MORE") {
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In [4]:

soup.find_all('div', 'tit5')

Out[4]:

[<div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=62586" title="다크 나이트">다크 나이트</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=164290" title="킹 오브 프리즘 프라이드 더 히어로">킹 오브 프리즘 프라이드 더 히어로</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=152160" title="킹 오브 프리즘">킹 오브 프리즘</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=10448" title="오즈의 마법사">오즈의 마법사</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=154437" title="내 사랑">내 사랑</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=160135" title="서서평, 천천히 평온하게">서서평, 천천히 평온하게</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=10217" title="로보캅">로보캅</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=76309" title="플립">플립</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=159054" title="명탐정 코난:진홍의 연가">명탐정 코난:진홍의 연가</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=31827" title="헤드윅">헤드윅</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=153621" title="댄서">댄서</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=38444" title="이터널 선샤인">이터널 선샤인</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=17970" title="샤인">샤인</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=36944" title="올드보이">올드보이</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=95767" title="어네스트와 셀레스틴">어네스트와 셀레스틴</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=27350" title="기쿠지로의 여름">기쿠지로의 여름</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=125417" title="파도가 지나간 자리">파도가 지나간 자리</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=146469" title="택시운전사">택시운전사</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=134772" title="눈길">눈길</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=162173" title="노무현입니다">노무현입니다</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=18682" title="스타쉽 트루퍼스">스타쉽 트루퍼스</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=27260" title="파이트 클럽">파이트 클럽</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=80774" title="청원">청원</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=10800" title="토탈 리콜">토탈 리콜</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=156477" title="극장판 짱구는 못말려 : 습격!! 외계인 덩덩이">극장판 짱구는 못말려 : 습격!! 외계인 덩덩이</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=149481" title="연애담">연애담</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=150198" title="너의 이름은.">너의 이름은.</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=132626" title="슈퍼배드 3">슈퍼배드 3</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=154980" title="꿈의 제인">꿈의 제인</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=156091" title="심야식당2">심야식당2</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=134963" title="라라랜드">라라랜드</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=152396" title="카3: 새로운 도전">카3: 새로운 도전</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=125447" title="오두막">오두막</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=135874" title="스파이더맨: 홈커밍">스파이더맨: 홈커밍</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=143435" title="옥자">옥자</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=53152" title="500일의 썸머">500일의 썸머</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=32667" title="복수는 나의 것">복수는 나의 것</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=146480" title="덩케르크">덩케르크</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=158910" title="예수는 역사다">예수는 역사다</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=40932" title="매치 포인트">매치 포인트</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=144988" title="7번째 내가 죽던 날">7번째 내가 죽던 날</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=154262" title="위시 어폰">위시 어폰</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=152616" title="47 미터">47 미터</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=38766" title="친절한 금자씨">친절한 금자씨</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=114268" title="송 투 송">송 투 송</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=162956" title="그 후">그 후</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=59845" title="박쥐">박쥐</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=57675" title="싸이보그지만 괜찮아">싸이보그지만 괜찮아</a>
 </div>,
 <div class="tit5">
 <a href="/movie/bi/mi/basic.nhn?code=146506" title="군함도">군함도</a>
 </div>]

find_all 지정한 태그를 전부 찾는다.

In [5]:

soup.find_all('div', 'tit5')[0].a.string

Out[5]:

'다크 나이트'

이렇게 제목만 찾을 수 있다.

In [6]:

soup.find_all('td', 'point')[0].string

Out[6]:

'9.32'

그 다음은 포인트를 찾을 수 있다.

In [7]:

date = pd.date_range('2017-5-1', periods=100, freq='D')
date

Out[7]:

DatetimeIndex(['2017-05-01', '2017-05-02', '2017-05-03', '2017-05-04',
               '2017-05-05', '2017-05-06', '2017-05-07', '2017-05-08',
               '2017-05-09', '2017-05-10', '2017-05-11', '2017-05-12',
               '2017-05-13', '2017-05-14', '2017-05-15', '2017-05-16',
               '2017-05-17', '2017-05-18', '2017-05-19', '2017-05-20',
               '2017-05-21', '2017-05-22', '2017-05-23', '2017-05-24',
               '2017-05-25', '2017-05-26', '2017-05-27', '2017-05-28',
               '2017-05-29', '2017-05-30', '2017-05-31', '2017-06-01',
               '2017-06-02', '2017-06-03', '2017-06-04', '2017-06-05',
               '2017-06-06', '2017-06-07', '2017-06-08', '2017-06-09',
               '2017-06-10', '2017-06-11', '2017-06-12', '2017-06-13',
               '2017-06-14', '2017-06-15', '2017-06-16', '2017-06-17',
               '2017-06-18', '2017-06-19', '2017-06-20', '2017-06-21',
               '2017-06-22', '2017-06-23', '2017-06-24', '2017-06-25',
               '2017-06-26', '2017-06-27', '2017-06-28', '2017-06-29',
               '2017-06-30', '2017-07-01', '2017-07-02', '2017-07-03',
               '2017-07-04', '2017-07-05', '2017-07-06', '2017-07-07',
               '2017-07-08', '2017-07-09', '2017-07-10', '2017-07-11',
               '2017-07-12', '2017-07-13', '2017-07-14', '2017-07-15',
               '2017-07-16', '2017-07-17', '2017-07-18', '2017-07-19',
               '2017-07-20', '2017-07-21', '2017-07-22', '2017-07-23',
               '2017-07-24', '2017-07-25', '2017-07-26', '2017-07-27',
               '2017-07-28', '2017-07-29', '2017-07-30', '2017-07-31',
               '2017-08-01', '2017-08-02', '2017-08-03', '2017-08-04',
               '2017-08-05', '2017-08-06', '2017-08-07', '2017-08-08'],
              dtype='datetime64[ns]', freq='D')

