0226_JSON파싱_HTML파싱.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 지도 카테고리로 검색해보기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'역': '강남역 2호선', '주소': '서울 강남구 역삼동 804'}\n",
      "{'역': '홍대입구역 2호선', '주소': '서울 마포구 동교동 192-5'}\n",
      "{'역': '주안역 1호선', '주소': '인천 미추홀구 주안동 125'}\n",
      "{'역': '합정역 2호선', '주소': '서울 마포구 합정동 420'}\n",
      "{'역': '의정부역 1호선', '주소': '경기 의정부시 의정부동 168-54'}\n",
      "{'역': '신촌역 2호선', '주소': '서울 서대문구 창천동 30-16'}\n",
      "{'역': '당산역 2호선', '주소': '서울 영등포구 당산동6가 323-1'}\n",
      "{'역': '혜화역 4호선', '주소': '서울 종로구 동숭동 67-2'}\n",
      "{'역': '왕십리역 2호선', '주소': '서울 성동구 행당동 188-1'}\n",
      "{'역': '종각역 1호선', '주소': '서울 종로구 관철동 291-2'}\n",
      "{'역': '교대역 3호선', '주소': '서울 서초구 서초동 1748-19'}\n",
      "{'역': '판교역 신분당선', '주소': '경기 성남시 분당구 백현동 산 4-14'}\n",
      "{'역': '서울대입구역 2호선', '주소': '서울 관악구 봉천동 979-2'}\n",
      "{'역': '명동역 4호선', '주소': '서울 중구 충무로2가 93-2'}\n",
      "{'역': '잠실역 2호선', '주소': '서울 송파구 신천동 8'}\n"
     ]
    }
   ],
   "source": [
    "#1.웹에서 정적인 데이터를 가져오기 위한 라이브러리 import\n",
    "import requests\n",
    "\n",
    "#cf. curl -v -X GET \"https://dapi.kakao.com/v2/local/search/category.json?category_group_code=SW8&rect=127.0561466,37.5058277,127.0602340,37.5142554\" \\\n",
    "#-H \"Authorization: KakaoAK kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkk\"\n",
    "\n",
    "#2.다운로드 받을 url 만들기\n",
    "addr = \"https://dapi.kakao.com/v2/local/search/category.json?category_group_code=SW8\"\n",
    "\n",
    "#3.header 만들기\n",
    "headers = {'Authorization':'KakaoAK e6901febcd85d42b531c1a5e6d70d9ee'}\n",
    "\n",
    "#4.데이터 가져와서 일단 바로 출력해보기\n",
    "resp = requests.get(addr,headers=headers)\n",
    "text = resp.text\n",
    "#print(text) #4-1. 결과를 보면 dict형태 JSON인걸 확인 가능하다.\n",
    "\n",
    "#5.JSON 결과를 받았으니 json 파싱을 실시하기\n",
    "# 5-1. json 파싱 내장 모듈 \n",
    "import json\n",
    "\n",
    "#5-2. json 파싱 \n",
    "jsondata = json.loads(text) #java코드와 혼동하지 말 것\n",
    "#print(type(jsondata)) #dict라는걸 알 수 있음\n",
    "\n",
    "li = []\n",
    "#5-3. KakaoAPI의 문서를 보고 필요한게 무엇인지 찾아온다 \n",
    "# 확인결과 documents 키의 데이터를 가져오면 됨 \n",
    "for imsi in jsondata['documents']: #jsondata의 리스트에서 document를 imsi dict로 인덱싱\n",
    "    #print(imsi['place_name'],':', imsi['address_name']) #imsi dict에서 placename과 addressname을 뽑아서 리스트로 인덱싱\n",
    "    d = {'역':imsi['place_name'],'주소':imsi['address_name']}\n",
    "    #dict를 list에 추가하기\n",
    "    li.append(d)\n",
    "    \n",
    "#출력해보기\n",
    "for temp in li:\n",
    "    print(temp)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 위키피디아에서 하이퍼링크 태그 내용 가져오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#mw-head\n",
      "#p-search\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EB%8F%99%EC%9D%8C%EC%9D%B4%EC%9D%98%EC%96%B4_%EB%AC%B8%EC%84%9C\n",
      "/wiki/%ED%86%A0%EC%84%B1_(%EB%8F%99%EC%9D%8C%EC%9D%B4%EC%9D%98)\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Saturn_symbol.svg\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Saturn_during_Equinox.jpg\n",
      "/wiki/%EC%B9%B4%EC%8B%9C%EB%8B%88_%ED%98%B8\n",
      "/wiki/J2000\n",
      "/wiki/%EB%B0%98%EC%A7%80%EB%A6%84\n",
      "/wiki/%ED%82%AC%EB%A1%9C%EB%AF%B8%ED%84%B0\n",
      "/wiki/%EC%B2%9C%EB%AC%B8_%EB%8B%A8%EC%9C%84\n",
      "/wiki/%EB%91%98%EB%A0%88\n",
      "/wiki/%ED%85%8C%EB%9D%BC_(SI_%EC%A0%91%EB%91%90%EC%96%B4)\n",
      "/wiki/%EB%AF%B8%ED%84%B0\n",
      "/wiki/%EC%9D%B4%EC%8B%AC%EB%A5%A0\n",
      "/wiki/%EA%B7%BC%EC%9D%BC%EC%A0%90\n",
      "/wiki/%EC%9B%90%EC%9D%BC%EC%A0%90\n",
      "/wiki/%EA%B3%B5%EC%A0%84_%EC%A3%BC%EA%B8%B0\n",
