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Python::folium - 빅데이터분석기사 필기시험 고사장 위치 지도시각화 본문

Data Analysis/Data Engineering

Python::folium - 빅데이터분석기사 필기시험 고사장 위치 지도시각화

요겨 2021. 2. 26. 22:44
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1. Introduction

지난 2월 24일 빅데이터분석기사 필기시험 1회 응시 접수자를 대상으로 2회 시험 고사장 우선 변경 이벤트가 있었다
(1회 시험은 코로나19 확산때문에 취소됐었는데... 2회도 무사히 치러질지도 의문 ㅠ)

www.dataq.or.kr/www/board/view.do?bbsKey=eyJiYnNhdHRyU2VxIjoxLCJiYnNTZXEiOjUwODA1MX0=&boardKind=notice

 

데이터자격시험

 

www.dataq.or.kr

※ 경기 지역 거주자들은 서울에서 치뤄야만 하는 슬픈 현실...

서울도 멀다고...ㅠㅠ

수원에서 제일 가까운 수험장을 찾아야하는데, 사이트가 제공하는 웹 UI는 한번에 하나의 고사장만, 그것도 아주 좁은 지역만 확대된 채로 보여줘서 (줌아웃도 안된다...뭔 API를 쓴거야...) 당최 고사장 위치가 어딘지를 알 수가 없다

고사장 리스트
고사장 위치 확인 (맵 줌아웃이 안됨...)

모든 고사장 위치를 지도 하나에 모아서 보여주면 얼마나 좋아... (줌 인/아웃도...)

데이터분석 응시자 정도 되면 이정도는 알아서 하라는걸까나

 

이왕 이렇게 된거 직접 해봤다

R로 할까 파이썬으로 할까 고민하다가 파이썬 folium 라이브러리쓰면 제일 LOC가 짧지 않을까...라는 생각에 구현한 결과를 공유해보도록 한다

2. Prepare Data 

고사장 위치는 여러 경로로 얻을 수 있는데, 단순하게 로그인한 상태에서 고사장 위치 변경 창을 열어서 페이지 소스 HTML을 그대로 노트패드에 복붙했다 (소스에 고사장 위치 정보가 잘 담겨있더라)

고사장 변경 창, 크롬 개발자 도구

HTML 소스를 source.html 파일로 별도로 저장

더보기

<Source.html>

<!DOCTYPE HTML>

<html lang="ko">
<head>
	<title>데이터자격시험</title>
	<meta charset="UTF-8">
	<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
	<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
	<!-- 캐시 방지 -->
	<meta http-equiv="Pragma" content="No-Cache"/>
	<meta http-equiv="Cache-Control" content="no-cache; must-revalidate; no-store"/>
	<meta http-equiv="Expires" content="now"/>
	<!-- 검색엔진 노출 방지 -->
	<meta name="robots" content="noindex, nofollow" />
	
	<title>데이터자격시험</title>
	<link rel="stylesheet" type="text/css" href="/www/css/plugins/bootstrap.min.css?v=081205" />
	<link rel="stylesheet" type="text/css" href="/www/css/plugins/bootstrap-grid.min.css?v=081205" />
	<link rel="stylesheet" type="text/css" href="/www/css/plugins/bootstrap-reboot.min.css?v=081205" />
	<link rel="stylesheet" type="text/css" href="/www/css/iospop.css?v=081205" />
	<link rel="stylesheet" type="text/css" href="/www/css/iosys-fix.css?v=081205" />
	<script type="text/javascript" src="/www/js/plugins/jquery.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/plugins/jquery-ui.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/plugins/lodash.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/plugins/handlebars.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/plugins/bootstrap.min.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/plugins/bootstrap.bundle.min.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/plugins/jsonrpc.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/plugins/jquery.form.js?v=081205"></script>
	