이제 날짜를 5월 1일부터 100일간으로 정의하고 그 날짜에 해당하는 영화 정보 전체를 찾도록 하자.

In [9]:

import urllib
from tqdm import tqdm_notebook

movie_date=[]
movie_name=[]
movie_point=[]

for today in tqdm_notebook(date):
    html = "http://movie.naver.com/" + \
    "movie/sdb/rank/rmovie.nhn?sel=cur&date={date}"
    response = urlopen(html.format(date=
                                  urllib.parse.quote(today.strftime('%Y%m%d'))))
    soup = BeautifulSoup(response, "html.parser")
    
    end = len(soup.find_all('td', 'point'))
    
    movie_date.extend([today for n in range(0, end)])
    movie_name.extend([soup.find_all('div', 'tit5')[n].a.string for n in range(0,end)])
    movie_point.extend([soup.find_all('td', 'point')[n].string for n in range(0,end)])

/home/jaeyoon89/.local/lib/python3.6/site-packages/ipykernel_launcher.py:8: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0
Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`

In [10]:

movie = pd.DataFrame({'date':movie_date, 'name':movie_name, 'point':movie_point})

movie.head()

Out[10]:

	date	name	point
0	2017-05-01	히든 피겨스	9.38
1	2017-05-01	사운드 오브 뮤직	9.36
2	2017-05-01	시네마 천국	9.29
3	2017-05-01	미스 슬로운	9.26
4	2017-05-01	잉여들의 히치하이킹	9.25

읽은 내용을 pandas로 저정한다. 이 내용에는 날짜별로 영화와 포인트가 저장되어 있다. 만약 날짜가 아니라 영화별로 점수의 합산으로 데이터를 보고 싶다면 pivot_table을 사용하면 된다.

In [12]:

import numpy as np

movie_unique = pd.pivot_table(movie, index=['name'], aggfunc=np.sum)
movie_best = movie_unique.sort_values(by='point', ascending=False)
movie_best.head()

Out[12]:

	point
name
서서평, 천천히 평온하게	9.569.479.489.409.399.359.319.309.299.289.299....
극장판 쿠로코의 농구 라스트 게임	9.539.299.259.269.269.269.279.279.259.239.249....
킹 오브 프리즘 프라이드 더 히어로	9.449.349.279.249.259.279.279.279.269.279.289....
명탐정 코난:진홍의 연가	9.439.239.189.169.109.079.05
레옹	9.389.38

여기서 aggfunc로 np.sum을 이용해서 합산을 해야 영화별 점수의 합계로 정렬될 것이다. 5월 1일부터 100일간 점수의 합산으로 볼 때 결과를 보면 1위부터 5위까지 보인다.

In [14]:

tmp = movie.query('name == ["노무현입니다"]')
tmp

Out[14]:

	date	name	point
1162	2017-05-25	노무현입니다	9.20
1215	2017-05-26	노무현입니다	8.97
1255	2017-05-27	노무현입니다	9.04
1298	2017-05-28	노무현입니다	9.04
1340	2017-05-29	노무현입니다	9.05
...	...	...	...
4501	2017-08-04	노무현입니다	8.93
4549	2017-08-05	노무현입니다	8.93
4596	2017-08-06	노무현입니다	8.93
4642	2017-08-07	노무현입니다	8.93
4693	2017-08-08	노무현입니다	8.93

76 rows × 3 columns

혹은 위 처럼 노무현입니다 라는 영화만 추려서 확인할 수 있다.

In [48]:

import matplotlib.pyplot as plt
%matplotlib inline

plt.figure(figsize=(12,8))
plt.plot(tmp['date'], tmp['point'])
plt.legend(loc='best')
plt.grid()
plt.show

No handles with labels found to put in legend.