      "/wiki/%EC%9C%A8%EB%A6%AC%EC%9A%B0%EC%8A%A4%EB%85%84\n",
      "/wiki/%EA%B3%B5%EC%A0%84_%EC%A3%BC%EA%B8%B0\n",
      "/wiki/%EA%B6%A4%EB%8F%84_%EA%B2%BD%EC%82%AC\n",
      "/wiki/%EC%8A%B9%EA%B5%90%EC%A0%90_%EA%B2%BD%EB%8F%84\n",
      "/wiki/%EA%B7%BC%EC%9D%BC%EC%A0%90_%EC%9D%B8%EC%88%98\n",
      "/wiki/%EC%9C%84%EC%84%B1\n",
      "/wiki/%EC%A0%81%EB%8F%84\n",
      "/wiki/%EC%A7%80%EB%A6%84\n",
      "http://www.onasch.de/astro/showobject.php?lang=en&head=f&anim=129&obj=p06\n",
      "/wiki/%ED%8E%B8%ED%8F%89%EB%8F%84\n",
      "/wiki/%EB%B6%80%ED%94%BC\n",
      "/wiki/%EC%A7%88%EB%9F%89\n",
      "/wiki/%EB%B0%80%EB%8F%84\n",
      "/wiki/%EB%AC%BC\n",
      "/wiki/%EC%A4%91%EB%A0%A5\n",
      "/wiki/%EA%B0%80%EC%86%8D%EB%8F%84\n",
      "/wiki/%EC%A4%91%EB%A0%A5\n",
      "/wiki/%EA%B0%80%EC%86%8D%EB%8F%84\n",
      "/wiki/%EC%A4%91%EB%A0%A5%EA%B0%80%EC%86%8D%EB%8F%84\n",
      "/wiki/%ED%83%88%EC%B6%9C_%EC%86%8D%EB%8F%84\n",
      "http://www.hnsky.org/iau-iag.htm\n",
      "/wiki/%EC%9E%90%EC%A0%84%EC%B6%95_%EA%B8%B0%EC%9A%B8%EA%B8%B0\n",
      "/wiki/%EC%A0%81%EA%B2%BD\n",
      "/wiki/%EC%A0%81%EC%9C%84\n",
      "/wiki/%EB%B0%98%EC%82%AC%EC%9C%A8\n",
      "/wiki/%EA%B2%89%EB%B3%B4%EA%B8%B0_%EB%93%B1%EA%B8%89\n",
      "/wiki/%EC%98%A8%EB%8F%84\n",
      "/wiki/%EC%BC%88%EB%B9%88\n",
      "/wiki/%EB%8C%80%EA%B8%B0%EC%95%95\n",
      "/wiki/%ED%8C%8C%EC%8A%A4%EC%B9%BC_(%EB%8B%A8%EC%9C%84)\n",
      "/wiki/%EC%88%98%EC%86%8C\n",
      "/wiki/%ED%97%AC%EB%A5%A8\n",
      "/wiki/%EB%A9%94%ED%83%84\n",
      "/wiki/%EC%88%98%EC%A6%9D%EA%B8%B0\n",
      "/wiki/%EC%95%94%EB%AA%A8%EB%8B%88%EC%95%84\n",
      "/wiki/%EC%97%90%ED%83%84\n",
      "/wiki/%ED%94%84%EB%A1%9C%ED%8C%90\n",
      "/wiki/%ED%83%9C%EC%96%91\n",
      "/wiki/%ED%83%9C%EC%96%91%EA%B3%84\n",
      "/wiki/%ED%96%89%EC%84%B1\n",
      "/wiki/%EB%AA%A9%EC%84%B1\n",
      "/wiki/%EC%A7%80%EA%B5%AC\n",
      "/wiki/%EB%AA%A9%EC%84%B1\n",
      "/wiki/%EC%B2%9C%EC%99%95%EC%84%B1\n",
      "/wiki/%ED%95%B4%EC%99%95%EC%84%B1\n",
      "/wiki/%EB%AA%A9%EC%84%B1%ED%98%95_%ED%96%89%EC%84%B1\n",
      "/wiki/%EC%82%AC%ED%88%AC%EB%A5%B4%EB%88%84%EC%8A%A4\n",
      "/wiki/%ED%86%A0%EC%9A%94%EC%9D%BC\n",
      "/wiki/%ED%81%AC%EB%A1%9C%EB%85%B8%EC%8A%A4\n",
      "/w/index.php?title=%EB%8B%88%EB%88%84%EB%A5%B4%ED%83%80&action=edit&redlink=1\n",
      "#특징\n",
      "#토성의_고리와_위성\n",
      "#토성의_위성\n",
      "#토성_탐사\n",
      "#물리적인_특성\n",
      "#내부_구조\n",
      "#대기\n",
      "#공전_궤도와_자전\n",
      "#육각형_구름\n",
      "#자기권\n",
      "#고리\n",
      "#위성\n",
      "#토성_탐사_2\n",
      "#토성_탐사선\n",
      "#참고_문헌\n",
      "#외부_링크\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=1\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=2\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=3\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=4\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=5\n",
      "/wiki/%EB%B0%80%EB%8F%84\n",
      "/wiki/%ED%9A%8C%EC%A0%84_%ED%83%80%EC%9B%90%EC%B2%B4\n",
      "/wiki/%EB%AA%A9%EC%84%B1\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=6\n",
      "/wiki/%EB%AA%A9%EC%84%B1\n",
      "/wiki/%EC%88%98%EC%86%8C\n",
      "/wiki/%ED%97%AC%EB%A5%A8\n",
      "/wiki/%EC%A7%80%EA%B5%AC\n",
      "#cite_note-NMM_Saturn-1\n",
      "#cite_note-2\n",
      "/wiki/%EB%82%B4%EB%B6%80%EC%97%B4\n",
      "#cite_note-3\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=7\n",
      "/wiki/%EC%88%98%EC%86%8C\n",
      "/wiki/%ED%97%AC%EB%A5%A8\n",
      "/wiki/%EC%95%94%EB%AA%A8%EB%8B%88%EC%95%84\n",
      "/wiki/%EC%95%84%EC%84%B8%ED%8B%B8%EB%A0%8C\n",
