[ch3]서울시 Top50 크롤링 및 시각화.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2018 서울 인기 맛집 Top50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "크롤링 및 시각화"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "from bs4 import BeautifulSoup\n",
    "from urllib.request import urlopen\n",
    "import pandas as pd\n",
    "\n",
    "from tqdm import tqdm_notebook as tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](data/photo/href_list.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![more](data/photo/more.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8d42a54103d748289d02548b30380089",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=65), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "url_base = 'https://www.mangoplate.com/top_lists/1687_favorite_seoul'\n",
    "\n",
    "driver = webdriver.Chrome(r'C:\\Users\\유정수\\Downloads\\chromedriver_win32/chromedriver')\n",
    "driver.get(url_base)\n",
    "\n",
    "for i in range(5):\n",
    "    #팝업창을 자동으로 닫아주지 못해 5초안에 직접 닫아줌,,,,,,+ 페이지 로딩 대기\n",
    "    time.sleep(5)\n",
    "    driver.find_element_by_xpath('//*[@id=\"contents_list\"]/div/button').send_keys(Keys.ENTER)\n",
    "    if i==4:\n",
    "        html=driver.page_source\n",
    "        soup=BeautifulSoup(html, 'html.parser')\n",
    "        tmp = list(soup.find_all('span', 'title'))\n",
    "        for i in tqdm(range(len(tmp))):\n",
    "            if tmp[i].find('a') is None:\n",
    "                #break로 중단시키면 tpdm안나옴 하지만 break가 더 적합함\n",
    "                #continue\n",
    "                break\n",
    "            else:        \n",
    "                href_list.append(tmp[i]('a')[0]['href'])\n",
    "        driver.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<span class=\"title\"> <a href=\"/restaurants/jWtQrMbsUu1y\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">1.<h3> 파스토</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/BJk2Z6emjA\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">2.<h3> 이치에</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/z7EYi8LIox\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">3.<h3> 쿠촐로오스테리아</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/btY7z88DBf\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">4.<h3> 스시코우지</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/vI2c9_tWVwoc\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">5.<h3> 엘리스리틀이태리</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/Qmjyzoyz2-\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">6.<h3> 갓포아키</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/ba-druB2Lm\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">7.<h3> 오가와</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/HVHjj-BrJD\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">8.<h3> 더미</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/YnDLhi_cWfgz\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">9.<h3> 바베네</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/F4LMucA69A\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">10.<h3> 브라이리퍼블릭</h3></a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/r8IRzo2J_y\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">11. 르챔버</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/-3qMFUFrZW\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">12. 타코로코</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/Oze9oEsG-2J3\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">13. 바오바</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/tCV5CXuBYX\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">14. 진만두</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/koJ-1vE9dB\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">15. BISTROT de YOUNTVILLE</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/oHT3hFkAv91C\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">16. 서촌김씨</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/drXX2BDsGZ\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">17. 형제상회</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/YqO915KDI9\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">18. 이치류</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/H6EKPX1ASO\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">19. 뉴질랜드스토리</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/s6C_cdBQX0rj\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">20. 오레노라멘</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/4DorjGbv9N96\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">21. 트렌치타운</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/tHu1pa6I3E\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">22. 김수사</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/2xCHrukSbR\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">23. 라플랑끄</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/Pt9E0TYOuRHG\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">24. 와하카</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/R_lc24xq6q\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">25. 고메트리</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/qiinV6W6sC\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">26. 육전식당</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/71KcF_LODj\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">27. 매니멀스모크하우스</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/cTAy9QS_J5cl\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">28. 진미평양냉면</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/pPeFnKHcfu\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">29. 땅코참숯구이</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/e_j5MgLdyy\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">30. 루이쌍끄</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/Aoa-eY0UA5Xo\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">31. 가티</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/kBJUWk_PCT\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">32. 뚜또베네</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/8f3EsL0cak\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">33. 애성회관</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/GVwTgpcZ1xE8\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">34. 버블앤코클스</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/W8l0UdkoENCZ\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">35. 히데미</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/NjpKcKDN34oD\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">36. 다운타우너</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/6uEC3leFoy\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">37. 수카라</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/mjR_ZoQd1e\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">38. 뽕나무쟁이</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/iJo6dZId0s\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">39. 레호이</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/in8ezN7IbJ\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">40. 깔리</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/bs2wK46E3R\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">41. 아날로그가든</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/UgFHZZczFUX-\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">42. 중화복춘</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/TNywLOfH_r\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">43. 맛이차이나</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/YQ6w_FseaC\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">44. 완차이</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/NUVSiYWVI7\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">45. 믹스앤몰트</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/mcv53uaozM\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">46. 경천애인 2237</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/0TkoIX33V9\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">47. 창신육회</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/YtI0ysL08J\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">48. 더파크뷰</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/sSnnhR-dDdqz\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">49. 잇텐고</a></span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/Uq3uakGOVd\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">50. 미스터서왕만두</a></span>,\n",
       " <span class=\"title\">리스트 지도</span>,\n",
       " <span class=\"title\">관련 탑리스트</span>,\n",
       " <span class=\"title\">2018 대구 인기 맛집 TOP 50</span>,\n",
       " <span class=\"title\">2018 제주도 인기 맛집 TOP 50</span>,\n",
       " <span class=\"title\">2018 부산 인기 맛집 TOP 50</span>,\n",
       " <span class=\"title\">예쁜 디저트 맛집 베스트 20곳</span>,\n",
       " <span class=\"title\">등갈비 맛집 베스트 5곳</span>,\n",
       " <span class=\"title\">홍콩 맛집 베스트 10곳</span>,\n",
       " <span class=\"title\">리스트의 식당과 비슷한 맛집</span>,\n",
       " <span class=\"title\">초마</span>,\n",
       " <span class=\"title\">매화반점</span>,\n",
       " <span class=\"title\">부산양곱창</span>,\n",
       " <span class=\"title\">파씨오네</span>,\n",
       " <span class=\"title\">실시간 인기 키워드</span>,\n",
       " <span class=\"title\"> <a href=\"/restaurants/$= restaurant_key $\" onclick=\"common_ga('PG_TOPLIST', 'CLICK_RESTAURANT_NAME')\">$= index $. $= restaurant_name $</a></span>]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "65"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "href_list=[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/restaurants/jWtQrMbsUu1y',\n",
       " '/restaurants/BJk2Z6emjA',\n",
       " '/restaurants/z7EYi8LIox',\n",
       " '/restaurants/btY7z88DBf',\n",
       " '/restaurants/vI2c9_tWVwoc',\n",
       " '/restaurants/Qmjyzoyz2-',\n",
       " '/restaurants/ba-druB2Lm',\n",
       " '/restaurants/HVHjj-BrJD',\n",
       " '/restaurants/YnDLhi_cWfgz',\n",
       " '/restaurants/F4LMucA69A',\n",
       " '/restaurants/r8IRzo2J_y',\n",
       " '/restaurants/-3qMFUFrZW',\n",
       " '/restaurants/Oze9oEsG-2J3',\n",
       " '/restaurants/tCV5CXuBYX',\n",
       " '/restaurants/koJ-1vE9dB',\n",
       " '/restaurants/oHT3hFkAv91C',\n",
       " '/restaurants/drXX2BDsGZ',\n",
       " '/restaurants/YqO915KDI9',\n",
       " '/restaurants/H6EKPX1ASO',\n",
       " '/restaurants/s6C_cdBQX0rj',\n",
       " '/restaurants/4DorjGbv9N96',\n",
       " '/restaurants/tHu1pa6I3E',\n",
       " '/restaurants/2xCHrukSbR',\n",
       " '/restaurants/Pt9E0TYOuRHG',\n",
       " '/restaurants/R_lc24xq6q',\n",
       " '/restaurants/qiinV6W6sC',\n",
       " '/restaurants/71KcF_LODj',\n",
       " '/restaurants/cTAy9QS_J5cl',\n",
       " '/restaurants/pPeFnKHcfu',\n",
       " '/restaurants/Aoa-eY0UA5Xo',\n",
       " '/restaurants/kBJUWk_PCT',\n",
       " '/restaurants/8f3EsL0cak',\n",
       " '/restaurants/GVwTgpcZ1xE8',\n",
       " '/restaurants/W8l0UdkoENCZ',\n",
       " '/restaurants/NjpKcKDN34oD',\n",
       " '/restaurants/6uEC3leFoy',\n",
       " '/restaurants/mjR_ZoQd1e',\n",
       " '/restaurants/iJo6dZId0s',\n",
       " '/restaurants/in8ezN7IbJ',\n",
       " '/restaurants/bs2wK46E3R',\n",
       " '/restaurants/UgFHZZczFUX-',\n",
       " '/restaurants/TNywLOfH_r',\n",
       " '/restaurants/YQ6w_FseaC',\n",
       " '/restaurants/NUVSiYWVI7',\n",
       " '/restaurants/mcv53uaozM',\n",
       " '/restaurants/0TkoIX33V9',\n",
       " '/restaurants/YtI0ysL08J',\n",
       " '/restaurants/sSnnhR-dDdqz',\n",
       " '/restaurants/Uq3uakGOVd',\n",
       " '/restaurants/TSwY5R1RYU']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://www.mangoplate.com//restaurants/jWtQrMbsUu1y',\n",
       " 'https://www.mangoplate.com//restaurants/BJk2Z6emjA',\n",
       " 'https://www.mangoplate.com//restaurants/z7EYi8LIox',\n",
       " 'https://www.mangoplate.com//restaurants/btY7z88DBf',\n",
       " 'https://www.mangoplate.com//restaurants/vI2c9_tWVwoc',\n",
       " 'https://www.mangoplate.com//restaurants/Qmjyzoyz2-',\n",
       " 'https://www.mangoplate.com//restaurants/ba-druB2Lm',\n",
       " 'https://www.mangoplate.com//restaurants/HVHjj-BrJD',\n",
       " 'https://www.mangoplate.com//restaurants/YnDLhi_cWfgz',\n",
       " 'https://www.mangoplate.com//restaurants/F4LMucA69A',\n",
       " 'https://www.mangoplate.com//restaurants/r8IRzo2J_y',\n",
       " 'https://www.mangoplate.com//restaurants/-3qMFUFrZW',\n",
       " 'https://www.mangoplate.com//restaurants/Oze9oEsG-2J3',\n",
       " 'https://www.mangoplate.com//restaurants/tCV5CXuBYX',\n",
       " 'https://www.mangoplate.com//restaurants/koJ-1vE9dB',\n",
       " 'https://www.mangoplate.com//restaurants/oHT3hFkAv91C',\n",
       " 'https://www.mangoplate.com//restaurants/drXX2BDsGZ',\n",
       " 'https://www.mangoplate.com//restaurants/YqO915KDI9',\n",
       " 'https://www.mangoplate.com//restaurants/H6EKPX1ASO',\n",
       " 'https://www.mangoplate.com//restaurants/s6C_cdBQX0rj',\n",
       " 'https://www.mangoplate.com//restaurants/4DorjGbv9N96',\n",
       " 'https://www.mangoplate.com//restaurants/tHu1pa6I3E',\n",
       " 'https://www.mangoplate.com//restaurants/2xCHrukSbR',\n",
       " 'https://www.mangoplate.com//restaurants/Pt9E0TYOuRHG',\n",
       " 'https://www.mangoplate.com//restaurants/R_lc24xq6q',\n",
       " 'https://www.mangoplate.com//restaurants/qiinV6W6sC',\n",
       " 'https://www.mangoplate.com//restaurants/71KcF_LODj',\n",
       " 'https://www.mangoplate.com//restaurants/cTAy9QS_J5cl',\n",
       " 'https://www.mangoplate.com//restaurants/pPeFnKHcfu',\n",
       " 'https://www.mangoplate.com//restaurants/e_j5MgLdyy',\n",
       " 'https://www.mangoplate.com//restaurants/Aoa-eY0UA5Xo',\n",
       " 'https://www.mangoplate.com//restaurants/kBJUWk_PCT',\n",
       " 'https://www.mangoplate.com//restaurants/8f3EsL0cak',\n",
       " 'https://www.mangoplate.com//restaurants/GVwTgpcZ1xE8',\n",
       " 'https://www.mangoplate.com//restaurants/W8l0UdkoENCZ',\n",