	<script type="text/javascript" src="/www/js/iosys/jquery-plugins.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/iosys/common.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/iosys/handlebars-extensions.js?v=081205"></script>
	<script type="text/javascript" src="/www/js/iosys/sitefunction.js?v=081205"></script>
	<script type="text/javascript">
		var contextRoot = "/www";
		var dataRoot = "https://www.dataq.or.kr/certdata";
	</script>

	<!-- Global site tag (gtag.js) - Google Analytics -->
	<script async src="https://www.googletagmanager.com/gtag/js?id=G-L0H13KV0WL"></script>
	<script>
	  window.dataLayer = window.dataLayer || [];
	  function gtag(){dataLayer.push(arguments);}
	  gtag('js', new Date());
	
	  gtag('config', 'G-L0H13KV0WL');
	</script>

</head>
<body>
	<div id="pop_wrap">
		
<script type="text/javascript" src="https://spi.maps.daum.net/imap/map_js_init/postcode.v2.js?v=081205"></script>
<script type="text/javascript" src="//dapi.kakao.com/v2/maps/sdk.js?appkey=a25e1d9aa62c96819ad3b5fe6a421a3c&libraries=services"></script>
<link rel="stylesheet" href="/www/components/daumeditor/css/editor.css?v=081205" type="text/css" charset="utf-8"/>
<div id="pop_header">
	<h1 class="io-fn-getScope" id="popTitle">고사장</h1>
</div>
<div id="pop_content" class="pop_notice">
	<div id="contArea" class="contents print">		
		<div id="listArea">
		</div>
		<div id="viewArea">
			<div class="text-center" style="margin-top: 100px;">
				고사장을 선택하세요
			</div>
		</div>
	</div>
</div>
<!-- 하단 버튼 영역 -->
<div id="pop_footer">
	<div id="btnArea">
	</div>
</div>

<script id="list-template" type="text/x-handlebars-template">
<div class="p-4">
	<table class="table table-bordered">
		<colgroup>
			<col class="col_wp5"/>
			<col class="col_wp35"/>
			<col class="col_wp40"/><!-- KDATA_PS 2021-01-20 50 > 40commented by BHS -->
			<col class="col_wp10"/><!-- KDATA_PS 2021-01-20 Add Column commented by BHS -->
			<col class="col_wp10"/>
		</colgroup>
		<thead>
			<tr>
				<th>No.</th>
				<th>고사장명</th>
				<th>주소</th>
				<th>잔여좌석</th><!-- KDATA_PS 2021-01-20 Add Column commented by BHS -->
				<th>선택</th>
			</tr>
		</thead>
		<tbody>
			{{#foreach list}}
				<tr>
					<td>{{rownumIdx}}</td>
					<td>{{examhallnm}}</td>
					<td>{{addr}} {{addrdtl}}</td>
					<td class="cen">{{math goalseatcnt "-" aplycnt}}</td><!-- KDATA_PS 2021-01-20 Add Column commented by BHS -->
					<td><button class="btn btn-default io-fn-select" data-idx="{{$index}}">선택</button></td>
				</tr>
			{{else}}
				<tr>
					<td colspan="5">고사장 배정이 안되었습니다.</td>
				</tr>
			{{/foreach}}
		</tbody>
	</table>
</div>
</script>

<!-- contents -->
<script id="view-template" type="text/x-handlebars-template">
	<div id="map" class="tc" style="height:300px;">
	</div>
	<table class="table table-bordered">
		<colgroup>
			<col class="col_wp20"/>
			<col class="col_wp80"/>
		</colgroup>
		<tbody>
			<tr>
				<th>
					고사장명
				</th>
				<td>
					{{info.examhallnm}}
				</td>
			</tr>
			<tr>
				<th>
					주소
				</th>
				<td>
					{{info.addr}} {{info.addrdtl}}
				</td>
			</tr>
		</tbody>
	</table>
</script>

<script id="btn-template" type="text/x-handlebars-template">
	<button type="button" class="btn btn-danger io-fn-close">닫기</button>
</script>

