이전에 소설 링크를 가져와서 파일로 저장한 후, 하나씩 뽑아 셀레니움을 통해 정보를 가져오는 방식을 사용했다.
하지만 이 방식의 문제점은 15세 이상 이용가는 로그인을 해야하기 때문에 내가 크롤링한 소설 페이지중 일부만(특히 로맨스) 정보를 가져올 수 있었다.
로그인을 하지 않고 크롤링을 할 수 있는 방법이 있나 하고 생각을 해봤고, 생각난 방법이 requests를 사용하는 것이다.
requests.get(url)를 사용하면 html 전체 소스 페이지를 가져오기 때문에 페이지를 이동하며 크롤링하는 셀레니움보다 훨씬 빠르고, 없으면 없었지 셀레니움처럼 로딩때문에 태그를 찾지 못하는 NoSuchElementException와 같은 오류도 뜨지 않는다.
그리고 requests.get으로 페이지 내용을 가져와보니, 15세이상 이런거 관계없이 페이지 내용을 가져올 수 있었다.
genre_list = ['로맨스', '판타지', '로판', '무협', '현판']
link_list = []
kakao = 'https://page.kakao.com'
for g in genre_list:
f = open(f'폴더/카카오 소설 페이지 리스트/{g}.txt', 'r')
lines = f.readlines()
for line in lines:
# '?tab_type=about': 작품 소개 페이지
link_list.append(kakao + line.strip() + '?tab_type=about')
f.close()
링크들을 잘 가져왔다.
이제 requests.get()을 통해 페이지 html을 가져와 확인해보자
page = requests.get(novel_href+'?tab_type=about')
soup = BeautifulSoup(page.content, 'html.parser')
soup<!DOCTYPE html>
<html><head><meta charset="utf-8"/><meta content="width=device-width" name="viewport"/><title>꽃이 된 남자 - 웹소설 | 카카오페이지</title><script type="application/ld+json">{"@context":"http://schema.org","@type":"Organization","name":"카카오페이지","url":"https://page.kakao.com","sameAs":["https://www.instagram.com/kakaopage/","https://www.facebook.com/page.kakao","https://www.youtube.com/@kakaopage.official","https://twitter.com/kakaopage","https://apps.apple.com/kr/app/id616643813","https://play.google.com/store/apps/details?id=com.kakao.page"]}</script><meta content="꽃이 된 남자, 이십이" name="keywords"/><meta content="“혹시 남자 안 필요하세요…?”새빨간 얼굴로 자신을 소개한 알몸의 남자.그날, 난초는 금매화를 만났다.다른 꽃들도 만나기 위해 달려간 꽃집.꽃집 사장님의 말에 따르면, 꽃을 ‘진짜 사람’으로 만들 수 있다는데- 혼란스러움도 잠시. 마침내 세 남자가 피어났다.“안녕하십니까, 주인님.”더없이 정중하게 고개를 숙여 보이는 베고니아.“이거 말고 다른 옷은 없어?”아무렇지 않게 침대를 차지하고 누운 수국.“이번 주인님은 허리가 가느네에.”첫 만남부터 능숙한 손길로 아랫배를 문지르는 유카.다채로운 꽃잎만큼 각기 다른 매력의 꽃님들.모두 ‘진짜 사람’이 될 수 있을까?" name="description"/><meta content="이십이" name="author"/><meta content="website" property="og:type"/><meta content="ko_KR" property="og:locale"/><meta content="꽃이 된 남자" property="og:title"/><meta content="https://page.kakao.com/content/60396915" property="og:url"/><meta content="카카오페이지" property="og:site_name"/><meta content="“혹시 남자 안 필요하세요…?”새빨간 얼굴로 자신을 소개한 알몸의 남자.그날, 난초는 금매화를 만났다.다른 꽃들도 만나기 위해 달려간 꽃집.꽃집 사장님의 말에 따르면, 꽃을 ‘진짜 사람’으로 만들 수 있다는데- 혼란스러움도 잠시. 마침내 세 남자가 피어났다.“안녕하십니까, 주인님.”더없이 정중하게 고개를 숙여 보이는 베고니아.“이거 말고 다른 옷은 없어?”아무렇지 않게 침대를 차지하고 누운 수국.“이번 주인님은 허리가 가느네에.”첫 만남부터 능숙한 손길로 아랫배를 문지르는 유카.다채로운 꽃잎만큼 각기 다른 매력의 꽃님들.모두 ‘진짜 사람’이 될 수 있을까?" property="og:description"/><meta content="https://dn-img-page.kakao.com/download/resource?kid=vcnW2/hzMT4lzhoA/vOjAXIu6HsC4n4otCC94w1&filename=th3" property="og:image"/><meta content="꽃이 된 남자" name="twitter:title"/><meta content="https://page.kakao.com/content/60396915" name="twitter:url"/><meta content="https://dn-img-page.kakao.com/download/resource?kid=vcnW2/hzMT4lzhoA/vOjAXIu6HsC4n4otCC94w1&filename=th3" name="twitter:image"/><meta content="“혹시 남자 안 필요하세요…?”