       " 'https://www.mangoplate.com//restaurants/NjpKcKDN34oD',\n",
       " 'https://www.mangoplate.com//restaurants/6uEC3leFoy',\n",
       " 'https://www.mangoplate.com//restaurants/mjR_ZoQd1e',\n",
       " 'https://www.mangoplate.com//restaurants/iJo6dZId0s',\n",
       " 'https://www.mangoplate.com//restaurants/in8ezN7IbJ',\n",
       " 'https://www.mangoplate.com//restaurants/bs2wK46E3R',\n",
       " 'https://www.mangoplate.com//restaurants/UgFHZZczFUX-',\n",
       " 'https://www.mangoplate.com//restaurants/TNywLOfH_r',\n",
       " 'https://www.mangoplate.com//restaurants/YQ6w_FseaC',\n",
       " 'https://www.mangoplate.com//restaurants/NUVSiYWVI7',\n",
       " 'https://www.mangoplate.com//restaurants/mcv53uaozM',\n",
       " 'https://www.mangoplate.com//restaurants/0TkoIX33V9',\n",
       " 'https://www.mangoplate.com//restaurants/YtI0ysL08J',\n",
       " 'https://www.mangoplate.com//restaurants/sSnnhR-dDdqz',\n",
       " 'https://www.mangoplate.com//restaurants/Uq3uakGOVd']"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(href_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.mangoplate.com//restaurants/Uq3uakGOVd\n"
     ]
    }
   ],
   "source": [
    "#50번째까지 잘 파싱되었음을 확인\n",
    "url = 'https://www.mangoplate.com/' + href_list[49]\n",
    "print(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(50):\n",
    "    href_list[i]='https://www.mangoplate.com/' + href_list[i]\n",
    "tmp_frame=pd.DataFrame(href_list)\n",
    "tmp_frame.to_csv('data/ch03.href_list.csv', header=False, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "title=[]\n",
    "rate=[]\n",
    "address=[]\n",
    "food=[]\n",
    "hit=[]\n",
    "review=[]\n",
    "favorite=[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "33c76a70dfe845a5b2a3139299e346bb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=50), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "for i in tqdm(range(50)):\n",
    "    href = href_list[i]\n",
    "    html = urlopen(href)\n",
    "    soup = BeautifulSoup(html, 'html.parser')\n",
    "\n",
    "    title.append(soup.select('span.title > h1')[0].get_text().strip())\n",
    "    rate.append(float(soup.select('strong.rate-point')[0].get_text().strip()))\n",
    "    address.append(soup.select('ul > li > div')[1].get_text().strip())\n",
    "    food.append(soup.select('tbody > tr > td > span')[0].get_text())\n",
    "    hit.append(int(soup.select('header span')[3].get_text().replace(',','')))\n",
    "    review.append(int(soup.select('header span')[4].get_text().replace(',','')))\n",
    "    favorite.append(int(soup.select('header span')[5].get_text().replace(',','')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['파스토',\n",
       " '이치에',\n",
       " '쿠촐로오스테리아',\n",
       " '스시코우지',\n",
       " '엘리스리틀이태리',\n",
       " '갓포아키',\n",
       " '오가와',\n",
       " '더미',\n",
       " '바베네',\n",
       " '브라이리퍼블릭',\n",
       " '르챔버',\n",
       " '타코로코',\n",
       " '바오바',\n",
       " '진만두',\n",
       " 'BISTROT de YOUNTVILLE',\n",
       " '서촌김씨',\n",
       " '형제상회',\n",
       " '이치류',\n",
       " '뉴질랜드스토리',\n",
       " '오레노라멘',\n",
       " '트렌치타운',\n",
       " '김수사',\n",
       " '라플랑끄',\n",
       " '와하카',\n",
       " '고메트리',\n",
       " '육전식당',\n",
       " '매니멀스모크하우스',\n",
       " '진미평양냉면',\n",
       " '땅코참숯구이',\n",
       " '루이쌍끄',\n",
       " '가티',\n",
       " '뚜또베네',\n",
       " '애성회관',\n",
       " '버블앤코클스',\n",
       " '히데미',\n",
       " '다운타우너',\n",
       " '수카라',\n",
       " '뽕나무쟁이',\n",
       " '레호이',\n",
       " '깔리',\n",
       " '아날로그가든',\n",
       " '중화복춘',\n",
       " '맛이차이나',\n",
       " '완차이',\n",
       " '믹스앤몰트',\n",
       " '경천애인 2237',\n",
       " '창신육회',\n",
       " '더파크뷰',\n",
       " '잇텐고',\n",
       " '미스터서왕만두']"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "int"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(hit[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Food</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Hit</th>\n",
       "      <th>Review</th>\n",
       "      <th>Favorite</th>\n",
       "      <th>Address</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>파스토</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.6</td>\n",
       "      <td>83771</td>\n",
       "      <td>70</td>\n",
       "      <td>2747</td>\n",
       "      <td>서울시 강남구 청담동 19-4</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/jWtQrM...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>이치에</td>\n",
       "      <td>이자카야 / 오뎅 / 꼬치</td>\n",
       "      <td>4.7</td>\n",
       "      <td>344893</td>\n",
       "      <td>127</td>\n",
       "      <td>8529</td>\n",
       "      <td>서울시 강남구 신사동 656-7</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/BJk2Z6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>쿠촐로오스테리아</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.7</td>\n",
       "      <td>211757</td>\n",
       "      <td>129</td>\n",
       "      <td>7562</td>\n",
       "      <td>서울시 용산구 용산동2가 45-13</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/z7EYi8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>스시코우지</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.7</td>\n",
       "      <td>139084</td>\n",
       "      <td>59</td>\n",
       "      <td>3518</td>\n",
       "      <td>서울시 강남구 청담동 1-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/btY7z8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>엘리스리틀이태리</td>\n",
       "      <td>기타 양식</td>\n",
       "      <td>4.7</td>\n",
       "      <td>122191</td>\n",
       "      <td>116</td>\n",
       "      <td>4102</td>\n",
       "      <td>서울시 송파구 송파동 8</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/vI2c9_...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank      Name            Food  Rate     Hit  Review  Favorite  \\\n",
       "0     1       파스토            이탈리안   4.6   83771      70      2747   \n",
       "1     2       이치에  이자카야 / 오뎅 / 꼬치   4.7  344893     127      8529   \n",
       "2     3  쿠촐로오스테리아            이탈리안   4.7  211757     129      7562   \n",
       "3     4     스시코우지          회 / 스시   4.7  139084      59      3518   \n",
       "4     5  엘리스리틀이태리           기타 양식   4.7  122191     116      4102   \n",
       "\n",
       "               Address                                                URL  \n",
       "0     서울시 강남구 청담동 19-4  https://www.mangoplate.com//restaurants/jWtQrM...  \n",
       "1    서울시 강남구 신사동 656-7  https://www.mangoplate.com//restaurants/BJk2Z6...  \n",
       "2  서울시 용산구 용산동2가 45-13  https://www.mangoplate.com//restaurants/z7EYi8...  \n",
       "3      서울시 강남구 청담동 1-1  https://www.mangoplate.com//restaurants/btY7z8...  \n",
       "4        서울시 송파구 송파동 8  https://www.mangoplate.com//restaurants/vI2c9_...  "
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#지금까지 얻은 데이터를 모두 DataFrame으로 저장\n",
    "data = {'Rank' : [i+1 for i in range(50)],\n",
    "        'Name' : title,\n",
    "        'Food' : food,\n",
    "        'Rate' : rate,\n",
    "        'Hit' : hit,\n",
    "        'Review' : review,\n",
    "        'Favorite' : favorite,\n",
    "        'Address' : address,\n",
    "        'URL' : href_list}\n",
    "df = pd.DataFrame(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.set_index('Rank')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Food</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Hit</th>\n",
       "      <th>Review</th>\n",
       "      <th>Favorite</th>\n",
       "      <th>Address</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>파스토</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.6</td>\n",
       "      <td>83771</td>\n",
       "      <td>70</td>\n",
       "      <td>2747</td>\n",
       "      <td>서울시 강남구 청담동 19-4</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/jWtQrM...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>이치에</td>\n",
       "      <td>이자카야 / 오뎅 / 꼬치</td>\n",
       "      <td>4.7</td>\n",
       "      <td>344893</td>\n",
       "      <td>127</td>\n",
       "      <td>8529</td>\n",
       "      <td>서울시 강남구 신사동 656-7</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/BJk2Z6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>쿠촐로오스테리아</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.7</td>\n",
       "      <td>211757</td>\n",
       "      <td>129</td>\n",
       "      <td>7562</td>\n",
       "      <td>서울시 용산구 용산동2가 45-13</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/z7EYi8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>스시코우지</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.7</td>\n",
       "      <td>139084</td>\n",
       "      <td>59</td>\n",
       "      <td>3518</td>\n",
       "      <td>서울시 강남구 청담동 1-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/btY7z8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>엘리스리틀이태리</td>\n",
       "      <td>기타 양식</td>\n",
       "      <td>4.7</td>\n",
       "      <td>122191</td>\n",
       "      <td>116</td>\n",
       "      <td>4102</td>\n",
       "      <td>서울시 송파구 송파동 8</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/vI2c9_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>갓포아키</td>\n",
       "      <td>이자카야 / 오뎅 / 꼬치</td>\n",
       "      <td>4.7</td>\n",
       "      <td>225086</td>\n",
       "      <td>81</td>\n",
       "      <td>5736</td>\n",
       "      <td>서울시 강남구 신사동 651-5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Qmjyzo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>오가와</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.6</td>\n",
       "      <td>413357</td>\n",
       "      <td>98</td>\n",
       "      <td>7762</td>\n",
       "      <td>서울시 종로구 당주동 5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/ba-dru...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>더미</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.6</td>\n",
       "      <td>298579</td>\n",
       "      <td>54</td>\n",
       "      <td>5118</td>\n",
       "      <td>서울시 종로구 종로1가 24</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/HVHjj-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>바베네</td>\n",
       "      <td>기타 양식</td>\n",
       "      <td>4.6</td>\n",
       "      <td>117977</td>\n",
       "      <td>91</td>\n",
       "      <td>3471</td>\n",
       "      <td>서울시 송파구 송파동 32-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YnDLhi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>브라이리퍼블릭</td>\n",
       "      <td>세계음식 기타</td>\n",
       "      <td>4.6</td>\n",
       "      <td>236956</td>\n",
       "      <td>256</td>\n",
       "      <td>8100</td>\n",
       "      <td>서울시 용산구 이태원동 63-4</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/F4LMuc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>르챔버</td>\n",
       "      <td>칵테일 / 와인</td>\n",
       "      <td>4.6</td>\n",
       "      <td>97704</td>\n",
       "      <td>66</td>\n",
       "      <td>3393</td>\n",
       "      <td>서울시 강남구 청담동 83-4</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/r8IRzo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>타코로코</td>\n",
       "      <td>남미 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>108155</td>\n",
       "      <td>121</td>\n",
       "      <td>3536</td>\n",
       "      <td>서울시 서대문구 창천동 53-97</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/-3qMFU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>바오바</td>\n",
       "      <td>퓨전 중식</td>\n",
       "      <td>4.6</td>\n",
       "      <td>257037</td>\n",
       "      <td>238</td>\n",
       "      <td>7051</td>\n",
       "      <td>서울시 용산구 이태원동 455-47</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Oze9oE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>진만두</td>\n",
       "      <td>딤섬 / 만두</td>\n",
       "      <td>4.6</td>\n",
       "      <td>287332</td>\n",
       "      <td>195</td>\n",
       "      <td>7746</td>\n",
       "      <td>서울시 마포구 서교동 327-22</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/tCV5CX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>BISTROT de YOUNTVILLE</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>123406</td>\n",
       "      <td>102</td>\n",
       "      <td>4059</td>\n",
       "      <td>서울시 강남구 청담동 83-6</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/koJ-1v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>서촌김씨</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.6</td>\n",
       "      <td>252669</td>\n",
       "      <td>54</td>\n",
       "      <td>5792</td>\n",
       "      <td>서울시 종로구 창성동 158-2</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/oHT3hF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>형제상회</td>\n",
       "      <td>해산물 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>275677</td>\n",
       "      <td>69</td>\n",
       "      <td>3881</td>\n",
       "      <td>서울시 동작구 노량진동 13-8</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/drXX2B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>이치류</td>\n",
       "      <td>기타 일식</td>\n",
       "      <td>4.6</td>\n",
       "      <td>131809</td>\n",
       "      <td>66</td>\n",
       "      <td>4045</td>\n",
       "      <td>서울시 마포구 서교동 395-124</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YqO915...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>뉴질랜드스토리</td>\n",
       "      <td>브런치 / 버거 / 샌드위치</td>\n",
       "      <td>4.5</td>\n",
       "      <td>174087</td>\n",
       "      <td>155</td>\n",
       "      <td>4720</td>\n",
       "      <td>서울시 송파구 송파동 32-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/H6EKPX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>오레노라멘</td>\n",
       "      <td>라멘 / 소바 / 우동</td>\n",
       "      <td>4.5</td>\n",
       "      <td>199666</td>\n",
       "      <td>290</td>\n",
       "      <td>7015</td>\n",