<script type="text/javascript">
	var paramsMap = {};
	paramsMap.list = [{"examoprSeq":50085,"examhallSeq":50223,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 경기고","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":880,"goalseatcnt":880,"cidLoginid":"admin","cdatetime":"2020.11.20 18:16","eid":"57","eidLoginid":"kimsw925","edatetime":"2020.11.24 17:24","zipcode":"06086","addr":"서울 강남구 영동대로 643","addrdtl":"경기고등학교","latitude":"37.517564539911","longitude":"127.056075505663","maprt":4,"aplycnt":737,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"경기고등학교","rownumIdx":1},{"examoprSeq":50085,"examhallSeq":50233,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 경원중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":680,"goalseatcnt":680,"cidLoginid":"admin","cdatetime":"2020.11.20 18:18","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:19","zipcode":"06521","addr":"서울 서초구 신반포로33길 39","addrdtl":"경원중학교","latitude":"37.510891711927854","longitude":"127.00882227205328","maprt":3,"aplycnt":634,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"경원중학교","rownumIdx":2},{"examoprSeq":50085,"examhallSeq":51297,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 광남고","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":760,"goalseatcnt":760,"cidLoginid":"kimsw925","cdatetime":"02.22 14:27","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:27","zipcode":"04973","addr":"서울 광진구 아차산로70길 17-16","addrdtl":"광남고등학교","latitude":"37.54134734451346","longitude":"127.10149736879781","maprt":5,"aplycnt":29,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"광남고등학교","rownumIdx":3},{"examoprSeq":50085,"examhallSeq":51286,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 광장중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":540,"goalseatcnt":540,"cidLoginid":"kimsw925","cdatetime":"02.22 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18:19","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:25","zipcode":"62020","addr":"광주 서구 화개중앙로 60","addrdtl":"광주중학교","latitude":"35.12575642674147","longitude":"126.85605877874418","maprt":3,"aplycnt":385,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"광주중학교","rownumIdx":39},{"examoprSeq":50085,"examhallSeq":51043,"area":"297","areanm":"대전광역시","examhallnm":"빅분기 (대전) 관저중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":500,"goalseatcnt":500,"cidLoginid":"admin","cdatetime":"2020.11.26 19:43","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:22","zipcode":"35359","addr":"대전 서구 관저동로 143","addrdtl":"관저중학교","latitude":"36.30558915167155","longitude":"127.33989978164912","maprt":3,"aplycnt":291,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"관저중학교","rownumIdx":40},{"examoprSeq":50085,"examhallSeq":51302,"area":"297","areanm":"대전광역시","examhallnm":"빅분기 (대전) 대전문화여중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":400,"goalseatcnt":400,"cidLoginid":"kimsw925","cdatetime":"02.22 14:30","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:30","zipcode":"35018","addr":"대전 중구 문화로218번길 63","addrdtl":"대전문화여자중학교","latitude":"36.31288577933253","longitude":"127.40981483062666","maprt":6,"aplycnt":26,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"대전문화여자중학교","rownumIdx":41},{"examoprSeq":50085,"examhallSeq":50235,"area":"297","areanm":"대전광역시","examhallnm":"빅분기 (대전) 만년중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":480,"goalseatcnt":440,"cidLoginid":"admin","cdatetime":"2020.11.20 18:18","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:54","zipcode":"35200","addr":"대전 서구 만년남로 17","addrdtl":"대전만년중학교","latitude":"36.367046348165","longitude":"127.376312374999","maprt":3,"aplycnt":405,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"대전만년중학교","rownumIdx":42},{"examoprSeq":50085,"examhallSeq":51301,"area":"297","areanm":"대전광역시","examhallnm":"빅분기 (대전) 우송정보대학","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":380,"goalseatcnt":380,"cidLoginid":"kimsw925","cdatetime":"02.22 14:30","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:30","zipcode":"34606","addr":"대전 동구 동대전로 171","addrdtl":"우송정보대학교","latitude":"36.337037452839965","longitude":"127.4450607936408","maprt":6,"aplycnt":70,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"우송정보대학교","rownumIdx":43},{"examoprSeq":50085,"examhallSeq":51305,"area":"298","areanm":"울산광역시","examhallnm":"빅분기 (울산) 울산전시컨벤션센터","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":420,"goalseatcnt":420,"cidLoginid":"kimsw925","cdatetime":"02.22 14:30","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:30","zipcode":"44951","addr":"울산 울주군 삼남읍 울산역로 255","addrdtl":"울산전시컨벤션센터","latitude":"35.5556181451166","longitude":"129.131655208788","maprt":4,"aplycnt":49,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"울산전시컨벤션센터","rownumIdx":44},{"examoprSeq":50085,"examhallSeq":50239,"area":"4211000000","areanm":"춘천시","examhallnm":"빅분기 (춘천) 춘천세종호텔","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":358,"goalseatcnt":358,"cidLoginid":"admin","cdatetime":"2020.11.20 18:19","eid":"57","eidLoginid":"kimsw925","edatetime":"02.25 16:45","zipcode":"24265","addr":"강원 춘천시 봉의산길 31","addrdtl":"춘천세종호텔","latitude":"37.886620206034","longitude":"127.731474742969","maprt":4,"aplycnt":130,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"춘천세종호텔","rownumIdx":45},{"examoprSeq":50085,"examhallSeq":50240,"area":"5011000000","areanm":"제주시","examhallnm":"빅분기 (제주) 제주대 아라캠퍼스","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":200,"goalseatcnt":200,"cidLoginid":"admin","cdatetime":"2020.11.20 18:19","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:25","zipcode":"63243","addr":"제주특별자치도 제주시 제주대학로 102","addrdtl":"제주대학교 아라캠퍼스","latitude":"33.45592652962799","longitude":"126.56192303275287","maprt":4,"aplycnt":53,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"제주대학교 아라캠퍼스","rownumIdx":46}];
</script>
<textarea id="pParamsMap" style="display:none">
	