새빨간 얼굴로 자신을 소개한 알몸의 남자.그날, 난초는 금매화를 만났다.다른 꽃들도 만나기 위해 달려간 꽃집.꽃집 사장님의 말에 따르면, 꽃을 ‘진짜 사람’으로 만들 수 있다는데- 혼란스러움도 잠시. 마침내 세 남자가 피어났다.“안녕하십니까, 주인님.”더없이 정중하게 고개를 숙여 보이는 베고니아.“이거 말고 다른 옷은 없어?”아무렇지 않게 침대를 차지하고 누운 수국.“이번 주인님은 허리가 가느네에.”첫 만남부터 능숙한 손길로 아랫배를 문지르는 유카.다채로운 꽃잎만큼 각기 다른 매력의 꽃님들.모두 ‘진짜 사람’이 될 수 있을까?" name="twitter:description"/><meta content="@kakaopage" name="twitter:site"/><meta content="@kakaopage" name="twitter:creator"/><meta content="summary_large_image" name="twitter:card"/><meta content="574884132543436" property="fb:app_id"/><meta content="카카오페이지" property="article:author"/><meta content="연재물" property="article:section"/><meta content="24" name="next-head-count"/><link href="/public/images/img_logo_bi_s_mw_static.png" rel="apple-touch-icon"/><link href="/public/manifest.json" rel="manifest"/><link href="https://page.kakaocdn.net/pageweb/pretendard/web/static/pretendard.css" rel="stylesheet" type="text/css"/><meta 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보면 문제가 하나 발생한다.
바로 가져오고 싶은 내용이 body 안에 없는 것이다.
자세히 보면 가져와야할 정보들은 <script> </script> 사이에 존재한다.
그렇기 때문에 BeautifulSoup 기능인 select와 find등을 사용할 수 없게 되었다.
script부분을 가져오려면 저 부분을 str로 바꿔 search등을 이용해 문자열에서 찾아야 한다.
먼저 script 부분을 가져와준다.
또 자세히보면 스크립트 부분이 여러개이기 때문에 find_all()을 사용해준다.
source = soup.find_all('script')
len(source)
26
결과를 확인해 보니 `````` 부분이 26개가 존재한다.
그중에서 우리가 원하는 제목, 작가 이름 등의 정보는 가장 마지막에 존재하는 것을 확인했다.
하지만 우리는 여기서 원하는 부분을 찾아야 하는데 script이기 때문에 find나 select는 불가능하다.
현재 저 script 부분은 bs4.element.Tag 타입이기 때문에 뒤에 text를 붙임으로서 str타입으로 변환해 준다.
source[-1].text이제 원하는 정보가 들어있는 부분을 가져왔다.
이제 특정 부분만 따로 빼야하는데, 여러 방법이 있겠지만 난 index 함수를 사용해 원하는 부분을 추출했다.
# 제목
start = source.index('title":"')
end = source.index('","o')
title = source[start+8:end-6]
novel_title.append(title)
# 작가
start = source.index('author":"')
end = source.index('},"i')
author = source[start+9:end-1]
novel_author.append(author)
# 소개글
start = source.index('n":"')
end = source.index('","u')
intro = source[start+4:end]
novel_intro.append(intro)
# 장르
start = source.index('"소설 | ')
end = source.index('"}}}},')
genre = source[start+6:end]
novel_genre.append(genre)
print(f'{title}, {author}, {genre}')정상적으로 내가 원하는 부분만 출력된 것을 확인할 수 있었다.
이제 이것을 끝날때까지 반복하면 되는데, 중간에 작가부분을 찾을 수 없다며 오류가 뜬다.
이유는 모르겠지만 전체중 극소수일 것이라고 판단되기에, 이 부분은 예외로 처리해 주었다.
이제 원하는 정보도 다 뽑았으니, 데이터 프레임으로 저장한다.
novel_data = {
'title': novel_title,
'author': novel_author,
'intro': novel_intro,
'genre': novel_genre
}
kakao_novel_list = pd.DataFrame(novel_data)
kakao_novel_list.to_csv('kakao_novel_list.csv', encoding='utf-8-sig')데이터프레임으로 나온 결과를 보여주고 싶은데, 필자는 아직도 데이터를 뽑는중이다.
약 2만개 정도 뽑는데, 예상 시간은 약 13시간이다.
코딩 공부하는 사람