       "      <td>서울시 마포구 합정동 361-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/s6C_cd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>트렌치타운</td>\n",
       "      <td>다국적 퓨전</td>\n",
       "      <td>4.5</td>\n",
       "      <td>77355</td>\n",
       "      <td>66</td>\n",
       "      <td>2509</td>\n",
       "      <td>서울시 용산구 이태원동 99-14</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/4DorjG...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>김수사</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.5</td>\n",
       "      <td>68904</td>\n",
       "      <td>55</td>\n",
       "      <td>2035</td>\n",
       "      <td>서울시 강남구 논현동 4-19</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/tHu1pa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>라플랑끄</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>181091</td>\n",
       "      <td>135</td>\n",
       "      <td>6422</td>\n",
       "      <td>서울시 용산구 이태원동 129-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/2xCHru...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>와하카</td>\n",
       "      <td>남미 음식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>92126</td>\n",
       "      <td>72</td>\n",
       "      <td>2167</td>\n",
       "      <td>서울시 성동구 성수동2가 299-225</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Pt9E0T...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>고메트리</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>96857</td>\n",
       "      <td>68</td>\n",
       "      <td>3517</td>\n",
       "      <td>서울시 성동구 금호동4가 235</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/R_lc24...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>육전식당</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>202886</td>\n",
       "      <td>135</td>\n",
       "      <td>6211</td>\n",
       "      <td>서울시 동대문구 신설동 104-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/qiinV6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>매니멀스모크하우스</td>\n",
       "      <td>스테이크 / 바베큐</td>\n",
       "      <td>4.4</td>\n",
       "      <td>294142</td>\n",
       "      <td>211</td>\n",
       "      <td>8877</td>\n",
       "      <td>서울시 용산구 이태원동 455-33</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/71KcF_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>진미평양냉면</td>\n",
       "      <td>국수 / 면 요리</td>\n",
       "      <td>4.6</td>\n",
       "      <td>85278</td>\n",
       "      <td>135</td>\n",
       "      <td>2983</td>\n",
       "      <td>서울시 강남구 논현동 115-10</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/cTAy9Q...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>땅코참숯구이</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>148316</td>\n",
       "      <td>100</td>\n",
       "      <td>3617</td>\n",
       "      <td>서울시 성동구 행당동 292-34</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/pPeFnK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>루이쌍끄</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>135092</td>\n",
       "      <td>92</td>\n",
       "      <td>4420</td>\n",
       "      <td>서울시 강남구 신사동 657</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/e_j5Mg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>가티</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.5</td>\n",
       "      <td>312311</td>\n",
       "      <td>181</td>\n",
       "      <td>8142</td>\n",
       "      <td>서울시 강남구 신사동 510</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Aoa-eY...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>뚜또베네</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.6</td>\n",
       "      <td>193010</td>\n",
       "      <td>182</td>\n",
       "      <td>7732</td>\n",
       "      <td>서울시 강남구 청담동 118-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/kBJUWk...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>애성회관</td>\n",
       "      <td>탕 / 찌개 / 전골</td>\n",
       "      <td>4.4</td>\n",
       "      <td>96029</td>\n",
       "      <td>65</td>\n",
       "      <td>2848</td>\n",
       "      <td>서울시 중구 북창동 93-36</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/8f3EsL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>버블앤코클스</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.4</td>\n",
       "      <td>97872</td>\n",
       "      <td>48</td>\n",
       "      <td>3044</td>\n",
       "      <td>서울시 용산구 한남동 738-14</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/GVwTgp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>히데미</td>\n",
       "      <td>정통 일식 / 일반 일식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>54262</td>\n",
       "      <td>43</td>\n",
       "      <td>2401</td>\n",
       "      <td>서울시 마포구 상수동 315-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/W8l0Ud...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>다운타우너</td>\n",
       "      <td>브런치 / 버거 / 샌드위치</td>\n",
       "      <td>4.5</td>\n",
       "      <td>96760</td>\n",
       "      <td>182</td>\n",
       "      <td>4303</td>\n",
       "      <td>서울시 강남구 신사동 666-25</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/NjpKcK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>수카라</td>\n",
       "      <td>기타 양식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>157263</td>\n",
       "      <td>152</td>\n",
       "      <td>6317</td>\n",
       "      <td>서울시 마포구 서교동 327-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/6uEC3l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>뽕나무쟁이</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>133564</td>\n",
       "      <td>189</td>\n",
       "      <td>4726</td>\n",
       "      <td>서울시 강남구 대치동 896-5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/mjR_Zo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>레호이</td>\n",
       "      <td>베트남 음식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>114135</td>\n",
       "      <td>169</td>\n",
       "      <td>6329</td>\n",
       "      <td>서울시 용산구 이태원동 261-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/iJo6dZ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>깔리</td>\n",
       "      <td>인도 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>141666</td>\n",
       "      <td>143</td>\n",
       "      <td>4753</td>\n",
       "      <td>서울시 종로구 명륜4가 170-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/in8ezN...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>아날로그가든</td>\n",
       "      <td>브런치 / 버거 / 샌드위치</td>\n",
       "      <td>4.5</td>\n",
       "      <td>240444</td>\n",
       "      <td>189</td>\n",
       "      <td>7458</td>\n",
       "      <td>서울시 마포구 서교동 446-58</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/bs2wK4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>중화복춘</td>\n",
       "      <td>정통 중식 / 일반 중식</td>\n",
       "      <td>4.3</td>\n",
       "      <td>152117</td>\n",
       "      <td>141</td>\n",
       "      <td>4319</td>\n",
       "      <td>서울시 마포구 동교동 152-11</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/UgFHZZ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>맛이차이나</td>\n",
       "      <td>정통 중식 / 일반 중식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>126057</td>\n",
       "      <td>152</td>\n",
       "      <td>4751</td>\n",
       "      <td>서울시 마포구 상수동 321-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/TNywLO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>완차이</td>\n",
       "      <td>정통 중식 / 일반 중식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>114004</td>\n",
       "      <td>112</td>\n",
       "      <td>3283</td>\n",
       "      <td>서울시 서대문구 창천동 5-35</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YQ6w_F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>믹스앤몰트</td>\n",
       "      <td>칵테일 / 와인</td>\n",
       "      <td>4.4</td>\n",
       "      <td>123202</td>\n",
       "      <td>75</td>\n",
       "      <td>3276</td>\n",
       "      <td>서울시 종로구 명륜3가 154-2</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/NUVSiY...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>경천애인 2237</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.4</td>\n",
       "      <td>334932</td>\n",
       "      <td>124</td>\n",
       "      <td>5909</td>\n",
       "      <td>서울시 강남구 삼성동 142-46</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/mcv53u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>창신육회</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.4</td>\n",
       "      <td>90566</td>\n",
       "      <td>110</td>\n",
       "      <td>2962</td>\n",
       "      <td>서울시 종로구 종로4가 165-5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/0TkoIX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>더파크뷰</td>\n",
       "      <td>뷔페</td>\n",
       "      <td>4.4</td>\n",
       "      <td>119806</td>\n",
       "      <td>107</td>\n",
       "      <td>1862</td>\n",
       "      <td>서울시 중구 장충동2가 202</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YtI0ys...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>잇텐고</td>\n",
       "      <td>라멘 / 소바 / 우동</td>\n",
       "      <td>4.4</td>\n",
       "      <td>122698</td>\n",
       "      <td>181</td>\n",
       "      <td>6685</td>\n",
       "      <td>서울시 마포구 합정동 396-14</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/sSnnhR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>미스터서왕만두</td>\n",
       "      <td>딤섬 / 만두</td>\n",
       "      <td>4.5</td>\n",
       "      <td>135520</td>\n",
       "      <td>201</td>\n",
       "      <td>5267</td>\n",
       "      <td>서울시 서대문구 대현동 27-20</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Uq3uak...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank                   Name             Food  Rate     Hit  Review  \\\n",
       "0      1                    파스토             이탈리안   4.6   83771      70   \n",
       "1      2                    이치에   이자카야 / 오뎅 / 꼬치   4.7  344893     127   \n",
       "2      3               쿠촐로오스테리아             이탈리안   4.7  211757     129   \n",
       "3      4                  스시코우지           회 / 스시   4.7  139084      59   \n",
       "4      5               엘리스리틀이태리            기타 양식   4.7  122191     116   \n",
       "5      6                   갓포아키   이자카야 / 오뎅 / 꼬치   4.7  225086      81   \n",
       "6      7                    오가와           회 / 스시   4.6  413357      98   \n",
       "7      8                     더미            고기 요리   4.6  298579      54   \n",
       "8      9                    바베네            기타 양식   4.6  117977      91   \n",
       "9     10                브라이리퍼블릭          세계음식 기타   4.6  236956     256   \n",
       "10    11                    르챔버         칵테일 / 와인   4.6   97704      66   \n",
       "11    12                   타코로코            남미 음식   4.5  108155     121   \n",
       "12    13                    바오바            퓨전 중식   4.6  257037     238   \n",
       "13    14                    진만두          딤섬 / 만두   4.6  287332     195   \n",
       "14    15  BISTROT de YOUNTVILLE           프랑스 음식   4.5  123406     102   \n",
       "15    16                   서촌김씨             이탈리안   4.6  252669      54   \n",
       "16    17                   형제상회           해산물 요리   4.5  275677      69   \n",
       "17    18                    이치류            기타 일식   4.6  131809      66   \n",
       "18    19                뉴질랜드스토리  브런치 / 버거 / 샌드위치   4.5  174087     155   \n",
       "19    20                  오레노라멘     라멘 / 소바 / 우동   4.5  199666     290   \n",
       "20    21                  트렌치타운           다국적 퓨전   4.5   77355      66   \n",
       "21    22                    김수사           회 / 스시   4.5   68904      55   \n",
       "22    23                   라플랑끄           프랑스 음식   4.5  181091     135   \n",
       "23    24                    와하카            남미 음식   4.4   92126      72   \n",
       "24    25                   고메트리           프랑스 음식   4.4   96857      68   \n",
       "25    26                   육전식당            고기 요리   4.5  202886     135   \n",
       "26    27              매니멀스모크하우스       스테이크 / 바베큐   4.4  294142     211   \n",
       "27    28                 진미평양냉면        국수 / 면 요리   4.6   85278     135   \n",
       "28    29                 땅코참숯구이            고기 요리   4.5  148316     100   \n",
       "29    30                   루이쌍끄           프랑스 음식   4.5  135092      92   \n",
       "30    31                     가티             이탈리안   4.5  312311     181   \n",
       "31    32                   뚜또베네             이탈리안   4.6  193010     182   \n",
       "32    33                   애성회관      탕 / 찌개 / 전골   4.4   96029      65   \n",
       "33    34                 버블앤코클스             이탈리안   4.4   97872      48   \n",
       "34    35                    히데미    정통 일식 / 일반 일식   4.4   54262      43   \n",
       "35    36                  다운타우너  브런치 / 버거 / 샌드위치   4.5   96760     182   \n",
       "36    37                    수카라            기타 양식   4.4  157263     152   \n",
       "37    38                  뽕나무쟁이            고기 요리   4.5  133564     189   \n",
       "38    39                    레호이           베트남 음식   4.4  114135     169   \n",
       "39    40                     깔리            인도 음식   4.5  141666     143   \n",
       "40    41                 아날로그가든  브런치 / 버거 / 샌드위치   4.5  240444     189   \n",
       "41    42                   중화복춘    정통 중식 / 일반 중식   4.3  152117     141   \n",
       "42    43                  맛이차이나    정통 중식 / 일반 중식   4.5  126057     152   \n",
       "43    44                    완차이    정통 중식 / 일반 중식   4.5  114004     112   \n",
       "44    45                  믹스앤몰트         칵테일 / 와인   4.4  123202      75   \n",
       "45    46              경천애인 2237            고기 요리   4.4  334932     124   \n",
       "46    47                   창신육회            고기 요리   4.4   90566     110   \n",
       "47    48                   더파크뷰               뷔페   4.4  119806     107   \n",