</textarea>
<script type="text/javascript" src="/www/js/home/jquery.prettyembed.js?v=081205"></script>
<script type="text/javascript" src="/www/js/plugins/video_clappr/clappr.js?v=081205"></script>
<script src="/www/pages/commons/map-list-pop.js?v=081205"></script>

	</div>
	<!-- 다운로드 전용 -->
	<iframe id="_fileDownFrm" name="_fileDownFrm" class="blind" ></iframe>
</body>
</html>

전국 고사장 정보는 js <script> 중 paramsMap.list에 딕셔너리 행태로 담겨있다

이 중 고사장 하나만 예시로 살펴보자 (서울 경기고)

<script type="text/javascript">
    var paramsMap = {};
    paramsMap.list = [
        {
            "examoprSeq": 50085,
            "examhallSeq": 50223,
            "area": "292",
            "areanm": "서울특별시",
            "examhallnm": "빅분기 (서울) 경기고",
            "mngernm": "",
            "email": "",
            "phnno": "",
            "cellphone": "",
            "seatcnt": 880,
            "goalseatcnt": 880,
            "cidLoginid": "admin",
            "cdatetime": "2020.11.20 18:16",
            "eid": "57",
            "eidLoginid": "kimsw925",
            "edatetime": "2020.11.24 17:24",
            "zipcode": "06086",
            "addr": "서울 강남구 영동대로 643",
            "addrdtl": "경기고등학교",
            "latitude": "37.517564539911",
            "longitude": "127.056075505663",
            "maprt": 4,
            "aplycnt": 737,
            "useseatcnt": 0,
            "certlvl": "ENG",
            "examnm": "제2회 빅데이터분석기사-필기",
            "examhallBuilding": "경기고등학교",
            "rownumIdx": 1
        },
<!-- 중략 -->

요소 하나가 꽤 많은 정보를 담고 있다 (주소, 우편번호, 응시 좌석 수, 현재 응시 인원, 남은 좌석 수 등)