      "/wiki/%EC%97%90%ED%85%8C%EC%9D%B8\n",
      "/w/index.php?title=%EC%9D%B8%ED%99%94%EC%88%98%EC%86%8C&action=edit&redlink=1\n",
      "/wiki/%EB%A9%94%ED%85%8C%EC%9D%B8\n",
      "/wiki/%ED%83%9C%EC%96%91\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=8\n",
      "/wiki/%EC%B2%9C%EB%AC%B8%EB%8B%A8%EC%9C%84\n",
      "#cite_note-fact-4\n",
      "#cite_note-fact-4\n",
      "#cite_note-fact-4\n",
      "#cite_note-fact-4\n",
      "/wiki/%EC%A0%84%ED%8C%8C\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Jewel_of_the_Solar_System.jpg\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Jewel_of_the_Solar_System.jpg\n",
      "/wiki/%EC%B9%B4%EC%8B%9C%EB%8B%88_%ED%98%B8\n",
      "#cite_note-5\n",
      "/wiki/%EC%97%94%EC%85%80%EB%9D%BC%EB%91%90%EC%8A%A4\n",
      "#cite_note-6\n",
      "#cite_note-7\n",
      "#cite_note-8\n",
      "#cite_note-Anderson2007-9\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=9\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Rotatingsaturnhexagon.gif\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Rotatingsaturnhexagon.gif\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Hexagon2_cassini.jpg\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Hexagon2_cassini.jpg\n",
      "#cite_note-10\n",
      "/w/index.php?title=%EC%9C%A1%EA%B0%81%ED%98%95_%EA%B5%AC%EB%A6%84&action=edit&redlink=1\n",
      "#cite_note-nownews1-11\n",
      "/wiki/%EB%AF%B8%EC%8A%A4%ED%84%B0%EB%A6%AC\n",
      "#cite_note-nownews1-11\n",
      "#cite_note-12\n",
      "/w/index.php?title=%EB%8D%B4%EB%A7%88%ED%81%AC_%EA%B3%B5%EA%B3%BC_%EB%8C%80%ED%95%99&action=edit&redlink=1\n",
      "/wiki/%EB%AC%BC%EB%A6%AC%ED%95%99%EA%B3%BC\n",
      "/wiki/2008%EB%85%84\n",
      "#cite_note-13\n",
      "/wiki/%EC%A0%84%EB%8F%99%EA%B8%B0\n",
      "#cite_note-14\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=10\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=11\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Saturn%27s_ring_plane.jpg\n",
      "/wiki/%ED%8C%8C%EC%9D%BC:Saturn%27s_ring_plane.jpg\n",
      "/wiki/%ED%86%A0%EC%84%B1%EC%9D%98_%EA%B3%A0%EB%A6%AC\n",
      "/wiki/%ED%96%89%EC%84%B1%EC%9D%98_%EA%B3%A0%EB%A6%AC\n",
      "/wiki/%EA%B0%88%EB%A6%B4%EB%A0%88%EC%98%A4_%EA%B0%88%EB%A6%B4%EB%A0%88%EC%9D%B4\n",
      "/wiki/%EB%A7%9D%EC%9B%90%EA%B2%BD\n",
      "/wiki/%EA%B7%80\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=12\n",
      "/wiki/%ED%86%A0%EC%84%B1%EC%9D%98_%EC%9C%84%EC%84%B1\n",
      "/wiki/%EB%AA%A9%EC%84%B1\n",
      "/wiki/%EA%B0%80%EB%8B%88%EB%A9%94%EB%8D%B0_(%EC%9C%84%EC%84%B1)\n",
      "/wiki/%ED%83%80%EC%9D%B4%ED%83%84_(%EC%9C%84%EC%84%B1)\n",
      "/wiki/%EC%9D%B4%EC%95%84%ED%8E%98%ED%88%AC%EC%8A%A4_(%EC%9C%84%EC%84%B1)\n",
      "/wiki/%ED%85%8C%ED%8B%B0%EC%8A%A4_(%EC%9C%84%EC%84%B1)\n",
      "/wiki/%EB%94%94%EC%98%A4%EB%84%A4_(%EC%9C%84%EC%84%B1)\n",
      "/wiki/%EC%9C%A0%EB%A1%9C%ED%8C%8C_(%EC%9C%84%EC%84%B1)\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=13\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=14\n",
      "/wiki/%ED%8C%8C%EC%9D%B4%EC%96%B4%EB%8B%88%EC%96%B4_11%ED%98%B8\n",
      "/wiki/%EB%B3%B4%EC%9D%B4%EC%A0%80_1%ED%98%B8\n",
      "/wiki/%EB%B3%B4%EC%9D%B4%EC%A0%80_2%ED%98%B8\n",
      "/wiki/%EC%B9%B4%EC%8B%9C%EB%8B%88-%ED%95%98%EC%9C%84%ED%97%8C%EC%8A%A4_%ED%98%B8\n",
      "/w/index.php?title=%ED%86%A0%EC%84%B1&action=edit&section=15\n",
      "#cite_ref-NMM_Saturn_1-0\n",
      "https://www.webcitation.org/62DnaWpNg?url=http://www.nmm.ac.uk/server/show/conWebDoc.286\n",
      "http://www.nmm.ac.uk/server/show/conWebDoc.286\n",