       "48    49                    잇텐고     라멘 / 소바 / 우동   4.4  122698     181   \n",
       "49    50                미스터서왕만두          딤섬 / 만두   4.5  135520     201   \n",
       "\n",
       "    Favorite                Address  \\\n",
       "0       2747       서울시 강남구 청담동 19-4   \n",
       "1       8529      서울시 강남구 신사동 656-7   \n",
       "2       7562    서울시 용산구 용산동2가 45-13   \n",
       "3       3518        서울시 강남구 청담동 1-1   \n",
       "4       4102          서울시 송파구 송파동 8   \n",
       "5       5736      서울시 강남구 신사동 651-5   \n",
       "6       7762          서울시 종로구 당주동 5   \n",
       "7       5118        서울시 종로구 종로1가 24   \n",
       "8       3471       서울시 송파구 송파동 32-3   \n",
       "9       8100      서울시 용산구 이태원동 63-4   \n",
       "10      3393       서울시 강남구 청담동 83-4   \n",
       "11      3536     서울시 서대문구 창천동 53-97   \n",
       "12      7051    서울시 용산구 이태원동 455-47   \n",
       "13      7746     서울시 마포구 서교동 327-22   \n",
       "14      4059       서울시 강남구 청담동 83-6   \n",
       "15      5792      서울시 종로구 창성동 158-2   \n",
       "16      3881      서울시 동작구 노량진동 13-8   \n",
       "17      4045    서울시 마포구 서교동 395-124   \n",
       "18      4720       서울시 송파구 송파동 32-1   \n",
       "19      7015      서울시 마포구 합정동 361-1   \n",
       "20      2509     서울시 용산구 이태원동 99-14   \n",
       "21      2035       서울시 강남구 논현동 4-19   \n",
       "22      6422     서울시 용산구 이태원동 129-9   \n",
       "23      2167  서울시 성동구 성수동2가 299-225   \n",
       "24      3517      서울시 성동구 금호동4가 235   \n",
       "25      6211     서울시 동대문구 신설동 104-3   \n",
       "26      8877    서울시 용산구 이태원동 455-33   \n",
       "27      2983     서울시 강남구 논현동 115-10   \n",
       "28      3617     서울시 성동구 행당동 292-34   \n",
       "29      4420        서울시 강남구 신사동 657   \n",
       "30      8142        서울시 강남구 신사동 510   \n",
       "31      7732      서울시 강남구 청담동 118-9   \n",
       "32      2848       서울시 중구 북창동 93-36   \n",
       "33      3044     서울시 용산구 한남동 738-14   \n",
       "34      2401      서울시 마포구 상수동 315-3   \n",
       "35      4303     서울시 강남구 신사동 666-25   \n",
       "36      6317      서울시 마포구 서교동 327-9   \n",
       "37      4726      서울시 강남구 대치동 896-5   \n",
       "38      6329     서울시 용산구 이태원동 261-9   \n",
       "39      4753     서울시 종로구 명륜4가 170-3   \n",
       "40      7458     서울시 마포구 서교동 446-58   \n",
       "41      4319     서울시 마포구 동교동 152-11   \n",
       "42      4751      서울시 마포구 상수동 321-1   \n",
       "43      3283      서울시 서대문구 창천동 5-35   \n",
       "44      3276     서울시 종로구 명륜3가 154-2   \n",
       "45      5909     서울시 강남구 삼성동 142-46   \n",
       "46      2962     서울시 종로구 종로4가 165-5   \n",
       "47      1862       서울시 중구 장충동2가 202   \n",
       "48      6685     서울시 마포구 합정동 396-14   \n",
       "49      5267     서울시 서대문구 대현동 27-20   \n",
       "\n",
       "                                                  URL  \n",
       "0   https://www.mangoplate.com//restaurants/jWtQrM...  \n",
       "1   https://www.mangoplate.com//restaurants/BJk2Z6...  \n",
       "2   https://www.mangoplate.com//restaurants/z7EYi8...  \n",
       "3   https://www.mangoplate.com//restaurants/btY7z8...  \n",
       "4   https://www.mangoplate.com//restaurants/vI2c9_...  \n",
       "5   https://www.mangoplate.com//restaurants/Qmjyzo...  \n",
       "6   https://www.mangoplate.com//restaurants/ba-dru...  \n",
       "7   https://www.mangoplate.com//restaurants/HVHjj-...  \n",
       "8   https://www.mangoplate.com//restaurants/YnDLhi...  \n",
       "9   https://www.mangoplate.com//restaurants/F4LMuc...  \n",
       "10  https://www.mangoplate.com//restaurants/r8IRzo...  \n",
       "11  https://www.mangoplate.com//restaurants/-3qMFU...  \n",
       "12  https://www.mangoplate.com//restaurants/Oze9oE...  \n",
       "13  https://www.mangoplate.com//restaurants/tCV5CX...  \n",
       "14  https://www.mangoplate.com//restaurants/koJ-1v...  \n",
       "15  https://www.mangoplate.com//restaurants/oHT3hF...  \n",
       "16  https://www.mangoplate.com//restaurants/drXX2B...  \n",
       "17  https://www.mangoplate.com//restaurants/YqO915...  \n",
       "18  https://www.mangoplate.com//restaurants/H6EKPX...  \n",
       "19  https://www.mangoplate.com//restaurants/s6C_cd...  \n",
       "20  https://www.mangoplate.com//restaurants/4DorjG...  \n",
       "21  https://www.mangoplate.com//restaurants/tHu1pa...  \n",
       "22  https://www.mangoplate.com//restaurants/2xCHru...  \n",
       "23  https://www.mangoplate.com//restaurants/Pt9E0T...  \n",
       "24  https://www.mangoplate.com//restaurants/R_lc24...  \n",
       "25  https://www.mangoplate.com//restaurants/qiinV6...  \n",
       "26  https://www.mangoplate.com//restaurants/71KcF_...  \n",
       "27  https://www.mangoplate.com//restaurants/cTAy9Q...  \n",
       "28  https://www.mangoplate.com//restaurants/pPeFnK...  \n",
       "29  https://www.mangoplate.com//restaurants/e_j5Mg...  \n",
       "30  https://www.mangoplate.com//restaurants/Aoa-eY...  \n",
       "31  https://www.mangoplate.com//restaurants/kBJUWk...  \n",
       "32  https://www.mangoplate.com//restaurants/8f3EsL...  \n",
       "33  https://www.mangoplate.com//restaurants/GVwTgp...  \n",
       "34  https://www.mangoplate.com//restaurants/W8l0Ud...  \n",
       "35  https://www.mangoplate.com//restaurants/NjpKcK...  \n",
       "36  https://www.mangoplate.com//restaurants/6uEC3l...  \n",
       "37  https://www.mangoplate.com//restaurants/mjR_Zo...  \n",
       "38  https://www.mangoplate.com//restaurants/iJo6dZ...  \n",
       "39  https://www.mangoplate.com//restaurants/in8ezN...  \n",
       "40  https://www.mangoplate.com//restaurants/bs2wK4...  \n",
       "41  https://www.mangoplate.com//restaurants/UgFHZZ...  \n",
       "42  https://www.mangoplate.com//restaurants/TNywLO...  \n",
       "43  https://www.mangoplate.com//restaurants/YQ6w_F...  \n",
       "44  https://www.mangoplate.com//restaurants/NUVSiY...  \n",
       "45  https://www.mangoplate.com//restaurants/mcv53u...  \n",
       "46  https://www.mangoplate.com//restaurants/0TkoIX...  \n",
       "47  https://www.mangoplate.com//restaurants/YtI0ys...  \n",
       "48  https://www.mangoplate.com//restaurants/sSnnhR...  \n",
       "49  https://www.mangoplate.com//restaurants/Uq3uak...  "
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('data/ch03.Top50_in_Seoul.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/ch03.Top50_in_Seoul.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "import googlemaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [],
   "source": [
    "gmaps_key='AIzaSyCt-GX_hijbZG6h9ZQLLBD8dTMUdjHy1L8'\n",
    "gmaps = googlemaps.Client(key=gmaps_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "622080e6d10c4da9a55984106d8b64f7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=50), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "lat=[]\n",
    "lng=[]\n",
    "\n",
    "for n in tqdm(df.index):\n",
    "    if df['Address'][n] != 'Multiple':\n",
    "        target_add = df['Address'][n]+','+'Seoul'\n",
    "        gmaps_output = gmaps.geocode(target_add)\n",
    "        location_output = gmaps_output[0].get('geometry')\n",
    "        lat.append(location_output['location']['lat'])\n",
    "        lng.append(location_output['location']['lng'])\n",
    "    else:\n",
    "        lat.append(np.nan)\n",
    "        lng.append(np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['lat']=lat\n",
    "df['lng']=lng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Food</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Hit</th>\n",
       "      <th>Review</th>\n",
       "      <th>Favorite</th>\n",
       "      <th>Address</th>\n",
       "      <th>URL</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>파스토</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.6</td>\n",
       "      <td>83771</td>\n",
       "      <td>70</td>\n",
       "      <td>2747</td>\n",
       "      <td>서울시 강남구 청담동 19-4</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/jWtQrM...</td>\n",
       "      <td>37.522224</td>\n",
       "      <td>127.043088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>이치에</td>\n",
       "      <td>이자카야 / 오뎅 / 꼬치</td>\n",
       "      <td>4.7</td>\n",
       "      <td>344893</td>\n",
       "      <td>127</td>\n",
       "      <td>8529</td>\n",
       "      <td>서울시 강남구 신사동 656-7</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/BJk2Z6...</td>\n",
       "      <td>37.525336</td>\n",
       "      <td>127.037671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>쿠촐로오스테리아</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.7</td>\n",
       "      <td>211757</td>\n",
       "      <td>129</td>\n",
       "      <td>7562</td>\n",
       "      <td>서울시 용산구 용산동2가 45-13</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/z7EYi8...</td>\n",
       "      <td>37.541143</td>\n",
       "      <td>126.987163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>스시코우지</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.7</td>\n",
       "      <td>139084</td>\n",
       "      <td>59</td>\n",
       "      <td>3518</td>\n",
       "      <td>서울시 강남구 청담동 1-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/btY7z8...</td>\n",
       "      <td>37.522897</td>\n",
       "      <td>127.039834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>엘리스리틀이태리</td>\n",
       "      <td>기타 양식</td>\n",
       "      <td>4.7</td>\n",
       "      <td>122191</td>\n",
       "      <td>116</td>\n",
       "      <td>4102</td>\n",
       "      <td>서울시 송파구 송파동 8</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/vI2c9_...</td>\n",
       "      <td>37.508594</td>\n",
       "      <td>127.104822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>갓포아키</td>\n",
       "      <td>이자카야 / 오뎅 / 꼬치</td>\n",
       "      <td>4.7</td>\n",
       "      <td>225086</td>\n",
       "      <td>81</td>\n",
       "      <td>5736</td>\n",
       "      <td>서울시 강남구 신사동 651-5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Qmjyzo...</td>\n",
       "      <td>37.522981</td>\n",
       "      <td>127.036214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>오가와</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.6</td>\n",
       "      <td>413357</td>\n",
       "      <td>98</td>\n",
       "      <td>7762</td>\n",
       "      <td>서울시 종로구 당주동 5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/ba-dru...</td>\n",
       "      <td>37.571999</td>\n",
       "      <td>126.974277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>더미</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.6</td>\n",
       "      <td>298579</td>\n",
       "      <td>54</td>\n",
       "      <td>5118</td>\n",
       "      <td>서울시 종로구 종로1가 24</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/HVHjj-...</td>\n",
       "      <td>37.570803</td>\n",
       "      <td>126.979854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>바베네</td>\n",
       "      <td>기타 양식</td>\n",
       "      <td>4.6</td>\n",
       "      <td>117977</td>\n",
       "      <td>91</td>\n",
       "      <td>3471</td>\n",
       "      <td>서울시 송파구 송파동 32-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YnDLhi...</td>\n",
       "      <td>37.509880</td>\n",
       "      <td>127.106063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>브라이리퍼블릭</td>\n",
       "      <td>세계음식 기타</td>\n",
       "      <td>4.6</td>\n",
       "      <td>236956</td>\n",
       "      <td>256</td>\n",
       "      <td>8100</td>\n",
       "      <td>서울시 용산구 이태원동 63-4</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/F4LMuc...</td>\n",
       "      <td>37.533505</td>\n",
       "      <td>126.990772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>르챔버</td>\n",
       "      <td>칵테일 / 와인</td>\n",
       "      <td>4.6</td>\n",
       "      <td>97704</td>\n",
       "      <td>66</td>\n",
       "      <td>3393</td>\n",
       "      <td>서울시 강남구 청담동 83-4</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/r8IRzo...</td>\n",
       "      <td>37.526218</td>\n",
       "      <td>127.041113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>타코로코</td>\n",
       "      <td>남미 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>108155</td>\n",
       "      <td>121</td>\n",
       "      <td>3536</td>\n",
       "      <td>서울시 서대문구 창천동 53-97</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/-3qMFU...</td>\n",
       "      <td>37.558187</td>\n",
       "      <td>126.934828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>바오바</td>\n",
       "      <td>퓨전 중식</td>\n",
       "      <td>4.6</td>\n",
       "      <td>257037</td>\n",
       "      <td>238</td>\n",
       "      <td>7051</td>\n",
       "      <td>서울시 용산구 이태원동 455-47</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Oze9oE...</td>\n",
       "      <td>37.534586</td>\n",
       "      <td>126.987954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>진만두</td>\n",
       "      <td>딤섬 / 만두</td>\n",
       "      <td>4.6</td>\n",
       "      <td>287332</td>\n",
       "      <td>195</td>\n",
       "      <td>7746</td>\n",
       "      <td>서울시 마포구 서교동 327-22</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/tCV5CX...</td>\n",
       "      <td>37.555170</td>\n",
       "      <td>126.929253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>BISTROT de YOUNTVILLE</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>123406</td>\n",
       "      <td>102</td>\n",
       "      <td>4059</td>\n",
       "      <td>서울시 강남구 청담동 83-6</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/koJ-1v...</td>\n",
       "      <td>37.526034</td>\n",
       "      <td>127.041223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>서촌김씨</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.6</td>\n",
       "      <td>252669</td>\n",
       "      <td>54</td>\n",
       "      <td>5792</td>\n",