특히 위도(latitude)와 경도(longitude)값이 포함되어 있어서 지도를 그리기 위해 굳이 주소를 위도 경도로 변환하는 스크립트는 구현할 필요가 없다 (Good)

 

BeautifulSoup 라이브러리를 사용해서 고사장 정보를 파싱해보자 (파서는 lxml 사용)

※ "paramsMap" 문자열이 tag.contents에 포함된 <script> 태그를 찾으면 된다

import os
from bs4 import BeautifulSoup

filepath = os.path.abspath('./source.html')
with open(filepath, 'r') as fp:
    html = BeautifulSoup(fp, 'lxml')
script_tags = html.find_all("script", attrs={'type': 'text/javascript'})
find1 = list(filter(lambda x: len(x.contents) > 0, script_tags))
find2 = list(filter(lambda x: "paramsMap" in x.contents[0], find1))
content = find2[0].contents[0]

 

더보기 
In [1]: script_tags
Out[1]:
[<script src="/www/js/plugins/jquery.js?v=081205" type="text/javascript"></script>, <script src="/www/js/plugins/jquery-ui.js?v=081205" type="text/javascript"></script>, <script src="/www/js/plugins/lodash.js?v=081205" type="text/javascript"></script>, <script src="/www/js/plugins/handlebars.js?v=081205" type="text/javascript"></script>, <script src="/www/js/plugins/bootstrap.min.js?v=081205" type="text/javascript"></script>, <script src="/www/js/plugins/bootstrap.bundle.min.js?v=081205" type="text/javascript"></script>, <script src="/www/js/plugins/jsonrpc.js?v=081205" type="text/javascript"></script>, <script src="/www/js/plugins/jquery.form.js?v=081205" type="text/javascript"></script>, <script src="/www/js/iosys/jquery-plugins.js?v=081205" type="text/javascript"></script>, <script src="/www/js/iosys/common.js?v=081205" type="text/javascript"></script>, <script src="/www/js/iosys/handlebars-extensions.js?v=081205" type="text/javascript"></script>, <script src="/www/js/iosys/sitefunction.js?v=081205" type="text/javascript"></script>, <script type="text/javascript">
		var contextRoot = "/www";
		var dataRoot = "https://www.dataq.or.kr/certdata";
	</script>, <script src="https://spi.maps.daum.net/imap/map_js_init/postcode.v2.js?v=081205" type="text/javascript"></script>, <script src="//dapi.kakao.com/v2/maps/sdk.js?appkey=a25e1d9aa62c96819ad3b5fe6a421a3c&amp;libraries=services" type="text/javascript"></script>, <script type="text/javascript">
	var paramsMap = {};
	paramsMap.list = [{"examoprSeq":50085,"examhallSeq":50223,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 경기고","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":880,"goalseatcnt":880,"cidLoginid":"admin","cdatetime":"2020.11.20 18:16","eid":"57","eidLoginid":"kimsw925","edatetime":"2020.11.24 17:24","zipcode":"06086","addr":"서울 강남구 영동대로 643","addrdtl":"경기고등학교","latitude":"37.517564539911","longitude":"127.056075505663","maprt":4,"aplycnt":737,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"경기고등학교","rownumIdx":1},{"examoprSeq":50085,"examhallSeq":50233,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 경원중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":680,"goalseatcnt":680,"cidLoginid":"admin","cdatetime":"2020.11.20 18:18","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:19","zipcode":"06521","addr":"서울 서초구 신반포로33길 39","addrdtl":"경원중학교","latitude":"37.510891711927854","longitude":"127.00882227205328","maprt":3,"aplycnt":634,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"경원중학교","rownumIdx":2},{"examoprSeq":50085,"examhallSeq":51297,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 광남고","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":760,"goalseatcnt":760,"cidLoginid":"kimsw925","cdatetime":"02.22 14:27","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:27","zipcode":"04973","addr":"서울 광진구 아차산로70길 17-16","addrdtl":"광남고등학교","latitude":"37.54134734451346","longitude":"127.10149736879781","maprt":5,"aplycnt":29,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"광남고등학교","rownumIdx":3},{"examoprSeq":50085,"examhallSeq":51286,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 광장중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":540,"goalseatcnt":540,"cidLoginid":"kimsw925","cdatetime":"02.22 14:27","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:27","zipcode":"04966","addr":"서울 광진구 광장로1길 1","addrdtl":"광장중학교","latitude":"37.54726665739848","longitude":"127.1017882964446","maprt":4,"aplycnt":34,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"광장중학교","rownumIdx":4},{"examoprSeq":50085,"examhallSeq":51294,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 국사봉중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":300,"goalseatcnt":300,"cidLoginid":"kimsw925","cdatetime":"02.22 14:27","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:27","zipcode":"07038","addr":"서울 동작구 양녕로20길 20","addrdtl":"국사봉중학교","latitude":"37.493532631943","longitude":"126.944055659373","maprt":5,"aplycnt":261,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"국사봉중학교","rownumIdx":5},{"examoprSeq":50085,"examhallSeq":51308,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 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In [2]: find1
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In [3]: find2
Out[3]:
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In [4]: content
Out[4]: 
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18:19","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:25","zipcode":"63243","addr":"제주특별자치도 제주시 제주대학로 102","addrdtl":"제주대학교 아라캠퍼스","latitude":"33.45592652962799","longitude":"126.56192303275287","maprt":4,"aplycnt":53,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"제주대학교 아라캠퍼스","rownumIdx":46}];\n'