      "#cite_ref-2\n",
      "http://www.sciencemag.org/cgi/content/full/305/5689/1414\n",
      "/wiki/%EB%94%94%EC%A7%80%ED%84%B8_%EA%B0%9D%EC%B2%B4_%EC%8B%9D%EB%B3%84%EC%9E%90\n",
      "https://dx.doi.org/10.1126%2Fscience.1101352\n",
      "/wiki/%ED%8E%8D%EB%A9%94%EB%93%9C\n",
      "//www.ncbi.nlm.nih.gov/pubmed/15353790\n",
      "#cite_ref-3\n",
      "https://www.webcitation.org/616W1CQJQ?url=http://www.nasa.gov/worldbook/saturn_worldbook.html\n",
      "http://www.nasa.gov/worldbook/saturn_worldbook.html\n",
      "#cite_ref-fact_4-0\n",
      "#cite_ref-fact_4-1\n",
      "#cite_ref-fact_4-2\n",
      "#cite_ref-fact_4-3\n",
      "https://www.webcitation.org/6uAT9gf3b?url=https://nssdc.gsfc.nasa.gov/planetary/factsheet/saturnfact.html#\n",
      "http://nssdc.gsfc.nasa.gov/planetary/factsheet/saturnfact.html\n",
      "#cite_ref-5\n",
      "http://www.nasa.gov/mission_pages/cassini/media/cassini-062804.html\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EC%9D%B8%EC%9A%A9_%EC%98%A4%EB%A5%98_%EB%8F%84%EC%9B%80%EB%A7%90#parameter_ignored\n",
      "#cite_ref-6\n",
      "https://web.archive.org/web/20071015231319/http://saturn.jpl.nasa.gov/news/press-release-details.cfm?newsID=733\n",
      "http://saturn.jpl.nasa.gov/news/press-release-details.cfm?newsID=733\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EC%9D%B8%EC%9A%A9_%EC%98%A4%EB%A5%98_%EB%8F%84%EC%9B%80%EB%A7%90#parameter_ignored\n",
      "#cite_ref-7\n",
      "http://www.sciencemag.org/cgi/content/abstract/316/5823/442\n",
      "/wiki/%EC%82%AC%EC%9D%B4%EC%96%B8%EC%8A%A4\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EC%9D%B8%EC%9A%A9_%EC%98%A4%EB%A5%98_%EB%8F%84%EC%9B%80%EB%A7%90#parameter_ignored\n",
      "#cite_ref-8\n",
      "http://www.sciencemag.org/cgi/content/abstract/316/5823/442\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EC%9D%B8%EC%9A%A9_%EC%98%A4%EB%A5%98_%EB%8F%84%EC%9B%80%EB%A7%90#parameter_ignored\n",
      "#cite_ref-Anderson2007_9-0\n",
      "/wiki/%EB%94%94%EC%A7%80%ED%84%B8_%EA%B0%9D%EC%B2%B4_%EC%8B%9D%EB%B3%84%EC%9E%90\n",
      "https://dx.doi.org/10.1126%2Fscience.1144835\n",
      "/wiki/%ED%8E%8D%EB%A9%94%EB%93%9C\n",
      "//www.ncbi.nlm.nih.gov/pubmed/17823351\n",
      "#cite_ref-10\n",
      "https://web.archive.org/web/20110426180341/http://apod.nasa.gov/apod/ap091214.html\n",
      "http://apod.nasa.gov/apod/ap091214.html\n",
      "#cite_ref-nownews1_11-0\n",
      "#cite_ref-nownews1_11-1\n",
      "http://news.nate.com/view/20091211n07231\n",
      "/wiki/12%EC%9B%94_11%EC%9D%BC\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EA%B9%A8%EC%A7%84_%EB%A7%81%ED%81%AC\n",
      "http://web.archive.org/web/*/http://news.nate.com/view/20091211n07231\n",
      "#cite_ref-12\n",
      "http://news.naver.com/main/read.nhn?mode=LSD&mid=sec&sid1=105&oid=105&aid=0000006120\n",
      "#cite_ref-13\n",
      "https://web.archive.org/web/20111009050916/http://dcwww.fysik.dtu.dk/~tbohr/RotatingPolygon/subalbum_1.html\n",
      "http://dcwww.fysik.dtu.dk/~tbohr/RotatingPolygon/subalbum_1.html\n",
      "#cite_ref-14\n",
      "http://arxiv.org/PS_cache/physics/pdf/0511/0511251v1.pdf\n",
      "/wiki/%EB%B6%84%EB%A5%98:CS1_%EA%B4%80%EB%A6%AC_-_%EC%97%AC%EB%9F%AC_%EC%9D%B4%EB%A6%84\n",
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      "/wiki/%EC%9C%84%ED%82%A4%EB%AF%B8%EB%94%94%EC%96%B4_%EA%B3%B5%EC%9A%A9\n",
      "https://commons.wikimedia.org/wiki/Category:Saturn_(planet)?uselang=ko\n",
      "http://hubblesite.org/newscenter/newsdesk/archive/releases/2001/15/image/a\n",