       "      <td>서울시 종로구 창성동 158-2</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/oHT3hF...</td>\n",
       "      <td>37.581408</td>\n",
       "      <td>126.971413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>형제상회</td>\n",
       "      <td>해산물 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>275677</td>\n",
       "      <td>69</td>\n",
       "      <td>3881</td>\n",
       "      <td>서울시 동작구 노량진동 13-8</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/drXX2B...</td>\n",
       "      <td>37.514969</td>\n",
       "      <td>126.941385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>이치류</td>\n",
       "      <td>기타 일식</td>\n",
       "      <td>4.6</td>\n",
       "      <td>131809</td>\n",
       "      <td>66</td>\n",
       "      <td>4045</td>\n",
       "      <td>서울시 마포구 서교동 395-124</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YqO915...</td>\n",
       "      <td>37.550616</td>\n",
       "      <td>126.919134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>뉴질랜드스토리</td>\n",
       "      <td>브런치 / 버거 / 샌드위치</td>\n",
       "      <td>4.5</td>\n",
       "      <td>174087</td>\n",
       "      <td>155</td>\n",
       "      <td>4720</td>\n",
       "      <td>서울시 송파구 송파동 32-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/H6EKPX...</td>\n",
       "      <td>37.509688</td>\n",
       "      <td>127.105707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>오레노라멘</td>\n",
       "      <td>라멘 / 소바 / 우동</td>\n",
       "      <td>4.5</td>\n",
       "      <td>199666</td>\n",
       "      <td>290</td>\n",
       "      <td>7015</td>\n",
       "      <td>서울시 마포구 합정동 361-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/s6C_cd...</td>\n",
       "      <td>37.547440</td>\n",
       "      <td>126.917293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>트렌치타운</td>\n",
       "      <td>다국적 퓨전</td>\n",
       "      <td>4.5</td>\n",
       "      <td>77355</td>\n",
       "      <td>66</td>\n",
       "      <td>2509</td>\n",
       "      <td>서울시 용산구 이태원동 99-14</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/4DorjG...</td>\n",
       "      <td>37.532056</td>\n",
       "      <td>126.994403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>김수사</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.5</td>\n",
       "      <td>68904</td>\n",
       "      <td>55</td>\n",
       "      <td>2035</td>\n",
       "      <td>서울시 강남구 논현동 4-19</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/tHu1pa...</td>\n",
       "      <td>37.517131</td>\n",
       "      <td>127.023208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>라플랑끄</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>181091</td>\n",
       "      <td>135</td>\n",
       "      <td>6422</td>\n",
       "      <td>서울시 용산구 이태원동 129-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/2xCHru...</td>\n",
       "      <td>37.533308</td>\n",
       "      <td>126.993509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>와하카</td>\n",
       "      <td>남미 음식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>92126</td>\n",
       "      <td>72</td>\n",
       "      <td>2167</td>\n",
       "      <td>서울시 성동구 성수동2가 299-225</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Pt9E0T...</td>\n",
       "      <td>37.547889</td>\n",
       "      <td>127.054444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>고메트리</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>96857</td>\n",
       "      <td>68</td>\n",
       "      <td>3517</td>\n",
       "      <td>서울시 성동구 금호동4가 235</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/R_lc24...</td>\n",
       "      <td>37.546320</td>\n",
       "      <td>127.024203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>육전식당</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>202886</td>\n",
       "      <td>135</td>\n",
       "      <td>6211</td>\n",
       "      <td>서울시 동대문구 신설동 104-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/qiinV6...</td>\n",
       "      <td>37.574238</td>\n",
       "      <td>127.024297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>매니멀스모크하우스</td>\n",
       "      <td>스테이크 / 바베큐</td>\n",
       "      <td>4.4</td>\n",
       "      <td>294142</td>\n",
       "      <td>211</td>\n",
       "      <td>8877</td>\n",
       "      <td>서울시 용산구 이태원동 455-33</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/71KcF_...</td>\n",
       "      <td>37.534482</td>\n",
       "      <td>126.988431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>진미평양냉면</td>\n",
       "      <td>국수 / 면 요리</td>\n",
       "      <td>4.6</td>\n",
       "      <td>85278</td>\n",
       "      <td>135</td>\n",
       "      <td>2983</td>\n",
       "      <td>서울시 강남구 논현동 115-10</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/cTAy9Q...</td>\n",
       "      <td>37.516107</td>\n",
       "      <td>127.036030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>땅코참숯구이</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>148316</td>\n",
       "      <td>100</td>\n",
       "      <td>3617</td>\n",
       "      <td>서울시 성동구 행당동 292-34</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/pPeFnK...</td>\n",
       "      <td>37.560670</td>\n",
       "      <td>127.033101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>루이쌍끄</td>\n",
       "      <td>프랑스 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>135092</td>\n",
       "      <td>92</td>\n",
       "      <td>4420</td>\n",
       "      <td>서울시 강남구 신사동 657</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/e_j5Mg...</td>\n",
       "      <td>37.526256</td>\n",
       "      <td>127.037039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>가티</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.5</td>\n",
       "      <td>312311</td>\n",
       "      <td>181</td>\n",
       "      <td>8142</td>\n",
       "      <td>서울시 강남구 신사동 510</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Aoa-eY...</td>\n",
       "      <td>37.518224</td>\n",
       "      <td>127.019982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>뚜또베네</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.6</td>\n",
       "      <td>193010</td>\n",
       "      <td>182</td>\n",
       "      <td>7732</td>\n",
       "      <td>서울시 강남구 청담동 118-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/kBJUWk...</td>\n",
       "      <td>37.525718</td>\n",
       "      <td>127.047103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>애성회관</td>\n",
       "      <td>탕 / 찌개 / 전골</td>\n",
       "      <td>4.4</td>\n",
       "      <td>96029</td>\n",
       "      <td>65</td>\n",
       "      <td>2848</td>\n",
       "      <td>서울시 중구 북창동 93-36</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/8f3EsL...</td>\n",
       "      <td>37.562399</td>\n",
       "      <td>126.978905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>버블앤코클스</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.4</td>\n",
       "      <td>97872</td>\n",
       "      <td>48</td>\n",
       "      <td>3044</td>\n",
       "      <td>서울시 용산구 한남동 738-14</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/GVwTgp...</td>\n",
       "      <td>37.536228</td>\n",
       "      <td>126.999154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>히데미</td>\n",
       "      <td>정통 일식 / 일반 일식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>54262</td>\n",
       "      <td>43</td>\n",
       "      <td>2401</td>\n",
       "      <td>서울시 마포구 상수동 315-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/W8l0Ud...</td>\n",
       "      <td>37.548063</td>\n",
       "      <td>126.921613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>다운타우너</td>\n",
       "      <td>브런치 / 버거 / 샌드위치</td>\n",
       "      <td>4.5</td>\n",
       "      <td>96760</td>\n",
       "      <td>182</td>\n",
       "      <td>4303</td>\n",
       "      <td>서울시 강남구 신사동 666-25</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/NjpKcK...</td>\n",
       "      <td>37.523970</td>\n",
       "      <td>127.038558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>수카라</td>\n",
       "      <td>기타 양식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>157263</td>\n",
       "      <td>152</td>\n",
       "      <td>6317</td>\n",
       "      <td>서울시 마포구 서교동 327-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/6uEC3l...</td>\n",
       "      <td>37.555046</td>\n",
       "      <td>126.930078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>뽕나무쟁이</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.5</td>\n",
       "      <td>133564</td>\n",
       "      <td>189</td>\n",
       "      <td>4726</td>\n",
       "      <td>서울시 강남구 대치동 896-5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/mjR_Zo...</td>\n",
       "      <td>37.503161</td>\n",
       "      <td>127.051988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>레호이</td>\n",
       "      <td>베트남 음식</td>\n",
       "      <td>4.4</td>\n",
       "      <td>114135</td>\n",
       "      <td>169</td>\n",
       "      <td>6329</td>\n",
       "      <td>서울시 용산구 이태원동 261-9</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/iJo6dZ...</td>\n",
       "      <td>37.543185</td>\n",
       "      <td>126.990147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>깔리</td>\n",
       "      <td>인도 음식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>141666</td>\n",
       "      <td>143</td>\n",
       "      <td>4753</td>\n",
       "      <td>서울시 종로구 명륜4가 170-3</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/in8ezN...</td>\n",
       "      <td>37.582416</td>\n",
       "      <td>126.999174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>아날로그가든</td>\n",
       "      <td>브런치 / 버거 / 샌드위치</td>\n",
       "      <td>4.5</td>\n",
       "      <td>240444</td>\n",
       "      <td>189</td>\n",
       "      <td>7458</td>\n",
       "      <td>서울시 마포구 서교동 446-58</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/bs2wK4...</td>\n",
       "      <td>37.555430</td>\n",
       "      <td>126.918024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>중화복춘</td>\n",
       "      <td>정통 중식 / 일반 중식</td>\n",
       "      <td>4.3</td>\n",
       "      <td>152117</td>\n",
       "      <td>141</td>\n",
       "      <td>4319</td>\n",
       "      <td>서울시 마포구 동교동 152-11</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/UgFHZZ...</td>\n",
       "      <td>37.559528</td>\n",
       "      <td>126.924245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>맛이차이나</td>\n",
       "      <td>정통 중식 / 일반 중식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>126057</td>\n",
       "      <td>152</td>\n",
       "      <td>4751</td>\n",
       "      <td>서울시 마포구 상수동 321-1</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/TNywLO...</td>\n",
       "      <td>37.547556</td>\n",
       "      <td>126.920844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>완차이</td>\n",
       "      <td>정통 중식 / 일반 중식</td>\n",
       "      <td>4.5</td>\n",
       "      <td>114004</td>\n",
       "      <td>112</td>\n",
       "      <td>3283</td>\n",
       "      <td>서울시 서대문구 창천동 5-35</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YQ6w_F...</td>\n",
       "      <td>37.558682</td>\n",
       "      <td>126.939362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>믹스앤몰트</td>\n",
       "      <td>칵테일 / 와인</td>\n",
       "      <td>4.4</td>\n",
       "      <td>123202</td>\n",
       "      <td>75</td>\n",
       "      <td>3276</td>\n",
       "      <td>서울시 종로구 명륜3가 154-2</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/NUVSiY...</td>\n",
       "      <td>37.583059</td>\n",
       "      <td>126.998196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>경천애인 2237</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.4</td>\n",
       "      <td>334932</td>\n",
       "      <td>124</td>\n",
       "      <td>5909</td>\n",
       "      <td>서울시 강남구 삼성동 142-46</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/mcv53u...</td>\n",
       "      <td>37.505936</td>\n",
       "      <td>127.052514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>창신육회</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.4</td>\n",
       "      <td>90566</td>\n",
       "      <td>110</td>\n",
       "      <td>2962</td>\n",
       "      <td>서울시 종로구 종로4가 165-5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/0TkoIX...</td>\n",
       "      <td>37.570408</td>\n",
       "      <td>126.999650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>더파크뷰</td>\n",
       "      <td>뷔페</td>\n",
       "      <td>4.4</td>\n",
       "      <td>119806</td>\n",
       "      <td>107</td>\n",
       "      <td>1862</td>\n",
       "      <td>서울시 중구 장충동2가 202</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/YtI0ys...</td>\n",
       "      <td>37.556978</td>\n",
       "      <td>127.005914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>잇텐고</td>\n",
       "      <td>라멘 / 소바 / 우동</td>\n",
       "      <td>4.4</td>\n",
       "      <td>122698</td>\n",
       "      <td>181</td>\n",
       "      <td>6685</td>\n",
       "      <td>서울시 마포구 합정동 396-14</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/sSnnhR...</td>\n",
       "      <td>37.549208</td>\n",
       "      <td>126.909219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>미스터서왕만두</td>\n",
       "      <td>딤섬 / 만두</td>\n",
       "      <td>4.5</td>\n",
       "      <td>135520</td>\n",
       "      <td>201</td>\n",
       "      <td>5267</td>\n",
       "      <td>서울시 서대문구 대현동 27-20</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Uq3uak...</td>\n",
       "      <td>37.558031</td>\n",
       "      <td>126.943167</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank                   Name             Food  Rate     Hit  Review  \\\n",
       "0      1                    파스토             이탈리안   4.6   83771      70   \n",