"paramsMap.list = (...)" 문자열은 리스트 내부에 딕셔너리 요소들이 포함된 문자열을 포함하고 있는데, 이는 웹에서 사용되는 JSON과 동일한 포맷이므로, json 라이브러리를 사용해서 다음과 같이 파싱할 수 있다

import json

idx = content.find('[')
str_temp = content[idx:]
str_temp = str_temp.replace(';', '')
json_obj = json.loads(str_temp)

 

더보기 
In [5]: idx
Out[5]: 40

In [6]: str_temp
Out[6]:
'[{"examoprSeq":50085,"examhallSeq":50223,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 경기고","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":880,"goalseatcnt":880,"cidLoginid":"admin","cdatetime":"2020.11.20 18:16","eid":"57","eidLoginid":"kimsw925","edatetime":"2020.11.24 17:24","zipcode":"06086","addr":"서울 강남구 영동대로 643","addrdtl":"경기고등학교","latitude":"37.517564539911","longitude":"127.056075505663","maprt":4,"aplycnt":737,"useseatcnt":0,"certlvl":"ENG","examnm":"제2회 빅데이터분석기사-필기","examhallBuilding":"경기고등학교","rownumIdx":1},{"examoprSeq":50085,"examhallSeq":50233,"area":"292","areanm":"서울특별시","examhallnm":"빅분기 (서울) 경원중","mngernm":"","email":"","phnno":"","cellphone":"","seatcnt":680,"goalseatcnt":680,"cidLoginid":"admin","cdatetime":"2020.11.20 18:18","eid":"57","eidLoginid":"kimsw925","edatetime":"02.22 14:19","zipcode":"06521","addr":"서울 서초구 신반포로33길 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In [7]: json_obj
Out[7]:
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'aplycnt': 291, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '관저중학교', 'rownumIdx': 40}, {'examoprSeq': 50085, 'examhallSeq': 51302, 'area': '297', 'areanm': '대전광역시', 'examhallnm': '빅분기 (대전) 대전문화여중', 'mngernm': '', 'email': '', 'phnno': '', 'cellphone': '', 'seatcnt': 400, 'goalseatcnt': 400, 'cidLoginid': 'kimsw925', 'cdatetime': '02.22 14:30', 'eid': '57', 'eidLoginid': 'kimsw925', 'edatetime': '02.22 14:30', 'zipcode': '35018', 'addr': '대전 중구 문화로218번길 63', 'addrdtl': '대전문화여자중학교', 'latitude': '36.31288577933253', 'longitude': '127.40981483062666', 'maprt': 6, 'aplycnt': 26, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '대전문화여자중학교', 'rownumIdx': 41}, {'examoprSeq': 50085, 'examhallSeq': 50235, 'area': '297', 'areanm': '대전광역시', 'examhallnm': '빅분기 (대전) 만년중', 'mngernm': '', 'email': '', 'phnno': '', 'cellphone': '', 'seatcnt': 480, 'goalseatcnt': 440, 'cidLoginid': 'admin', 'cdatetime': '2020.11.20 18:18', 'eid': '57', 'eidLoginid': 'kimsw925', 'edatetime': '02.22 14:54', 'zipcode': '35200', 'addr': '대전 서구 만년남로 17', 'addrdtl': '대전만년중학교', 'latitude': '36.367046348165', 'longitude': '127.376312374999', 