      "http://www.affs.org/html/studies_on_the_rings_of_saturn.html\n",
      "https://web.archive.org/web/20090305102642/http://dcwww.fysik.dtu.dk/~tbohr/RotatingPolygon/index.html\n",
      "http://navercast.naver.com/science/image/1537\n",
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      "http://web.archive.org/web/*/http://navercast.naver.com/science/image/1537\n",
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      "https://nds.wikipedia.org/wiki/Saturn_(Planet)\n",
      "https://nds-nl.wikipedia.org/wiki/Saturnus_(planeet)\n",
      "https://ne.wikipedia.org/wiki/%E0%A4%B6%E0%A4%A8%E0%A4%BF%E0%A4%97%E0%A5%8D%E0%A4%B0%E0%A4%B9\n",
      "https://new.wikipedia.org/wiki/%E0%A4%B6%E0%A4%A8%E0%A4%BF\n",
      "https://nl.wikipedia.org/wiki/Saturnus_(planeet)\n",
      "https://nn.wikipedia.org/wiki/Planeten_Saturn\n",
      "https://no.wikipedia.org/wiki/Saturn\n",
      "https://nov.wikipedia.org/wiki/Saturne_(planete)\n",
      "https://nqo.wikipedia.org/wiki/%DF%9E%DF%8C%DF%AC%DF%98%DF%8C%DF%B2%DF%AC%DF%95%DF%8C%DF%AE\n",
      "https://nv.wikipedia.org/wiki/S%C3%A9etin\n",
      "https://oc.wikipedia.org/wiki/Saturne_(planeta)\n",
      "https://olo.wikipedia.org/wiki/Saturnus\n",
      "https://or.wikipedia.org/wiki/%E0%AC%B6%E0%AC%A8%E0%AC%BF\n",
      "https://os.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD_(%D0%BF%D0%BB%D0%B0%D0%BD%D0%B5%D1%82%C3%A6)\n",
      "https://pa.wikipedia.org/wiki/%E0%A8%B8%E0%A8%BC%E0%A8%A8%E0%A9%80_(%E0%A8%97%E0%A9%8D%E0%A8%B0%E0%A8%B9%E0%A8%BF)\n",
      "https://pam.wikipedia.org/wiki/Saturn\n",
      "https://pl.wikipedia.org/wiki/Saturn\n",
      "https://pms.wikipedia.org/wiki/Saturn_(pianeta)\n",
      "https://pnb.wikipedia.org/wiki/%D8%B2%D8%AD%D9%84\n",
      "https://ps.wikipedia.org/wiki/%D8%B2%D8%AD%D9%84\n",
      "https://pt.wikipedia.org/wiki/Saturno_(planeta)\n",
      "https://qu.wikipedia.org/wiki/Hawcha\n",
      "https://rm.wikipedia.org/wiki/Saturn_(planet)\n",
      "https://rmy.wikipedia.org/wiki/Shani\n",
      "https://ro.wikipedia.org/wiki/Saturn\n",
      "https://roa-rup.wikipedia.org/wiki/Saturn\n",
      "https://ru.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD\n",
      "https://rue.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD\n",
      "https://sa.wikipedia.org/wiki/%E0%A4%B6%E0%A4%A8%E0%A4%BF%E0%A4%83\n",
      "https://sah.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD\n",
      "https://sc.wikipedia.org/wiki/Saturnu_(praneta)\n",
      "https://scn.wikipedia.org/wiki/Saturnu_(pianeta)\n",
      "https://sco.wikipedia.org/wiki/Saturn\n",
      "https://sd.wikipedia.org/wiki/%D8%B2%D8%AD%D9%84\n",
      "https://se.wikipedia.org/wiki/Saturn\n",
      "https://sh.wikipedia.org/wiki/Saturn\n",
      "https://si.wikipedia.org/wiki/%E0%B7%83%E0%B7%99%E0%B6%B1%E0%B7%83%E0%B7%94%E0%B6%BB%E0%B7%94_%E0%B6%9C%E0%B7%8A%E2%80%8D%E0%B6%BB%E0%B7%84%E0%B6%BD%E0%B7%9C%E0%B7%80\n",
      "https://simple.wikipedia.org/wiki/Saturn\n",
      "https://sk.wikipedia.org/wiki/Saturn\n",
      "https://sl.wikipedia.org/wiki/Saturn\n",
      "https://so.wikipedia.org/wiki/Raage\n",
      "https://sq.wikipedia.org/wiki/Saturni\n",
      "https://sr.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD\n",
      "https://stq.wikipedia.org/wiki/Saturn\n",
      "https://su.wikipedia.org/wiki/Saturnus\n",
      "https://sv.wikipedia.org/wiki/Saturnus\n",
      "https://sw.wikipedia.org/wiki/Zohali\n",
      "https://szl.wikipedia.org/wiki/Saturn\n",
      "https://ta.wikipedia.org/wiki/%E0%AE%9A%E0%AE%A9%E0%AE%BF_(%E0%AE%95%E0%AF%8B%E0%AE%B3%E0%AF%8D)\n",