       "1      2                    이치에   이자카야 / 오뎅 / 꼬치   4.7  344893     127   \n",
       "2      3               쿠촐로오스테리아             이탈리안   4.7  211757     129   \n",
       "3      4                  스시코우지           회 / 스시   4.7  139084      59   \n",
       "4      5               엘리스리틀이태리            기타 양식   4.7  122191     116   \n",
       "5      6                   갓포아키   이자카야 / 오뎅 / 꼬치   4.7  225086      81   \n",
       "6      7                    오가와           회 / 스시   4.6  413357      98   \n",
       "7      8                     더미            고기 요리   4.6  298579      54   \n",
       "8      9                    바베네            기타 양식   4.6  117977      91   \n",
       "9     10                브라이리퍼블릭          세계음식 기타   4.6  236956     256   \n",
       "10    11                    르챔버         칵테일 / 와인   4.6   97704      66   \n",
       "11    12                   타코로코            남미 음식   4.5  108155     121   \n",
       "12    13                    바오바            퓨전 중식   4.6  257037     238   \n",
       "13    14                    진만두          딤섬 / 만두   4.6  287332     195   \n",
       "14    15  BISTROT de YOUNTVILLE           프랑스 음식   4.5  123406     102   \n",
       "15    16                   서촌김씨             이탈리안   4.6  252669      54   \n",
       "16    17                   형제상회           해산물 요리   4.5  275677      69   \n",
       "17    18                    이치류            기타 일식   4.6  131809      66   \n",
       "18    19                뉴질랜드스토리  브런치 / 버거 / 샌드위치   4.5  174087     155   \n",
       "19    20                  오레노라멘     라멘 / 소바 / 우동   4.5  199666     290   \n",
       "20    21                  트렌치타운           다국적 퓨전   4.5   77355      66   \n",
       "21    22                    김수사           회 / 스시   4.5   68904      55   \n",
       "22    23                   라플랑끄           프랑스 음식   4.5  181091     135   \n",
       "23    24                    와하카            남미 음식   4.4   92126      72   \n",
       "24    25                   고메트리           프랑스 음식   4.4   96857      68   \n",
       "25    26                   육전식당            고기 요리   4.5  202886     135   \n",
       "26    27              매니멀스모크하우스       스테이크 / 바베큐   4.4  294142     211   \n",
       "27    28                 진미평양냉면        국수 / 면 요리   4.6   85278     135   \n",
       "28    29                 땅코참숯구이            고기 요리   4.5  148316     100   \n",
       "29    30                   루이쌍끄           프랑스 음식   4.5  135092      92   \n",
       "30    31                     가티             이탈리안   4.5  312311     181   \n",
       "31    32                   뚜또베네             이탈리안   4.6  193010     182   \n",
       "32    33                   애성회관      탕 / 찌개 / 전골   4.4   96029      65   \n",
       "33    34                 버블앤코클스             이탈리안   4.4   97872      48   \n",
       "34    35                    히데미    정통 일식 / 일반 일식   4.4   54262      43   \n",
       "35    36                  다운타우너  브런치 / 버거 / 샌드위치   4.5   96760     182   \n",
       "36    37                    수카라            기타 양식   4.4  157263     152   \n",
       "37    38                  뽕나무쟁이            고기 요리   4.5  133564     189   \n",
       "38    39                    레호이           베트남 음식   4.4  114135     169   \n",
       "39    40                     깔리            인도 음식   4.5  141666     143   \n",
       "40    41                 아날로그가든  브런치 / 버거 / 샌드위치   4.5  240444     189   \n",
       "41    42                   중화복춘    정통 중식 / 일반 중식   4.3  152117     141   \n",
       "42    43                  맛이차이나    정통 중식 / 일반 중식   4.5  126057     152   \n",
       "43    44                    완차이    정통 중식 / 일반 중식   4.5  114004     112   \n",
       "44    45                  믹스앤몰트         칵테일 / 와인   4.4  123202      75   \n",
       "45    46              경천애인 2237            고기 요리   4.4  334932     124   \n",
       "46    47                   창신육회            고기 요리   4.4   90566     110   \n",
       "47    48                   더파크뷰               뷔페   4.4  119806     107   \n",
       "48    49                    잇텐고     라멘 / 소바 / 우동   4.4  122698     181   \n",
       "49    50                미스터서왕만두          딤섬 / 만두   4.5  135520     201   \n",
       "\n",
       "    Favorite                Address  \\\n",
       "0       2747       서울시 강남구 청담동 19-4   \n",
       "1       8529      서울시 강남구 신사동 656-7   \n",
       "2       7562    서울시 용산구 용산동2가 45-13   \n",
       "3       3518        서울시 강남구 청담동 1-1   \n",
       "4       4102          서울시 송파구 송파동 8   \n",
       "5       5736      서울시 강남구 신사동 651-5   \n",
       "6       7762          서울시 종로구 당주동 5   \n",
       "7       5118        서울시 종로구 종로1가 24   \n",
       "8       3471       서울시 송파구 송파동 32-3   \n",
       "9       8100      서울시 용산구 이태원동 63-4   \n",
       "10      3393       서울시 강남구 청담동 83-4   \n",
       "11      3536     서울시 서대문구 창천동 53-97   \n",
       "12      7051    서울시 용산구 이태원동 455-47   \n",
       "13      7746     서울시 마포구 서교동 327-22   \n",
       "14      4059       서울시 강남구 청담동 83-6   \n",
       "15      5792      서울시 종로구 창성동 158-2   \n",
       "16      3881      서울시 동작구 노량진동 13-8   \n",
       "17      4045    서울시 마포구 서교동 395-124   \n",
       "18      4720       서울시 송파구 송파동 32-1   \n",
       "19      7015      서울시 마포구 합정동 361-1   \n",
       "20      2509     서울시 용산구 이태원동 99-14   \n",
       "21      2035       서울시 강남구 논현동 4-19   \n",
       "22      6422     서울시 용산구 이태원동 129-9   \n",
       "23      2167  서울시 성동구 성수동2가 299-225   \n",
       "24      3517      서울시 성동구 금호동4가 235   \n",
       "25      6211     서울시 동대문구 신설동 104-3   \n",
       "26      8877    서울시 용산구 이태원동 455-33   \n",
       "27      2983     서울시 강남구 논현동 115-10   \n",
       "28      3617     서울시 성동구 행당동 292-34   \n",
       "29      4420        서울시 강남구 신사동 657   \n",
       "30      8142        서울시 강남구 신사동 510   \n",
       "31      7732      서울시 강남구 청담동 118-9   \n",
       "32      2848       서울시 중구 북창동 93-36   \n",
       "33      3044     서울시 용산구 한남동 738-14   \n",
       "34      2401      서울시 마포구 상수동 315-3   \n",
       "35      4303     서울시 강남구 신사동 666-25   \n",
       "36      6317      서울시 마포구 서교동 327-9   \n",
       "37      4726      서울시 강남구 대치동 896-5   \n",
       "38      6329     서울시 용산구 이태원동 261-9   \n",
       "39      4753     서울시 종로구 명륜4가 170-3   \n",
       "40      7458     서울시 마포구 서교동 446-58   \n",
       "41      4319     서울시 마포구 동교동 152-11   \n",
       "42      4751      서울시 마포구 상수동 321-1   \n",
       "43      3283      서울시 서대문구 창천동 5-35   \n",
       "44      3276     서울시 종로구 명륜3가 154-2   \n",
       "45      5909     서울시 강남구 삼성동 142-46   \n",
       "46      2962     서울시 종로구 종로4가 165-5   \n",
       "47      1862       서울시 중구 장충동2가 202   \n",
       "48      6685     서울시 마포구 합정동 396-14   \n",
       "49      5267     서울시 서대문구 대현동 27-20   \n",
       "\n",
       "                                                  URL        lat         lng  \n",
       "0   https://www.mangoplate.com//restaurants/jWtQrM...  37.522224  127.043088  \n",
       "1   https://www.mangoplate.com//restaurants/BJk2Z6...  37.525336  127.037671  \n",
       "2   https://www.mangoplate.com//restaurants/z7EYi8...  37.541143  126.987163  \n",
       "3   https://www.mangoplate.com//restaurants/btY7z8...  37.522897  127.039834  \n",
       "4   https://www.mangoplate.com//restaurants/vI2c9_...  37.508594  127.104822  \n",
       "5   https://www.mangoplate.com//restaurants/Qmjyzo...  37.522981  127.036214  \n",
       "6   https://www.mangoplate.com//restaurants/ba-dru...  37.571999  126.974277  \n",
       "7   https://www.mangoplate.com//restaurants/HVHjj-...  37.570803  126.979854  \n",
       "8   https://www.mangoplate.com//restaurants/YnDLhi...  37.509880  127.106063  \n",
       "9   https://www.mangoplate.com//restaurants/F4LMuc...  37.533505  126.990772  \n",
       "10  https://www.mangoplate.com//restaurants/r8IRzo...  37.526218  127.041113  \n",
       "11  https://www.mangoplate.com//restaurants/-3qMFU...  37.558187  126.934828  \n",
       "12  https://www.mangoplate.com//restaurants/Oze9oE...  37.534586  126.987954  \n",
       "13  https://www.mangoplate.com//restaurants/tCV5CX...  37.555170  126.929253  \n",
       "14  https://www.mangoplate.com//restaurants/koJ-1v...  37.526034  127.041223  \n",
       "15  https://www.mangoplate.com//restaurants/oHT3hF...  37.581408  126.971413  \n",
       "16  https://www.mangoplate.com//restaurants/drXX2B...  37.514969  126.941385  \n",
       "17  https://www.mangoplate.com//restaurants/YqO915...  37.550616  126.919134  \n",
       "18  https://www.mangoplate.com//restaurants/H6EKPX...  37.509688  127.105707  \n",
       "19  https://www.mangoplate.com//restaurants/s6C_cd...  37.547440  126.917293  \n",
       "20  https://www.mangoplate.com//restaurants/4DorjG...  37.532056  126.994403  \n",
       "21  https://www.mangoplate.com//restaurants/tHu1pa...  37.517131  127.023208  \n",
       "22  https://www.mangoplate.com//restaurants/2xCHru...  37.533308  126.993509  \n",
       "23  https://www.mangoplate.com//restaurants/Pt9E0T...  37.547889  127.054444  \n",
       "24  https://www.mangoplate.com//restaurants/R_lc24...  37.546320  127.024203  \n",
       "25  https://www.mangoplate.com//restaurants/qiinV6...  37.574238  127.024297  \n",
       "26  https://www.mangoplate.com//restaurants/71KcF_...  37.534482  126.988431  \n",
       "27  https://www.mangoplate.com//restaurants/cTAy9Q...  37.516107  127.036030  \n",
       "28  https://www.mangoplate.com//restaurants/pPeFnK...  37.560670  127.033101  \n",
       "29  https://www.mangoplate.com//restaurants/e_j5Mg...  37.526256  127.037039  \n",
       "30  https://www.mangoplate.com//restaurants/Aoa-eY...  37.518224  127.019982  \n",
       "31  https://www.mangoplate.com//restaurants/kBJUWk...  37.525718  127.047103  \n",
       "32  https://www.mangoplate.com//restaurants/8f3EsL...  37.562399  126.978905  \n",
       "33  https://www.mangoplate.com//restaurants/GVwTgp...  37.536228  126.999154  \n",
       "34  https://www.mangoplate.com//restaurants/W8l0Ud...  37.548063  126.921613  \n",
       "35  https://www.mangoplate.com//restaurants/NjpKcK...  37.523970  127.038558  \n",
       "36  https://www.mangoplate.com//restaurants/6uEC3l...  37.555046  126.930078  \n",
       "37  https://www.mangoplate.com//restaurants/mjR_Zo...  37.503161  127.051988  \n",
       "38  https://www.mangoplate.com//restaurants/iJo6dZ...  37.543185  126.990147  \n",
       "39  https://www.mangoplate.com//restaurants/in8ezN...  37.582416  126.999174  \n",
       "40  https://www.mangoplate.com//restaurants/bs2wK4...  37.555430  126.918024  \n",
       "41  https://www.mangoplate.com//restaurants/UgFHZZ...  37.559528  126.924245  \n",
       "42  https://www.mangoplate.com//restaurants/TNywLO...  37.547556  126.920844  \n",
       "43  https://www.mangoplate.com//restaurants/YQ6w_F...  37.558682  126.939362  \n",
       "44  https://www.mangoplate.com//restaurants/NUVSiY...  37.583059  126.998196  \n",
       "45  https://www.mangoplate.com//restaurants/mcv53u...  37.505936  127.052514  \n",
       "46  https://www.mangoplate.com//restaurants/0TkoIX...  37.570408  126.999650  \n",
       "47  https://www.mangoplate.com//restaurants/YtI0ys...  37.556978  127.005914  \n",
       "48  https://www.mangoplate.com//restaurants/sSnnhR...  37.549208  126.909219  \n",
       "49  https://www.mangoplate.com//restaurants/Uq3uak...  37.558031  126.943167  "
      ]
     },
     "execution_count": 360,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x21945aeee80>"
      ]
     },
     "execution_count": 359,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapping = folium.Map(location=[df['lat'].mean(), df['lng'].mean()], zoom_start=13)\n",
    "folium.Marker([df['lat'].mean(), df['lng'].mean()], popup='center').add_to(mapping)\n",
    "mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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    <script>L_PREFER_CANVAS=false; L_NO_TOUCH=false; L_DISABLE_3D=false;</script>
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    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
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        initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
    <style>#map_8fa495887dac403ea14b2303486d0654 {
        position: relative;
        width: 100.0%;
        height: 100.0%;
        left: 0.0%;
        top: 0.0%;
        }
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</head>
<body>    
    
    <div class="folium-map" id="map_8fa495887dac403ea14b2303486d0654" ></div>
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        var bounds = null;
    

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        center: [37.541307276000005, 126.997711298],
        zoom: 12,
        maxBounds: bounds,
        layers: [],
        worldCopyJump: false,
        crs: L.CRS.EPSG3857,
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        "maxZoom": 18,
        "minZoom": 0,
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        "opacity": 1,
        "subdomains": "abc",
        "tms": false
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        var marker_6cffe116fbb74cc6b64e1aea3c85afb1 = L.marker(
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            var popup_2b75323efa3647c8941e1683b073235a = L.popup({maxWidth: '300'
            
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                var html_167653b7c24b47b3a2e487b26384cb0f = $(`<div id="html_167653b7c24b47b3a2e487b26384cb0f" style="width: 100.0%; height: 100.0%;">파스토</div>`)[0];
                popup_2b75323efa3647c8941e1683b073235a.setContent(html_167653b7c24b47b3a2e487b26384cb0f);
            

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                icon: new L.Icon.Default()
                }