'maprt': 3, 'aplycnt': 405, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '대전만년중학교', 'rownumIdx': 42}, {'examoprSeq': 50085, 'examhallSeq': 51301, 'area': '297', 'areanm': '대전광역시', 'examhallnm': '빅분기 (대전) 우송정보대학', 'mngernm': '', 'email': '', 'phnno': '', 'cellphone': '', 'seatcnt': 380, 'goalseatcnt': 380, 'cidLoginid': 'kimsw925', 'cdatetime': '02.22 14:30', 'eid': '57', 'eidLoginid': 'kimsw925', 'edatetime': '02.22 14:30', 'zipcode': '34606', 'addr': '대전 동구 동대전로 171', 'addrdtl': '우송정보대학교', 'latitude': '36.337037452839965', 'longitude': '127.4450607936408', 'maprt': 6, 'aplycnt': 70, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '우송정보대학교', 'rownumIdx': 43}, {'examoprSeq': 50085, 'examhallSeq': 51305, 'area': '298', 'areanm': '울산광역시', 'examhallnm': '빅분기 (울산) 울산전시컨벤션센터', 'mngernm': '', 'email': '', 'phnno': '', 'cellphone': '', 'seatcnt': 420, 'goalseatcnt': 420, 'cidLoginid': 'kimsw925', 'cdatetime': '02.22 14:30', 'eid': '57', 'eidLoginid': 'kimsw925', 'edatetime': '02.22 14:30', 'zipcode': '44951', 'addr': '울산 울주군 삼남읍 울산역로 255', 'addrdtl': '울산전시컨벤션센터', 'latitude': '35.5556181451166', 'longitude': '129.131655208788', 'maprt': 4, 'aplycnt': 49, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '울산전시컨벤션센터', 'rownumIdx': 44}, {'examoprSeq': 50085, 'examhallSeq': 50239, 'area': '4211000000', 'areanm': '춘천시', 'examhallnm': '빅분기 (춘천) 춘천세종호텔', 'mngernm': '', 'email': '', 'phnno': '', 'cellphone': '', 'seatcnt': 358, 'goalseatcnt': 358, 'cidLoginid': 'admin', 'cdatetime': '2020.11.20 18:19', 'eid': '57', 'eidLoginid': 'kimsw925', 'edatetime': '02.25 16:45', 'zipcode': '24265', 'addr': '강원 춘천시 봉의산길 31', 'addrdtl': '춘천세종호텔', 'latitude': '37.886620206034', 'longitude': '127.731474742969', 'maprt': 4, 'aplycnt': 130, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '춘천세종호텔', 'rownumIdx': 45}, {'examoprSeq': 50085, 'examhallSeq': 50240, 'area': '5011000000', 'areanm': '제주시', 'examhallnm': '빅분기 (제주) 제주대 아라캠퍼스', 'mngernm': '', 'email': '', 'phnno': '', 'cellphone': '', 'seatcnt': 200, 'goalseatcnt': 200, 'cidLoginid': 'admin', 'cdatetime': '2020.11.20 18:19', 'eid': '57', 'eidLoginid': 'kimsw925', 'edatetime': '02.22 14:25', 'zipcode': '63243', 'addr': '제주특별자치도 제주시 제주대학로 102', 'addrdtl': '제주대학교 아라캠퍼스', 'latitude': '33.45592652962799', 'longitude': '126.56192303275287', 'maprt': 4, 'aplycnt': 53, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '제주대학교 아라캠퍼스', 'rownumIdx': 46}]