      "https://te.wikipedia.org/wiki/%E0%B0%B6%E0%B0%A8%E0%B0%BF_%E0%B0%97%E0%B1%8D%E0%B0%B0%E0%B0%B9%E0%B0%82\n",
      "https://tet.wikipedia.org/wiki/Saturnu_(planeta)\n",
      "https://tg.wikipedia.org/wiki/%D0%97%D1%83%D2%B3%D0%B0%D0%BB\n",
      "https://th.wikipedia.org/wiki/%E0%B8%94%E0%B8%B2%E0%B8%A7%E0%B9%80%E0%B8%AA%E0%B8%B2%E0%B8%A3%E0%B9%8C\n",
      "https://tk.wikipedia.org/wiki/Saturn\n",
      "https://tl.wikipedia.org/wiki/Saturno_(planeta)\n",
      "https://tr.wikipedia.org/wiki/Sat%C3%BCrn\n",
      "https://tt.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD_(%D0%BF%D0%BB%D0%B0%D0%BD%D0%B5%D1%82%D0%B0)\n",
      "https://tyv.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD\n",
      "https://ug.wikipedia.org/wiki/%D8%B3%D8%A7%D8%AA%DB%87%D8%B1%D9%86\n",
      "https://uk.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD_(%D0%BF%D0%BB%D0%B0%D0%BD%D0%B5%D1%82%D0%B0)\n",
      "https://ur.wikipedia.org/wiki/%D8%B2%D8%AD%D9%84\n",
      "https://uz.wikipedia.org/wiki/Saturn\n",
      "https://vep.wikipedia.org/wiki/Saturn_(planet)\n",
      "https://vi.wikipedia.org/wiki/Sao_Th%E1%BB%95\n",
      "https://vls.wikipedia.org/wiki/Saturnus_(planete)\n",
      "https://vo.wikipedia.org/wiki/Saturn\n",
      "https://war.wikipedia.org/wiki/Saturno\n",
      "https://wuu.wikipedia.org/wiki/%E5%9C%9F%E6%98%9F\n",
      "https://xal.wikipedia.org/wiki/%D0%A1%D0%B0%D1%82%D1%83%D1%80%D0%BD_%D2%BB%D0%B0%D1%80%D0%B8%D0%B3\n",
      "https://xmf.wikipedia.org/wiki/%E1%83%9B%E1%83%90%E1%83%A0%E1%83%A1%E1%83%A5%E1%83%A3%E1%83%9A%E1%83%98_(%E1%83%9E%E1%83%9A%E1%83%90%E1%83%9C%E1%83%94%E1%83%A2%E1%83%90)\n",
      "https://yi.wikipedia.org/wiki/%D7%A1%D7%90%D7%98%D7%95%D7%A8%D7%9F\n",
      "https://yo.wikipedia.org/wiki/S%C3%A1t%C3%BArn%C3%B9\n",
      "https://za.wikipedia.org/wiki/Ndaundeiqnamh\n",
      "https://zea.wikipedia.org/wiki/Saturnus_(planete)\n",
      "https://zh.wikipedia.org/wiki/%E5%9C%9F%E6%98%9F\n",
      "https://zh-classical.wikipedia.org/wiki/%E9%8E%AE%E6%98%9F\n",
      "https://zh-min-nan.wikipedia.org/wiki/Th%C3%B3%CD%98-chhe%E2%81%BF\n",
      "https://zh-yue.wikipedia.org/wiki/%E5%9C%9F%E6%98%9F\n",
      "https://zu.wikipedia.org/wiki/USarthana\n",
      "https://www.wikidata.org/wiki/Special:EntityPage/Q193#sitelinks-wikipedia\n",
      "//ko.wikipedia.org/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\n",
      "//wikimediafoundation.org/wiki/Terms_of_Use/ko\n",
      "http://www.wikimediafoundation.org\n",
      "https://foundation.wikimedia.org/wiki/Privacy_policy\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EC%86%8C%EA%B0%9C\n",
      "/wiki/%EC%9C%84%ED%82%A4%EB%B0%B1%EA%B3%BC:%EB%A9%B4%EC%B1%85_%EC%A1%B0%ED%95%AD\n",
      "https://www.mediawiki.org/wiki/Special:MyLanguage/How_to_contribute\n",
      "https://stats.wikimedia.org/#/ko.wikipedia.org\n",
      "https://foundation.wikimedia.org/wiki/Cookie_statement\n",
      "//ko.m.wikipedia.org/w/index.php?title=%ED%86%A0%EC%84%B1&mobileaction=toggle_view_mobile\n",
      "https://wikimediafoundation.org/\n",
      "https://www.mediawiki.org/\n",