Out[48]:

<function matplotlib.pyplot.show(close=None, block=None)>

3-11 영화별 날짜 변화에 따른 평점 변화 확인하기¶

In [38]:

movie_pivot = pd.pivot_table(movie, index=["date"], columns=['name'], values=['point'],aggfunc='first')
movie_pivot.head()

Out[38]:

	point
name	10분	47 미터	500일의 썸머	7년-그들이 없는 언론	7번째 내가 죽던 날	7인의 사무라이	8 마일	가디언즈 오브 갤럭시	가디언즈 오브 갤럭시 VOL. 2	겟 아웃	...	하울의 움직이는 성	하이큐!! 끝과 시작	한공주	해리가 샐리를 만났을 때	핵소 고지	행복 목욕탕	헤드윅	환상의 빛	흑집사 : 북 오브 더 아틀란틱	히든 피겨스
date
2017-05-01	8.89	NaN	NaN	NaN	NaN	NaN	NaN	8.56	NaN	NaN	...	NaN	NaN	8.78	8.89	NaN	8.70	NaN	NaN	9.20	9.38
2017-05-02	8.89	NaN	NaN	NaN	NaN	NaN	NaN	8.56	NaN	NaN	...	NaN	NaN	8.78	8.89	NaN	8.68	NaN	NaN	9.21	9.37
2017-05-03	8.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.22	NaN	...	NaN	NaN	8.78	8.89	NaN	8.70	NaN	NaN	9.22	9.38
2017-05-04	8.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.15	NaN	...	NaN	NaN	8.78	NaN	NaN	8.67	NaN	NaN	9.23	9.38
2017-05-05	8.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.08	NaN	...	NaN	NaN	8.78	NaN	NaN	8.69	NaN	NaN	9.24	9.37

5 rows × 204 columns

날짜별로 정리되어 있던 데이터를 pivot_table을 이용해서 위처럼 손쉽게 세로축으로 날짜를, 가로축에 영화 제목을 넣을 수 있다

In [39]:

movie_pivot.columns = movie_pivot.columns.droplevel()

In [40]:

movie_pivot.head()

Out[40]:

name	10분	47 미터	500일의 썸머	7년-그들이 없는 언론	7번째 내가 죽던 날	7인의 사무라이	8 마일	가디언즈 오브 갤럭시	가디언즈 오브 갤럭시 VOL. 2	겟 아웃	...	하울의 움직이는 성	하이큐!! 끝과 시작	한공주	해리가 샐리를 만났을 때	핵소 고지	행복 목욕탕	헤드윅	환상의 빛	흑집사 : 북 오브 더 아틀란틱	히든 피겨스
date
2017-05-01	8.89	NaN	NaN	NaN	NaN	NaN	NaN	8.56	NaN	NaN	...	NaN	NaN	8.78	8.89	NaN	8.70	NaN	NaN	9.20	9.38
2017-05-02	8.89	NaN	NaN	NaN	NaN	NaN	NaN	8.56	NaN	NaN	...	NaN	NaN	8.78	8.89	NaN	8.68	NaN	NaN	9.21	9.37
2017-05-03	8.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.22	NaN	...	NaN	NaN	8.78	8.89	NaN	8.70	NaN	NaN	9.22	9.38
2017-05-04	8.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.15	NaN	...	NaN	NaN	8.78	NaN	NaN	8.67	NaN	NaN	9.23	9.38
2017-05-05	8.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.08	NaN	...	NaN	NaN	8.78	NaN	NaN	8.69	NaN	NaN	9.24	9.37

5 rows × 204 columns

이 데이터에서 pivot_table의 결과로 붙은 컬럼 제목을 하나 정리하겠다.

In [43]:

# import platform
from matplotlib import font_manager, rc
plt.rcParams['axes.unicode_minus'] = False
if platform.system() == 'Darwin':
    rc('font', family='AppleGothic')
elif platform.system() == 'Windows':
    path = "c:/Windows/Fonts/malgun.ttf"
    font_name = font_manager.FontProperties(fname=path).get_name()
    rc('font', family=font_name)
elif platform.system() == 'Linux':
    path = "/usr/share/fonts/NanumGothic.ttf"
    font_name = font_manager.FontProperties(fname=path).get_name()
    plt.rc('font', family=font_name)
else:
    print('Unknown system... sorry~~~~')

matplotlib에서의 한글 문제를 설정하고,

In [44]:

target_col = ['군함도', '노무현입니다', '택시운전사', '다크 나이트']
plt.figure(figsize=(12,6))
plt.plot(movie_pivot[target_col])
plt.legend(target_col, loc='best')
plt.grid()
plt.show()

관심 있는 영화 몇 개를 지정해서 날짜별 변화를 확인해 보자. 결과는 위와 같다.

출처 : 파이썬으로 데이터 주무르기

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파이썬으로 데이터 주무르기 ch.3-1 (0)	2021.04.01
파이썬으로 데이터 주무르기 ch.2-2 (0)	2021.03.31
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파이썬으로 데이터 주무르기 ch.3-2

3-10 네이버 영화 평점 기준 영화의 평점 변화 확인하기¶

3-11 영화별 날짜 변화에 따른 평점 변화 확인하기¶

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