In [8]: len(json_obj)
Out[8]: 46

In [9]: json_obj[0]
Out[9]: {'examoprSeq': 50085, 'examhallSeq': 50223, 'area': '292', 'areanm': '서울특별시', 'examhallnm': '빅분기 (서울) 경기고', 'mngernm': '', 'email': '', 'phnno': '', 'cellphone': '', 'seatcnt': 880, 'goalseatcnt': 880, 'cidLoginid': 'admin', 'cdatetime': '2020.11.20 18:16', 'eid': '57', 'eidLoginid': 'kimsw925', 'edatetime': '2020.11.24 17:24', 'zipcode': '06086', 'addr': '서울 강남구 영동대로 643', 'addrdtl': '경기고등학교', 'latitude': '37.517564539911', 'longitude': '127.056075505663', 'maprt': 4, 'aplycnt': 737, 'useseatcnt': 0, 'certlvl': 'ENG', 'examnm': '제2회 빅데이터분석기사-필기', 'examhallBuilding': '경기고등학교', 'rownumIdx': 1}

In [10]: type(json_obj[0])
Out[10]: <class 'dict'>

 

각 요소들이 딕셔너리 객체로 잘 변환된 것을 확인할 수 있다

최종적으로 데이터 파싱 구문을 다음과 같이 함수화해주자

import os
import json
from typing import List, Dict
from bs4 import BeautifulSoup

def getData() -> List[Dict]:
    filepath = os.path.abspath('./source.html')
    with open(filepath, 'r') as fp:
        html = BeautifulSoup(fp, 'lxml')

    script_tags = html.find_all("script", attrs={'type': 'text/javascript'})
    find1 = list(filter(lambda x: len(x.contents) > 0, script_tags))
    find2 = list(filter(lambda x: "paramsMap" in x.contents[0], find1))
    content = find2[0].contents[0]
    idx = content.find('[')
    str_temp = content[idx:]
    str_temp = str_temp.replace(';', '')
    json_obj = json.loads(str_temp)

    return json_obj

3. Visualization

folium 라이브러리를 사용해서 지도 위에 고사장 위치를 표시해보자

pip install folium
import folium

data = getData()
# 서울 데이터만 추출
data_seoul = list(filter(lambda x: x['areanm'] == '서울특별시', data))

def convertGeoLoc(h, m, s):
    return h + (m + s / 60) / 60

# folium 지도 생성
fm = folium.Map(
    location=[convertGeoLoc(37, 33, 6.89), convertGeoLoc(126, 59, 30.664)],
    tiles='cartodbpositron',
    zoom_start=11
)

for elem in data_seoul:
    folium.Circle(
        location=(elem['latitude'], elem['longitude']),
        tooltip=elem['addrdtl'],
        radius=100,
        color="#ff0000"
    ).add_to(fm)

fm.save('result.html')

서울시 중앙 좌표는 다음 링크를 참고했다

서울시 지리적 중심점, 남산 중턱에 있다

(folium 기본적인 사용법은 링크 참고)

 

브라우저로 result.html 결과파일을 열어보자

result.html 브라우저 오픈 결과

빨간 점 근처에 마우스를 갖다대면 툴팁도 표기된다

mouse over tooltip

고사장들의  위치를 한눈에 파악할 수 있어서 나쁘지 않은 결과물인 것 같다

result.html
0.02MB

끝~!

 

P.S) 대중교통 여부를 고려해서 고사장은 경기고등학교로 결정했다

      경기도 주민 편의도 고려해줬으면 좋겠다 ㅠㅠ

 

 

 
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