      "\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'p' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-41-8ea0a0355e90>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     32\u001b[0m         \u001b[0mhref\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtemp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mattrs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'href'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     33\u001b[0m         \u001b[1;31m#6-2. 정규식을 만들기\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 34\u001b[1;33m         \u001b[0mp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mre\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'^(/wiki)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     35\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msearch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhref\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     36\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtemp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetText\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m':'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhref\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'p' is not defined"
     ]
    }
   ],
   "source": [
    "#위키피디아에서 하이퍼 링크(a) 태그의 내용 가져오기\n",
    "import requests as req\n",
    "\n",
    "addr = \"https://ko.wikipedia.org/wiki/%ED%86%A0%EC%84%B1\" #1. 주소를 넣은 객체\n",
    "resp = req.get(addr) #2.get으로 가져오기\n",
    "#print(resp.text)  #데이터를 제대로 가져왔는지 확인하는 작업\n",
    "\n",
    "#3. html 파싱을위한 뷰티플소프 라이브러리 가져오기\n",
    "import bs4\n",
    "\n",
    "#4.DOM객체로 만들기\n",
    "bs = bs4.BeautifulSoup(resp.text, 'html.parser')\n",
    "#print(type(bs))\n",
    "\n",
    "#5.a태그의 내용만 가져와보기\n",
    "li = bs.find_all('a') \n",
    "#print(li)\n",
    "for temp in li: #5-1. print(temp)로 펼쳐놓고 a안의 무언가를 가져오고 싶다면 getText를 print의 매개변수로 넣어주면 된다.\n",
    "    #print(temp)\n",
    "    #print(temp.getText())\n",
    "    #print(temp.attrs['href']) #5-2 왜 키 에러가 날까? href가 있는애도 있고 없는애도 있기 때문\n",
    "    if 'href' in temp.attrs:\n",
    "        print(temp.attrs['href']) #5-3. temp.attrs에 href 속성이 있다면, 출력해주세요!\n",
    "\n",
    "print(\"\")\n",
    "        \n",
    "#6. 정규식(문자열 패턴을 조회하기 위한 식 모듈) import\n",
    "import re\n",
    "for temp in li:\n",
    "    if 'href' in temp.attrs:\n",
    "        #6-1. href 속성에 /wiki/로 시작하는 링크의 텍스트와 링크만 가져오는 작업\n",
    "        href = temp.attrs['href']\n",
    "        #6-2. 정규식을 만들기\n",
    "        p.re.compile('^(/wiki)') #이런 패턴을 매개변수로 넣으려면 정규식 패턴을 좀 공부하자!\n",
    "        if p.search(href) != None:\n",
    "            print(temp.getText(), ':', href)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 네이버tv에서 상위 항목의 제목과 링크 가져오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "거북송 [깨비키즈 KEBIKIDS]\n",
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      "한가림·서하준, 결혼 후 서로에게 쌓인 ‘불만 ..\n",
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      "[뉴스특보] 국내 코로나19 확진자 1천명 육박…1..\n",
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      "[추억돋네] 응답하라 90년대\n",
      "[2020.2.25] 10대 TOP10\n",
      "[2020.2.25] 챙겨보자! 네이버 메인에 뜬 영상들\n",
      "[날씨] 쾌적한 오후…오후부터 강원 산지 눈 펑펑\n",
      "돌침대리뷰_고급 원목소파 돌침대 추천\n",
      "한국의소리_보신각 종소리\n",
      "부천설비\n",
      "[긴장 엔딩] 박민영이 보고 싶지 않았던 임세미의 등장\n",
      "‘예랑이’ 김정균, 사랑스러운 예비신부 공개!\n",
      "원우친구 이 영상을 봤다면 어디서든 당근을 흔들어주오..\n",
      "손흥민 부상 키운 토트넘 의료진, 그리고 팀 복귀시 입..\n",
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      "멀끔하게 스타일 변신에 성공한 조명섭!\n"
     ]
    }
   ],
   "source": [
    "import bs4\n",
    "import requests as req\n",
    "\n",
    "addr = \"https://tv.naver.com/\" #addr과 resp 재정의하기 싫어서 그냥 다시 가져옴. >> 주소 네이버 tv걸로 바꿔주기\n",
    "resp = req.get(addr)\n",
    "\n",
    "bs = bs4.BeautifulSoup(resp.text,'html.parser')\n",
    "tvlist= bs.select('dl > dt > a > tooltip')\n",
    "#recommend_container > ul > li:nth-child(1) > dl > dt > a > tooltip 이게 full인데 전부 다 넣어주지않고 좀 줄여줘도 된다.\n",
    "# ==> 적절한 범위를 조정\n",
    "\n",
    "for temp in tvlist:\n",
    "    print(temp.getText())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 오늘 날씨를 가져와서 그래프 그리기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# 필요한 html 가져오기\n",
    "resp = requests.get(\"https://www.weather.go.kr/weather/observation/currentweather.jsp\") #1.get으로 주소 넣어주기\n",
    "text = resp.text #2.text 메소드 호출\n",
    "#print(text)\n",
    "\n",
    "import bs4\n",
    "bs = bs4.BeautifulSoup(resp.text, 'html.parser')\n",
    "table = bs.select('.table_develop3') #3. 클래스 속성의 값이 table_develop3인 데이터를 찾아라\n",
    "#print(table) #4. 제대로 가져오는지 확인하면 다시 닫아두기\n",
    "\n",
    "#5. 도시이름, 온도, 습도를 저장할 리스트를 미리 만들어 두기\n",
    "loc = []\n",
    "temp = []\n",
    "hum = []\n",
    "\n",
    "#6. 가져온 테이블 중에서 첫번째 테이블로부터 줄(tr) 단위로 읽기\n",
    "for tr in table[0].find_all('tr'):\n",
    "    tds = tr.find_all('td') #6-1. tr태그에서 td가 있으면 모두 찾아서 객체 tds에 넣어라.\n",
    "    for td in tds:\n",
    "        if td.find('a'): #6-2 만약 a태그가 있다면 이 표에서는 도시 이름을 뜻하는 행\n",
    "            #도시이름을 loc 리스트에 추가\n",
    "            loc.append(td.find('a').text) #td에서 a를 찾고 텍스트로 loc에 append!\n",
    "            \n",
    "            #6-3 온도를 temp에 추가하기\n",
    "            temp.append(tds[5].text)\n",
    "            \n",
    "            #6-4 습도를 hum에 \n",
    "            hum.append(tds[10].text)\n",
    "            \n",
    "#7. 제대로 불러오고 있는지 데이터를 확인하기\n",
    "#print(loc[0:5]) #0에서 4번까지 확인할래 : 슬라이싱 기법(범위를 가지고 추출)\n",
    "#print(temp[0:5])\n",
    "#print(hum[0:5])\n",
    "\n",
    "#8.필요한 도시의 데이터만 추출\n",
    "cities = ['서울', '인천', '수원', '대전', '창원', '대구', '광주', '부산']\n",
    "\n",
    "#8-1. 이 도시들의 온도와 습도만 저장할 list를 따로 만들어준다.\n",
    "temp2 = []\n",
    "hum2 = []\n",
    "\n",
    "#9. cities에 있는 데이터만 추출해서 저장하자\n",
    "for city in cities:\n",
    "    j = 0\n",
    "    for c in loc:\n",
    "        if c == city:\n",
    "            temp2.append(temp[j])\n",
    "            hum2.append(hum[j])\n",
    "            break\n",
    "        j = j + 1\n",
    "        \n",
    "#print(temp2) #데이터가 제대로 들어갔는지 확인해보는 것\n",
    "#print(hum2)\n",
    "\n",
    "\n",
    "#===================여긴 저장해두고 필요하면 그냥 갖다 붙이기 ===================#\n",
    "\n",
    "#파이썬에서 시각화를 하는 기본 패키지\n",
    "import matplotlib.pyplot as plt \n",
    "#한글 폰트 사용을 위한 패키지\n",
    "from matplotlib import font_manager,rc, rcParams\n",
    "import platform #운영체제 확인을 위한 패키지\n",
    "\n",
    "#주피터 노트북에서 그래프를 셀 안에 출력해주는 설정\n",
    "#%matplotlib inline #주피터 노트북에서 그래프가 클래스 이름으로 출력 - 한 번 더 실행해도 됨\n",
    "#음수를 제대로 표현하기 위한 설정\n",
    "rcParams['axes.unicode_minus'] = False #이 설정을 하지 않으면 음수가 네모로 출력\n",
    "#한글 폰트 설정\n",
    "if platform.system() == 'Windows': #윈도우즈라면\n",
    "    font_name = font_manager.FontProperties(fname='c:/windows/Fonts/malgun.ttf').get_name()\n",
    "    rc('font', family=font_name)\n",
    "elif platform.system() == 'Darwin': #매킨토시(MacOS)라면\n",
    "    rc('font', family='AppleGothic')\n",
    "else:\n",
    "    print('알 수 없는 운영체제')\n",
    "    \n",
    "#================================================================================#   \n",
    "\n",
    "#실제로 그래프 그리기\n",
    "plt.figure(figsize=(12,4), dpi=300) #그래프 크기 설정 - 가로 12inch 세로 4인치\n",
    "#꺽은선 그래프 - plot\n",
    "plt.plot(temp2, label='온도', lw=3, color= 'grey', linestyle='-', marker='s')\n",
    "#plt.plot(hum2, label='습도', lw=3, color='g', linestyle='-', marker='s')\n",
    "\n",
    "#x 축\n",
    "plt.xticks(range(0,len(cities),1), cities, rotation='vertical')\n",
    "#범례\n",
    "plt.legend()\n",
    "\n",
    "#출력\n",
    "plt.show()"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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