            ).addTo(map_8fa495887dac403ea14b2303486d0654);
        
    
            var popup_c0fb676bebaa40288e52dee0dd4006cf = L.popup({maxWidth: '300'
            
            });

            
                var html_7ef82c604bd940a7bb9b76c3d06ad9f9 = $(`<div id="html_7ef82c604bd940a7bb9b76c3d06ad9f9" style="width: 100.0%; height: 100.0%;">미스터서왕만두</div>`)[0];
                popup_c0fb676bebaa40288e52dee0dd4006cf.setContent(html_7ef82c604bd940a7bb9b76c3d06ad9f9);
            

            marker_fbabbef722344d79b361e1ce2d34a0d8.bindPopup(popup_c0fb676bebaa40288e52dee0dd4006cf)
            ;

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x2194a693198>"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapping = folium.Map(location=[df['lat'].mean(), df['lng'].mean()], zoom_start=12)\n",
    "\n",
    "for n in df.index:\n",
    "    if df['Address'][n] != 'Multiple':\n",
    "        folium.Marker([df['lat'][n], df['lng'][n]],\n",
    "                     popup=df['Name'][n]).add_to(mapping)\n",
    "        \n",
    "mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 538,
   "metadata": {},
   "outputs": [],
   "source": [
    "import platform\n",
    "from matplotlib import font_manager, rc\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "path = 'C:/Windows/Fonts/malgun.ttf'\n",
    "font_name = font_manager.FontProperties(fname=path).get_name()\n",
    "rc('font', family=font_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [],
   "source": [
    "index=list(df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13,6))\n",
    "plt.hist(df['Rate'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df['Name'], df['Rate'], label='Rate')\n",
    "plt.plot(df['Name'], df['Hit'], label='Hit')\n",
    "plt.xlabel('Name')\n",
    "plt.title(\"서울 맛집 별 조회수 및 별점\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 520,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2880x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df['Name']\n",
    "y1 = df['Hit']\n",
    "y2 = df['Review']\n",
    "y3 = df['Favorite']\n",
    "\n",
    "plt.figure(figsize=(40,20))\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "line1 = ax1.plot(np.arange(len(x)), y1/60, color='b', linestyle='-', marker='o', label='Hit(/60)')\n",
    "line2 = ax2.plot(np.arange(len(x)), y2, color='m', linestyle='--', marker='^', label='Review')\n",
    "line3 = ax1.plot(np.arange(len(x)), y3, color='orange', linestyle='-.', marker='s', label='Favorite')\n",
    "\n",
    "ax1.set_xticklabels(x)\n",
    "ax1.set_xlabel('Name')\n",
    "ax1.set_ylabel('Favorite')\n",
    "ax2.set_ylabel('Review')\n",
    "\n",
    "ax1.set_ylim(0,10000)\n",
    "ax2.set_ylim(0,1000)\n",
    "\n",
    "lines = line1 + line2 + line3\n",
    "labels=[l.get_label() for l in lines]\n",
    "plt.legend(lines, labels, loc='best')\n",
    "\n",
    "plt.grid(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 505,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Food</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Hit</th>\n",
       "      <th>Review</th>\n",
       "      <th>Favorite</th>\n",
       "      <th>Address</th>\n",
       "      <th>URL</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>오가와</td>\n",
       "      <td>회 / 스시</td>\n",
       "      <td>4.6</td>\n",
       "      <td>413357</td>\n",
       "      <td>98</td>\n",
       "      <td>7762</td>\n",
       "      <td>서울시 종로구 당주동 5</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/ba-dru...</td>\n",
       "      <td>37.571999</td>\n",
       "      <td>126.974277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>이치에</td>\n",
       "      <td>이자카야 / 오뎅 / 꼬치</td>\n",
       "      <td>4.7</td>\n",
       "      <td>344893</td>\n",
       "      <td>127</td>\n",
       "      <td>8529</td>\n",
       "      <td>서울시 강남구 신사동 656-7</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/BJk2Z6...</td>\n",
       "      <td>37.525336</td>\n",
       "      <td>127.037671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>경천애인 2237</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.4</td>\n",
       "      <td>334932</td>\n",
       "      <td>124</td>\n",
       "      <td>5909</td>\n",
       "      <td>서울시 강남구 삼성동 142-46</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/mcv53u...</td>\n",
       "      <td>37.505936</td>\n",
       "      <td>127.052514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>가티</td>\n",
       "      <td>이탈리안</td>\n",
       "      <td>4.5</td>\n",
       "      <td>312311</td>\n",
       "      <td>181</td>\n",
       "      <td>8142</td>\n",
       "      <td>서울시 강남구 신사동 510</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/Aoa-eY...</td>\n",
       "      <td>37.518224</td>\n",
       "      <td>127.019982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>더미</td>\n",
       "      <td>고기 요리</td>\n",
       "      <td>4.6</td>\n",
       "      <td>298579</td>\n",
       "      <td>54</td>\n",
       "      <td>5118</td>\n",
       "      <td>서울시 종로구 종로1가 24</td>\n",
       "      <td>https://www.mangoplate.com//restaurants/HVHjj-...</td>\n",
       "      <td>37.570803</td>\n",
       "      <td>126.979854</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank       Name            Food  Rate     Hit  Review  Favorite  \\\n",
       "6      7        오가와          회 / 스시   4.6  413357      98      7762   \n",
       "1      2        이치에  이자카야 / 오뎅 / 꼬치   4.7  344893     127      8529   \n",
       "45    46  경천애인 2237           고기 요리   4.4  334932     124      5909   \n",
       "30    31         가티            이탈리안   4.5  312311     181      8142   \n",
       "7      8         더미           고기 요리   4.6  298579      54      5118   \n",
       "\n",
       "               Address                                                URL  \\\n",
       "6        서울시 종로구 당주동 5  https://www.mangoplate.com//restaurants/ba-dru...   \n",
       "1    서울시 강남구 신사동 656-7  https://www.mangoplate.com//restaurants/BJk2Z6...   \n",
       "45  서울시 강남구 삼성동 142-46  https://www.mangoplate.com//restaurants/mcv53u...   \n",
       "30     서울시 강남구 신사동 510  https://www.mangoplate.com//restaurants/Aoa-eY...   \n",
       "7      서울시 종로구 종로1가 24  https://www.mangoplate.com//restaurants/HVHjj-...   \n",
       "\n",
       "          lat         lng  \n",
       "6   37.571999  126.974277  \n",
       "1   37.525336  127.037671  \n",
       "45  37.505936  127.052514  \n",
       "30  37.518224  127.019982  \n",
       "7   37.570803  126.979854  "
      ]
     },
     "execution_count": 505,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hit_df = df.sort_values(['Hit'], ascending=False).head()\n",
    "hit_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 521,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp1 = np.polyfit(index, df['Hit'], 1)\n",
    "f1 = np.poly1d(fp1)\n",
    "fx = np.linspace(0, 50, 10)\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(index, df['Hit'])\n",
    "plt.plot(fx, f1(fx), lw=3)\n",
    "\n",
    "tmp = df.sort_values(['Hit'], ascending=False).head()\n",
    "for i in range(5):\n",
    "    plt.text(tmp.iloc[i]['Rank'], tmp.iloc[i]['Hit'], tmp.iloc[i]['Name']+ ' : ' +hit_df.iloc[i]['Food']\n",
    "              ,fontsize=15)\n",
    "    \n",
    "tmp = df.sort_values(['Hit'], ascending=True).head()\n",
    "for i in range(3):\n",
    "    plt.text(tmp.iloc[i]['Rank'], tmp.iloc[i]['Hit'], tmp.iloc[i]['Name']+ ' : ' +hit_df.iloc[i]['Food']\n",
    "              ,fontsize=15)\n",
    "\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 540,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp2 = np.polyfit(index, df['Review'], 1)\n",
    "f2 = np.poly1d(fp2)\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(index, df['Review'], color='g')\n",
    "plt.plot(fx, f2(fx), color='r')\n",
    "\n",
    "tmp = df.sort_values(['Review'], ascending=False).head()\n",
    "for i in range(5):\n",
    "    plt.text(tmp.iloc[i]['Rank'], tmp.iloc[i]['Review'], tmp.iloc[i]['Name']+ ' : ' +tmp.iloc[i]['Food']\n",
    "              ,fontsize=15)\n",
    "    \n",
    "tmp = df.sort_values(['Review'], ascending=True).head()\n",
    "for i in range(3):\n",
    "    plt.text(tmp.iloc[i]['Rank'], tmp.iloc[i]['Review'], tmp.iloc[i]['Name']+ ' : ' +tmp.iloc[i]['Food']\n",
    "              ,fontsize=15)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 541,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp3 = np.polyfit(index, df['Favorite'], 1)\n",
    "f3 = np.poly1d(fp3)\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(index, df['Favorite'], color='y')\n",
    "plt.plot(fx, f3(fx), color='purple')\n",
    "\n",
    "tmp = df.sort_values(['Favorite'], ascending=False).head()\n",
    "for i in range(5):\n",
    "    plt.text(tmp.iloc[i]['Rank'], tmp.iloc[i]['Favorite'], tmp.iloc[i]['Name']+ ' : ' +tmp.iloc[i]['Food']\n",
    "              ,fontsize=15)\n",
    "    \n",
    "tmp = df.sort_values(['Favorite'], ascending=True).head()\n",
    "for i in range(3):\n",
    "    plt.text(tmp.iloc[i]['Rank'], tmp.iloc[i]['Favorite'], tmp.iloc[i]['Name']+ ' : ' +tmp.iloc[i]['Food']\n",
    "              ,fontsize=15)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21946a14e48>"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, vars=['Rate', 'Hit', 'Review', 'Favorite'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.        , -0.29190454],\n",
       "       [-0.29190454,  1.        ]])"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(index, df['Hit'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.       , 0.1951567],\n",
       "       [0.1951567, 1.       ]])"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(index, df['Review'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.       , -0.1493025],\n",
       "       [-0.1493025,  1.       ]])"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(index, df['Favorite'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 532,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Hit', data=df, kind='reg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 536,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Review', data=df, kind='reg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 527,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yQpICXzgKfzgKXyiKkaCEkaAETyCCfl8EA96w9hjKmTp2Jp5FQ4kNa+aU4qKaYiyqKcaF1cUQeZpmJEQPDMPggkoHLqh04DufnINwVMaHnSM42DmCD0+PoLlrBG8dG0BkzFE5Aseg3GFGqUNEmV2EyyrAaRVQbBFgF3lYRR52kYdZYGEWOIg8B5FnIXAsBI4Bz7LgOQYVRRQgM4kC2zh3PH8IT+w5NaP7WAQOxRbtD7zMIaKpzIaKIjNqXBZUOy1oKLWhxmWlP2RCcpjIc1hW78ayenfitqisaLMug36c9gRxejiI3pEQ+n1hdHoCOHRawnAwgpA0s3Pi/vbSetx51cfS3QUSw6gGLo997NgxRKNUYocQYgw8z2Pu3Ll6NyPnGTqwEUIIKTxUBJkQQoihUGAjhBBiKBTYCCGEGAoFNkIIIYZCgY0QQoihUGAjhBBiKBTYCCGEGAoFNkIIIYZCgY0QQoihGDqwHTt2LKXrTp48mdmG5LhC7j/1vXAZvf+pvv4ZUcYC24EDB7Bp0yYAQEtLCzZu3IhNmzbh+uuvx8DAAADgmWeewdVXX42vfvWreP311wEAQ0ND+Lu/+zts3LgRt956K4LB4JTXTifVOpHx5yhUhdx/6nvhMnr/C7lObkaq+z/66KN4/vnnYbFYAAD33HMPNm/ejAULFmDbtm149NFHccMNN+Dxxx/H9u3bEQ6HsXHjRnz84x/Hgw8+iM997nO4+uqr8cgjj+APf/gD/vqv/3rSa00mUyaaTwghJI9lZMRWV1eHX//614mvt27digULFgAAZFmGKIo4ePAgFi9eDJPJBIfDgbq6Ohw+fBj79+/HZZddBgBYu3Ytdu/ePeW1hBBCyHgZGbGtW7cOnZ2dia/Ly8sBAO+99x6eeOIJPPnkk3jrrbfgcDgS19hsNvh8Pvh8vsTtNpsNXq836bax104nHA6jpaVl2utCoVBK1xlVIfef+l6YfQfys//xAUIqUn39yyep9j9rB42++OKL+M1vfoNHHnkEbrcbdrsdfr8/8X2/3w+Hw5G43Ww2w+/3o6ioaMprpyOKYko/iJaWlhn9wRhNIfef+l6YfQeM3/9UX/+MKCu7Iv/85z/jiSeewOOPP47a2loAwKJFi7B//36Ew2F4vV60trZi3rx5WLJkCd58800AwI4dO7B06dIpryWEEELGy/iITZZl3HPPPZg1axZuueUWAMDy5cvx3e9+F5s2bcLGjRuhqiq+//3vQxRF3HzzzbjtttvwzDPPwOVy4f7774fVap30WkIIIWQ8Q5+gnepUg9GnJKZTyP2nvhdm3wHj99/o/TsbQydoE0IIKTwU2AghhBgKBTZCCCGGQoGNEEKIoVBgI4QQYigU2AghxIA8gYjeTdANBTZCCDEgSTZsJte0KLARQogRGTdFeVoU2AghxIAKN6xRYCOEEGIwFNgIIYQYCgU2QggxoAJeYqPARgghRlTAcY0CGyGEGFPhhjYKbIQQYkA0FUkIIcRQCjiuUWAjhBAjohEbIYQQQ1ELeMxGgY0QQgyIRmyEEEIMhQIbIYQQQ1ELOLJRYCOEEANSKLARQggxEqVw4xoFNkIIMSKaiiSEEGIoNGIjhBBiKDKN2AghhBiJUsBDNgpshBBiQIoKhCRZ72boggIbIYQY1GhQ0rsJuqDARgghBjVMgY0QQoiRDPoiejdBFxTYCCHEoAb9Yb2boAsKbIQQYlADXgpshBBCDIJhgJ5RCmyEEEIMQuAY9I6G9G6GLiiwEUKIAQkci9PDQb2boQsKbIQQYkAmjkXnUEDvZuiCAhshhBiQiWfRPRpCOFp41UcosBFCiAGZeBaqCnQMFd50JAU2QggxIDPPAQCO9/l0bkn2ZSywHThwAJs2bQIAtLe3Y8OGDdi4cSPuuOMOKIoCAHjggQewfv16XHvttTh48OCMryWEEDI5kdde3o/3eXVuSfZlJLA9+uij+MlPfoJwWMuhuPfee3HrrbfiqaeegqqqePXVV9Hc3Ix9+/bh2WefxdatW3HXXXfN+FpCCCGTY1kGNS4LWnoKL7DxmXjQuro6/PrXv8aPfvQjAEBzczNWrFgBAFi7di127dqFhoYGrFmzBgzDoKqqCrIsY2hoaEbXut3us7YjHA6jpaVl2vaGQqGUrjOqQu4/9b0w+w7kZ/8XLFiQ8rXhcBizHQw+ODmQd/2cSqr9z0hgW7duHTo7OxNfq6oKhmEAADabDV6vFz6fD06nM3FN/PaZXDtdYBNFMaUfREtLy4z+YIymkPtPfS/MvgPG778oilg9vwa7/nIUNQ1z4DALejcpa7KyeYRlzzyN3+9HUVER7HY7/H5/0u0Oh2NG1xJCCJnaRTXagOBg54jOLcmurAS2hQsXYu/evQCAHTt2YNmyZViyZAl27twJRVHQ1dUFRVHgdrtndC0hhJCpLa5zgmGAd0969G5KVmVkKnK82267DZs3b8bWrVvR2NiIdevWgeM4LFu2DNdccw0URcGWLVtmfC0hhJCpFZkFXFDhwLvtQ3o3JasYVVVVvRuRKanOoRt9rn06hdx/6nth9h0wfv/j/dvy50N4bn8nPtjyGZj4wkhdLoxeEkJIgVozpxSBiIz3ThXOdCQFNkIIMbDVTSXgWAZvHevXuylZQ4GNEEIMzGEWsLTOhVdb+vRuStZQYCOEEIO7YmEFDvd40VEgx9hQYCOEEIO7YmEFAODl5h6dW5IdFNgIIcTg6kttmF/pwEuHKLARQggxiKsuqcL+dk9BTEdSYCOEkALw+UVVAIDnD3Tp3JLMo8BGCCEFoNZtxYp6N7bv74SB63IAoMBGCCEF46vLa9E24Mc7Bq8dSYGNEEIKxGcvqoRD5LFt3ym9m5JRFNgIIaRAWE08vrC4Cv/9YTeG/BG9m5MxFNgIIaSAfGN1PSJRBdveMe6ojQIbIYQUkLkVDnx8Tgkef7sdUVnRuzkZQYGNEEIKzHWXNqB7JIQXDZqwTYGNEEIKzKfml6OpzIaH32w15NZ/CmyEEFJgWJbBNy9rRHPXKHYdH9S7OWlHgY0QQgrQFxdXo9wh4sE3juvdlLTj9W4AIUbyxuE+PLyjDR2eAGpdVty4thGXzy/Xu1mETGAWOHxrbSN+9kIL9rd7sHS2S+8mpQ2N2AhJkzcO92HL883o84bgtAjo84aw5flmvHG4cA54JPll48o6uKwCHnjtmN5NSSsKbISkycM72iBwDKwmHgyjfRQ4Bg/vaNO7aYRMymriccNljXj9SD8Odg7r3Zy0oalIQtKkwxOA0yIk3WYROHR6jH9MCMk9sqKm9Lf36QXlePjNVvzTS4fxz+sXndNzOUQexVbTOd03EyiwEZImtS4r+rwhWE1n/rcKSjJqXFYdW0UKlayo2HF0IKVrVzWW4C8f9eKpvafO6e917bzSnApsNBVJSJrcuLYRkqwiEIlCVbWPkqzixrWNejeNkLNa1VgCi8Dh1RZjrAdTYCMkTS6fX467r/oYyh1mjAQllDvMuPuqj9GuSJLzzAKHtXNLcaTXi1MGOGGbpiIJSaPL55dTICN5aVVTCXYeH8ArLb34u4836N2c80KBjUxAuViEFB6R57B2XhleOtSDEwN+NJTa9G7SOaOpSJKEcrEIKVwrG0rgEHm82tKrd1POCwU2koRysQgpXCaexScuKEPbgB+t/T69m3POKLCRJB2eACwCl3Qb5WIRUjiW17tRZObzeockBTaSpNZlRVCSk26jXCxCCofAsVg7rwwnB/1oy9NRGwU2koRysQghy+vdcJh5vJqna+sU2EgSysUihAgci7Vzy3BiwI/2Qb/ezZkx2u5PJqBcLELI8no3Xj/ShzeO9OMbl+bX1n8asRFCCJnAxLNYM0erRtI1HNS7OTNCgY0QQsikVjWWQORZ7DyeWjHlXEFTkYTojCq9kFxlFjgsm+3C222D+MzCCjhzqIL/2dCIjejijcN92PDIHqz5xWvY8Miegq1sQpVeSK67dE4pAODt1kGdW5I6Cmwk6+jF/Ayq9EJynctqwsKqYrzb7oEkK3o3JyVZC2ySJOEHP/gBrr32WmzcuBGtra1ob2/Hhg0bsHHjRtxxxx1QFO2H9sADD2D9+vW49tprcfDgQQCY8lqSf+jF/Ayq9ELywapGN4KSjIOdI3o3JSVZC2xvvvkmotEotm3bhu985zv41a9+hXvvvRe33nornnrqKaiqildffRXNzc3Yt28fnn32WWzduhV33XUXAEx6LclP9GJ+BlV6IfmgocSGcoeIvSfyYzoya4GtoaEBsixDURT4fD7wPI/m5masWLECALB27Vrs3r0b+/fvx5o1a8AwDKqqqiDLMoaGhia9luQnejE/gyq9kHzAMAyW17vR6QmiZzSkd3OmlbVdkVarFadPn8aVV14Jj8eDhx56CO+88w4YhgEA2Gw2eL1e+Hw+OJ3OxP3it6uqOuHa6YTDYbS0tEx7XSgUSuk6o8p2/69s4PHg3jAikTBEjkFYViHJwJWL7Fn/Pej9u68AcMNiB55rHkHvaBgVdh7rFxWjQh1ES0tm3x3r3Xe95WP/FyxYkPK1siyju6c7bc89S1TAMsBbH3ViTX1ywvagm4G3pz1tzzWVVPuftcD27//+71izZg1+8IMfoLu7G9/4xjcgSVLi+36/H0VFRbDb7fD7/Um3OxwOsCw74drpiKKY0g+ipaVlRn8wRpPt/i9YANTValvcOz0B1JTot8U9F373CxYAX78i+8+bC33Xk9H7z3EcZlXOSutjzj8dxbGhAL68shJsbKABACWlJahx1ab1uc5H1qYii4qK4HA4AADFxcWIRqNYuHAh9u7dCwDYsWMHli1bhiVLlmDnzp1QFAVdXV1QFAVut3vSa0n+unx+OZ7+1iq8ddun8PS3VlHeFiF54OJaJ3zhKE4M5Hb9yKyN2P72b/8Wt99+OzZu3AhJkvD9738fF154ITZv3oytW7eisbER69atA8dxWLZsGa655hooioItW7YAAG677bYJ15LclKmE40JIZC6EPpL8dUGFAwLH4NDpETSV2fVuzpQYVVVVvRuRKYeaP8LsOXNhj20rn4rRpySmk87+x3PUBI6BReAQlGRIsnreJwRk6nFz6XefqT5OJZf6rgej9//Ah81oDjjS/rhP7W3HycEAfnzl/MR05Np5pTm1+cvQCdoqVPSPhtHpCWA4EMmb5MJ8lqkctULIfSuEPpL8t7CqCL5wNKcLIxs6sMVJsoohfwSnPQH0j4YRjET1bpJhZSpHrRBy3wqhjyT/zSl3gAFwtHf6nel6KYjAFqeogDcsoWckhNOeILxBCbJi2JlYXWQqR60Qct8KoY8k/9lFHtUuC472+vRuypQKKrDFqQDCURn9Pm2a0i8zCI17QSGamRYrzlTCcSEkMhdCH4kxNJXZ0ekJIBLNzeWdggxsY8mKCo8vjO6RIHpGQvCFJRh4P82MnEux4svnl+Puqz6GcocZI0EJ5Q5zWjY/ZOpxc0kh9JEYQ32JFYqqTZ/nIjqPLUZVgUAkikAkCoGLwC7ysJsFCFzhxv6xmxkAwGriEYhE8fCOtrO+2F4+vzwjL8aZetxcokcfKcWAzNTsEhsYACcH/Dm57b9wX7XPQpJVeAJSwW82oc0MxkdHCJFzYRY4lDlEnM7RnZEU2M4iebNJAKPBSEFtNqHNDMZHKQbkXFU7LTkb2GgqMgXaZhMFYV8EnoAEm8jDLvIwjxvNGM2Naxux5flmBCLRpIRh2sxgHB2eAJwWIek2GpUbA8MAi+uc0194jk4O+vF+xzBml1jB59gQiQLbDMmKitGgBG9QgihwcJh52Ew8WHbqyib56vL55bgbOFOsmNZfDKfWZUWfN5RYRwVoVG4Uqgq8f2o4Y48flbXZq9cO92F2SX3GnudcUGA7RyqAkCQjJMkYYiOGHcUVwoaNQkajcnKuyh0iAKDPG9a5JRNRYEuDpFEcr43irCIPzoCjOGIsNCon58ph5iHyLPq9uXfwKAW2NFIBhKIyQj4ZXCACm4mH3Wy8URwxFhqVk3PBMAxKbCZ4/NL0F2cZBbYMkRUVoyEJ3lBsLc7CT3vKACGE5BOn1YQBX+5NRebYXhbjia/FxU8ZGAkUVsoAIcS4XFYBnkAk56rtXGJ8AAAgAElEQVQ10YgtiyRZxaA/guGgFKtswkPkaZrybKgqBiG5q8giQJJV+CO5VWuXApsOZEXFSFDCaEiC1aTtprSaOJqmHGfswZtjq2LcDZx3cIsHzLa+ETSWj1DAJOQcOMxaDuSANwxU6tyYMWgqUkeqCvjDUfSNasfojAQiiNJhqAmZqooxtoyUw8RQGSlCzpHDrI2NBv0RnVuSjAJbDlABRGQFg/4ITg8H0e/V6lPm2rx1tmWqViWVkSIkPeyiFtiGA7m1M5KmInOMrKjwhiT4QhL42IuvzcTDbCq8tbhMVcWgMlKEpIc19ro0EsytwEYjthylQttsMhKU0D0SROdQAMOBSM4e7JcJmTp4k4o7E5Ie8TedoxTYyEzFpyqH/BGcHg6gbzSEQNj4R+lk6uBNOqmakPTgWAYmjoU3x16PaCoyz6gq4AtH4Q9HYeJZFJkF2ERjFmEGMlMVY2wZqba+MBrLzbQrkpBzZBZY+EIU2EgaxI/S6feF4QlEYDfzsIsCTLl2fkSOigfMlpYWLFiwQO/mGB7lIxqXKHDw59iIjV4FDSCqqBgOSIlpykI98ZvkJjql29hEnkUgx15zKLAZSHyasmckhI4hP4b8YYSk3KoIQAoPpVcYm8izEzZj6Y2mIg0ovqNyOCBhJCDBxLOwiTwsJo5KeJGso/QKYzPxHAJUUotkU3wtLhyNgAkAIsfBbuZgMfEQOBqwk8yjU7qNTeRZjASp8gjRiapq58UN+CLo9ATQMxKCNyyBYenPgGQOpVcYm8CxCEm5lV9Lr2gFSlWBQCSK/tEw+nxRDPrCCEdzazqBGEOm8hFJbqA1NpKTwlL0zGkDgnacDp02oKFt6ulBp3Qbl8CxCEVkqKqaM68ZNGIjCaoK+CPaaQMdQwEM+sII5diicDbRNnVCpmfi2diByrkzHUkjNjKBCi03biQoYTSo7ap0mHlYTTz4AtpwMnabOqDVxQtEonh4R1vOjj6mGmFOdnuF3o0lhmDitFGaPxKFJUeKtVNgI2eV2FXpi4BlIrCZBNhEDlbR+H86+bZNfaqDWdd3DuO5905PuP2GxQ5Q0RVyvkyxFKJAWAbsOjcmpnDefpPzpqiANyyhdzSUOG1AMvDBqPl2CsBUidC/3Xli0tufax7Ru8nEAMRYGT9/DlUfocBGZmzsaQOdHq2Mly8sGe5g1FS3qb9xuA8bHtmDNb94DRse2aPbGtxUB7P6I/Kkt/f6cueFiOSvRGDLoXqRFNjIeYmX8eobDZ/ZcJJjW3/PVSrb1HNpg8lUI0ybiZv09gq78aeTSeaZY2+avDlU4Z/+sknaJG844eAwQIWT6bap59IGkxvXNmLL880IRKKwCFowk2QVN6xpwHPvnZ5w+/pFxVltHzGmeGAbDeXOYaMU2EjaaRtOZIR9MlgmAouJ1zacCMY7Ny6XNpiMPWeu0xNAzZhdkYtqnBNur1AHs95GYjxmQXvjmkunaFNgIxmlqNrcuz8cBcdGYIsFObNgjATwXKuDONUIc7LbW1oosJHzF//b9wQKNLA9/PDDeO211yBJEjZs2IAVK1bgxz/+MRiGwdy5c3HHHXeAZVk88MADeOONN8DzPG6//XYsWrQI7e3tk15L8oesqBgNSfCGJPCx6TubyCemMvLRVNN/VAeRFAqOZWAXeQz5c6cQctYC2969e/H+++/j6aefRjAYxO9//3vce++9uPXWW7Fy5Ups2bIFr776KqqqqrBv3z48++yz6O7uxi233ILt27dPeu0VV1yRreaTNIofqzM2AdwuakEu3xLAzzb9R4ieGAZYXOfMynMVWXh0DAXQ6QnAIfIotpqy8rxTyVpg27lzJ+bNm4fvfOc78Pl8+NGPfoRnnnkGK1asAACsXbsWu3btQkNDA9asWQOGYVBVVQVZljE0NITm5uYJ11Jgy39jj9UZDkqwmrQ6lRaBy5v1uEKvg0j1NHOTqgLvnxrOynOZOBZtA37sODqAtfNK8yOwHT16FHfeeSe8Xi8+//nPY+7cufjkJz85oyfyeDzo6urCQw89hM7OTtx8881JRTNtNhu8Xi98Ph+czjPvMuK3T3btdIZ9YXzQfRilVh78WV4kw5EIWltbZ9QfI8m1/jMMA4HXgptFYGFiVShKZhLBQ6EQWlpaMvLYuS4dfX+n048H9w5C4AAzx6BzcAQ/fu59fHtlCZbX2NLU0szIx9/9ghmUipFlGd093RlszRkCoujzRdHd041BNwNvT3tGnifV/qcU2O655x7ce++9+MlPfoL169fjhhtumHFgczqdaGxshMlkQmNjI0RRRE9PT+L7fr8fRUVFsNvt8Pv9Sbc7HI6k9bT4tdPpGo1g86uD4FgGs4rNqHVZUeOyoNZtRW3so8sqoK2tDU1NTTPqj5G0trbmdP8FjolNVQow8emdqmxpaZnRi4WRpKPvd7+1BzaLmNhAYIF2HNJLJ6L4+hW5/XM1+u+e4zjMqpyVleeq6AdODg+isqISJaUlqHHVZuV5p5LyVOTs2bPBMAzcbjdstpm/E1u6dCkee+wxXHfddejr60MwGMTq1auxd+9erFy5Ejt27MCqVatQV1eH++67D9dffz16enqgKArcbjcWLlw44drpxAdpsqKi0xNEpyc44RqbiUOplcXcIxHUuqyodVtQ47Ki2mWZUK2B6EOSVXgCEoaDUmxXZfKxOjQVpp9cSncg+nFZBUiyCl+OVB9JKbAVFxdj27ZtCAaDeOGFF1IaLY33yU9+Eu+88w7Wr18PVVWxZcsW1NTUYPPmzdi6dSsaGxuxbt06cByHZcuW4ZprroGiKNiyZQsA4Lbbbptw7XTmVzrw5A1N6BgKotMTQMdQEB2eADo9QfR5wwAAf0SGPyKjfXhipYgyu4hatyUp4NW6LSh3mMHlyfpPtuxrG8K2dzrQPRrErCILrl1eixWN7rQ+R7zKiT8cBc8xsIk8PuwcwT+/fASSLCdV/rgboOCWBbmW7kD04bZpa2qeHNkZyagpFPjz+Xx46KGHcPToUTQ1NeGmm25CcXHuVy34sLkZtvLZk34vKMk47dEC3oHW0/DDjA5PEJ1DAfinOYNM4BhUO7WpzBrXmcBX67KiaNy713xwvlOR+9qG8C+vHQPPMjAL2jHxUUXF9z41N+3Bbbx/2P4hIrIMl9WEqKoiLCkY8odRajfj6W9NP6o3+nTU2aSj72NPFBib7pAPJ2Qb/Xd/4MNmNAccWXmuPm8Iv3rlGNYvrcGtn56r+xublEZsjz32GH74wx8mvr7//vvxgx/8IGONygaLwGFOuR1zyu2o5b2JF3ZV1aa9OmIjvLEjve6REGRFhSSrODkYwMnBidMtRWZ+XMDTgl5VsSXt60O5Yts7HeBZJjF1G3+B2/ZOR8YD28khP4rMPPxhGWaBhU0UUOO0YCSHyvsYGaU7EAAosYngGAZ9o2G9mwJgmsD27LPP4rnnnkNrayt27NgBAFAUBZIk5X1gmwrDMHDbTHDbTLi4JjkHJCor6BoJoTM2nTl2ajOenDgaiqK5axTNXaNJ92UZoKLInNi4UjNmlFdqN+V1FY7u0SCKzMl/SmaBRc/oxDXNdJtVZMGgPwyLwCEkKQhJYQQlGVXFFnQM+WPrcfmdBJ7rCj3dIRsURUVUUcEyyMlcT45lUGI3oc8b0rspAKYJbF/4whewevVqPPzww7jpppsAACzLoqSkJCuNyzU8x6LObUWde+Iw2xeOJq/jjQl64agCRQW6R0LoHglh34nk+5oFVgt0ruT1vBqXBbY8ONBzbHCJC0kKKossGX/ua5fX4l9eO4agJCdNg35pcTUkWcVwQMJIQILAsTALHEw8AxPHQRTYvH4zQYxBVlREFQWKokJW1UQAUxQgqiiQFRWyokJRVagAXFYTnDrniE2lstiMU5PMYunhrK+aR44cwUUXXYTPfOYzOHHizKtxa2sr1qxZk/HG5RO7yGN+ZRHmVyZvrFFUFQPesLZ+N3Z60xNEz0gIKrQgcLzPh+N9vgmPW2IzJaUoxEd6s4otObOBZargcu3yzG/5XdHoxvcwF9ve6UDPaBCVk2xciZ8fF4kdisoAYFkGZoFDROUQkmSIPAU6kh6qqgWnsUFJHvO1Fri0gKZdH7ufjm1Oh2qnBQc7R+DxR3J7je3tt9/GRRddhBdffHHC9yiwpYZlGJQXmVFeZMbS2a6k70WiCk4PB9ExFEiM7uKBbzR2ttGgP4JBfwQHOpNPO+ZZBlVOS2wtb8xGFrcVTouQ1RfpVIJLpp9/Js+lQnun7A9H0TcaRNFwECzLwMSzsAgcRJ6FyOdP5ROSfaqqIiIriMoqorICSda+lmOjLBUA1PwPVjMRD2YtPaO4qCY7pbymctbA9q1vfQsA4HA4cPvtt2elQYXExLNoKLWhoXRiXuBIYgNLIDba06Y2u4aDkGTtXd+poQBODU0c+ttEblwyujbKq3ZaMrbWNNPgkkvigS4YkRGMyIkRnRgPdLFgRyO6wpKYFoyNuCRZgSQriES1j2qBBa7pVDnNYBmg+fQosEzftqS0gNPW1obR0dFzyl8j56bYKqDYWowLq5PTKmRFRe9oaMyuzWAiAA74tA0s/rCMwz1eHO6ZWHas3CFOmNZU/FE0qCpYeuEGcCbQBSIyArFAxzCAwLHgORY8y0DgGLAsA55lYeJYGt3luLEjLEnWRlX+KIO+0RAUVYWiatcoqgpV1ZYQABTkyOtciTyHKqcF73dkpz7l2aQU2FpbW7Fy5Uq4XK5EaaudO3dmtGFkclxsCrLKacHKhuTvBSNyYv1ufEJ6IJab1+cNo88bxv52T9J9Ta/3abl540qO1bgscJjzLzcvnVRo6yBasebkmpXxoMezLESBhZnnIPAs7cLMovFrWrKiJL6OKtpUoayoE0ZYHn8Y7hyplGEUjaU27G4dRDAiw2LS7/+BlALb66+/nul2kDSwmDjMrXBgbkVyUqaqqhjyRyYNeF3DQSiqtt53YsCPEwP+CY/rtAiJ1ISaMQGvymmBkINbj7MpHvTim1O8iIKB9gbELHAwCyxMHAcTT6O6mVIUFVJsx2B8w0V8dKWosV2DsrYJg0ZWuaGxzI4dxwaw98QgLr9AvxSQlALbkSNHcPvtt6O3txelpaX4+c9/joULF2a6bSRNGIZBiV1EiV3EJbXJi7qSrGDvh0fB2EsTlVfiATB+Iu5wUMLwaQkfnp6Ym1cZKy49PvCV2PI7N+98qACiilY3zxdOHtWZeBY8x4BntalMFow2BcxoG40Ejsn7n9v4QKQCUBHbUKEA75wcwvb3OtE1HEKp3YSrLq7CktkusCwDBoCsALKiJO5LASt/NJTaIPIsXj/cl/uB7Wc/+xnuuecezJ8/Hy0tLbjrrruwbdu2TLeNZIHAsZjlENDUVDrhe75QVFu/8yTv3Oz0BBGJ5eZ1DYfQNRzC3nG5eRaBmzRNodZl1XWKQg/jR3XjMWM+YaD9TjhWC3gMo70xYRmAY84Ewfj1HOJrfUxijTR+n/FkRQsP8TSRmQTQRJ5VbA1KVVVEVTU2Yjoz3RdVVKhnCUjjy68N+MI41HU4K+XXSOYJHIuls1149XAf7rxK1e1NWkqBTVVVzJ8/H4B2Hg7P537SMDl/djOPBbOKsGDWxNy8Pm84MbrTTs7Vpjf7RsNQodXiPNbnw7FJcvNK7aakQBcPgJVFhVlcWh3zSfzg1ZlgYv8Z/5OLB8SxmyHit3MMg6GQgu6RYOIx4gE4Xj5WW5M6s7EiHqwmtHsG9Cy/RrLj43NKsfvlI/ioexQfq9KnpnBKEYrnebz++utYtmwZ3nnnHZhMuZn5TrKDZRhUFplRWWTGsvrk74UlWcvNGxfwOoaCiSMtBnwRDPgi+GDc7ime1YpLTzbSK85ybl4+mXK6TlUxaTlvVYUMFf6QhOA0Bb/TTc/yayQ71s4rxf1/OYIXDnbndmC755578Itf/AL3338/mpqa8NOf/jTT7SJ5ShQ4NJbZ0VhmB3DmOBuriUW9uwhr5pTCYeHHTG9qG1iisWms9qEA2ocCQOtg0uM6zHxyInpspFfttECkHYh5Q8/yayQ7XFYTLm0qxQsfduP/rrtAlzekKQW2V155BT/96U/z4qgakjvGrqcUWwSMhCT8+WAXvvepubjyojMn+8qKip6RUCIfb+wobzBWXNobiuKjbi8+6k7OzWMAlBeJZ05ScJ0Z8ZU5RMrNyzF6ll8j2fP5i2fhtu0f4oOOYSyuc01/hzRLKbBFo1Fcd911aGhowFe/+lWsXLky0+0iBpDqegrHMqh2WVDtsmBVY3KB7UAkOuEkhfhGlpCkbfPuHQ2jdzSMd8fl5ok8i2qXZVwVFu1ru5nWifWgd/k1kh2fvWgW7ni+Gc/u78zdwHb99dfj+uuvx8GDB/G73/0Omzdvxl/+8pdMt43kuXSsp1hNPOZVODBvkty8AV9kXLDT0hR6RkJQYgnVbf1+tPVPzM1zWQXUuKxw8lEsGOpITHNWFZtz8lgQI8nn8mskNQ6zgCsvnIX/OtCFLZ9bmPWCBSkFtlAohJdffhl/+tOfoKoqvvvd72a6XcQAMrmewjAMyhwiyhwilox7RyjJCrqGg0knKcQD30hQy83zBCR4Alph6bfa2xL3ZRmMKS59ZudmrdsKl5U2sBCSqq8sq8Ef3z+NFw5248tLa7L63CkFtquuugrr1q3DnXfeidmzZ2e6TcQg9FpPETgWs0tsmF0ysbj0aFCK5eJpga6lox/DERadw2dy8+K5enswlHRfm4lL7NIce0J6tcuSFLwJIcDqxhI0ltrwxN723AxsL774YlLuWl9fH8rL6cRccna5uJ5SZBGw0CJgYZWWm9faqqCpqUnLzRsNJzatjJ3i7PNqx937IzKO9HpxpHdicekyu4ga99iDYrXPKwo0N48QhmHwN6tm46f//RGau0ayuvU/pcD24IMP4qmnnoIkSQiFQqivr8cLL7yQ6bYRA8iX9RSWYVBZbEZlsRnL65O/F4rn5k2ygcUf1vLA+n1h9PvCeP9Ucm6ewMVz88ZOa2pfF1sKu7g0Mb71S2pw38uH8djudvxi/aKsPW9KgW3Hjh3YsWMHfv7zn+O6667DXXfdlel2EZIzzAKHpjI7mmK5eXGqqsITkJIKS8fX9bpGQrEzvFScHAzg5ODEc/OKzHxyBZbYx2qnBSaeNrCQ/FdsFXD1khps39+J266cD7ctO8U9UgpsTqcTJpMJfr8fs2fPRjBIVQJI/okni3ePBjErNi1aMv3dpsQwDNw2E9w2ExaNOzE4KivoGQ1NMsoLYiiWmzcaiuKj7lF81D2xuHRFkTmp8kqNS0tVKHOIKW9gmay/Kxrdids7hryodfumnB6e6v6EzMR1l9bjqb2n8PS+U/jOJ+dk5TlTCmyVlZV47rnnYLFYcP/998Pnm1j/j5BcNjZZvMjMY9Afxr+8dgxfWWhDU1P6n4/nWNS4rKhxWbF6XPj0h6NJB8TG8/Q6PQGEYhtYukdC6B4JYd/J5Nw8M88mb2CJnZBe47LAJp7533mq/v5VTwX+56Ne8CwDm8Akbv8ekosQT3X/8dcRMp25FQ5cNrcU/7H7JL55WWNWZiPOGtgefPBBfPvb38bdd9+NAwcO4K/+6q/wxz/+Eb/85S8z3jBC0mmqZPGXj3nxxUuz2xabyOOCSgcuqEzOzVNUFYO+SGJk1+EJJApN94yEoAIIRRUc7/fheP/EN5dumykxynv/lAdSVIEo8oB6pr/P7O+E22aCReAQjkRhniJpnooVk3S64bJGfOP3+/BfB7qyskPyrIFtz549+Pa3vw2WZfHLX/4Sjz32GDZt2pTxRhGSblMliw/4Ijq1aCJ2bG7e7OTcvEhUwenhYNLGlfjnoyGtuPSQP4IhfwQHOkcS9xuITXsKHAMTx8IfkWETZagqgNgRM5MlzVOxYpJOa+eWYl6FHb/deQJXL6nOeD7oWQObOuaoi7GfE5JvpkoWL7XmR/6ZiWfRUGpDQ+nE3LyRoDShxua7J4cQGnP8jSSrkGRtB2ef90wwZ5moNi0p8nj87fbERpYKuxmeYISKFZO0YBgGN6xpxI+2H8Tu1kF8fM7E8x/T6ayBbWxUpYoLJJ9NlSy+br5j+jvnuGKLgOLqYlxYfSZPaF/bEH716tHE6d2BiHbIabFFQO+oVnIMABQViMgqIgEJ/7b7ZNLjsoyW7G4WWDDQznbbsLwOsqJSbl4eYBhgcZ1z+gvTLCor6PRM3AW8tN4Jl1XAr187htkl1pQfzyHyKLbObDflWQNbc3Mzrr32WqiqiuPHjyc+ZxiGTtAmeWWqZPES1TP9nfPQikY3bsW8RH/rS2xJuyKf3HsKp4a8cFrNmFuhpTHEd3AGYme0xettjj349J//cgS/fPVoYpfm2A0stW4LHGbKzcsVqooJeZV6WzrbhVda+vDsu52oKDKndJ+180rTG9ief/75GT0YIblssmTx1lZjBjZg6uT4+O2tra1oGrclNJ6bF1/HG5uu0DUchKJq05onBvw4MTCxuHSxRZiYpuC2oKqYcvMIsLKhBG8c6cfu1kF8aXF1xp7nrIGtujpzT0xIIcvVHLGxuXkX107MzesaCSWdpBDfwOIJaMWlR4ISRoISDnVNzM2rLDYnRnpjT0gvtZtoqaNA2EQel9Q68UGHB+sWVsAqZub4KDqUiuQVJvYflmHAswx4jgXLAFFFhRI7hVtVVagAMN1+JwaJ+yddqk76adrka44Yz7Goc1tR5564PuILRdE5nFyBpcMTwGlPEOFYbl7XcAhdwyHsO5F8X4vAoSZpWvPMSelWE71EGc2lTaV4t92Dd04O4RMXZKbmMP3VkJwyWeDiWQYCx4BjWXDsmdunoqoqZEWFrKratnYViIU6MGAST8QyDEIOE2rdtkQwVGPXqqr2OFFVhSJrj6XEHkuOP76iQFZi186gj+nOEUvn6O9cH8tu5jG/sgjzK4uSbldUFf3ecGLX5tidm72jWm5eUJJxrM+HY30Tc/NK7KbE4bA1Yw6KrSym4tL5qrLYjMZSG/aeHMJl88oycso9BTZyzuI77kw8B55lYoFB21zEMQw4Vjsdm2EYMMyYoBKjQAUU7cWPZbX7sCkErmnbxTDgOSa1P25Vib1Antv/XKqqIhxVIMnaJotI7HMlHlQnkc4csXSO/jIxkmQZBhVFZlQUmbGsPvl78dy85FQFbZrTG8vNG/RFMOiL4IOOkaT78iyDKqdl0g0sxRY6Ny/XrWwswdP7TuFYrxcXjHszlA4U2MgEzJhPGGjBKT5a4mIBSBtFsTDxLNgCfufMMAzMAgezwCGeOKCqaixvTAty8WAXnyZtKLGh3xeGiWMgx/bdn2uOWDpHf9muNjJVbp6qqhiJnZuXXIUliNPDQURjU86nhgI4NTRxW7ld5M8Ulh4zrVnjtECkc/NywoJZDthEHntPDFFgI+dv/FQfx7Jw2UQ4rQJ4lkkaOWmjLobe/c4QwzAw8cykuwBlRcW3L2/Cv7x6DCaehUXg4A1J4FgGX1tZN+PnSufoL1eqjTAMA6fVBKfVlJSbB2g/P624dHJCeocngMFYFRlfOIqWbi9aupPPzWMAlBeJiQ0sFiUADzeEGrcV5Q4xI1NiZHI8y2JpnQs7j/fDG5LSniZCgc2A4lOEPKuNqLT1qdg0H8Nq03Rjpvo8vAq3TdSvwQWEYxmsvaAcigo8vKMNx/t8qC+14Xv/Zx6WN7oRlmQEJQUhSYaiqNOu3U1VUeVcRn/pfKxM4VjtfLtq58Q2BSLRM+t4Y3ZudgwFEZRkqAB6R8PoHQ1jf7uW5vH0QS3PS+RZVLvGjPLGTG/azfQymQmL65zYcawfBztH0l6JhH5jeWT8FCHDMLHgpU0LciwDNjbKin+dKW8c7sPDO9rQ4Qmg1mXFjWsbcfl8OlU9VZfPL5/05yXyHIosgKKoCEdlhCQZwYiCsCxPumY3VUWVa5fXzrhN6XwsPVhNPOZVODCvIrmajKqqGPRHkkZ5nZ4g2npHMRCIJhLR2/r9aOufmJvntAhjzsw7s4FlltMM4TzWggtdRZEZVU4z3u/wUGAzkvHTgmOnAVkG2ucMA4YFWGifg0FinUuvta03Dvdhy/PNEDgGTouAPm8IW55vxt1A1oJbqoE1XwMwyzKwmHhYTDxcNi2HLBiVEYooCEai2m5MTF1R5VzWxNL5WLmEYRiU2kWU2kUsrjtTXLq1tRV19Q3oHg4lHyEUG+UNB7XcvOGghOHTEj48PTE3r8oZ27wybj2vxEa5eam4uMaJlw71YMgfSeshpBTYsiQ+PcixDEw8B5FnIfIsBI49rx2Aenh4RxsEjknkGFlNPAKRKB7e0ZaVoJFqYM2FAJwuPMfCwbFwiICqmhCWFASlKPxhGSunqDByLqaqVmJUAseirsSKuklqF3pDk29g6RwOIhLLzYtPfe7BUNJ9rSZuQsCLJ6RbTLSBJW7BrCK8dKgHh3tGcWlT+kZtWQ9sg4ODuPrqq/H73/8ePM/jxz/+MRiGwdy5c3HHHXeAZVk88MADeOONN8DzPG6//XYsWrQI7e3tk16bK8YGrniw4mMjL4ZlIEyytpWvOjwBOC3Ji70WgZu08GkmpBpY9Q7AmcIwDMwmDmYTB5cNCEky/OEoghEZkqJMmWZAZsZhFrBgloAFsybm5vXFcvPiB8R2xAJgnzcMAAhEZBzt9eFo78TcvFK7KVFqrHZM6bHKosLLzSu1a8c0fdSdx4FNkiRs2bIFZrNW/PLee+/FrbfeipUrV2LLli149dVXUVVVhX379uHZZ59Fd3c3brnlFmzfvn3Sa6+44opsNj9p6lDgWJi4eLDS1royva6VK2pdVvR5Q0lVIYKSjBpX6hW7z0eqgVXvAJwt8XQDAAhHZUQkBf6IjJAUTVTxJ+nDMgwqi8yoLDJjeX3y90KSHMvNSw54nZ4gfGEtN2/AF8GAL8WPL+4AABnNSURBVIIPOpILFAtcPDcveZRX67Ki2Grc4tIXVDjwdtsgJFlJ25plVgPbL37xC1x77bV45JFHAGinB6xYsQIAsHbtWuzatQsNDQ1Ys2YNGIZBVVUVZFnG0NDQpNemO7CNDVwccyZg8RwDjjPWqOt83Li2EVueb0YgEk3kOkmyihvXNmbl+acLrPF1tX5vGAPeMCqLzYntxNkMwHoQeQ4iz8FhESArKoJSFIGwjKAkJ3LmSOaYBQ5NZXY0ldmTbldVFcNjz81L7NrUiktHFS33sX0wgPbBiW+8isw8alxWPPXNldnqStbUl9iw8/gAuoaDmF0y8bzBc5G1wPaf//mfcLvduOyyyxKBLV6lAgBsNhu8Xi98Ph+czjPFV+O3T3btdCQpitbW1sQOwvg/jh0TtFgWxWYO/oEusFDBsVpgU1U18c/oQqEQWlpaUr6+AsANix14rnkEvaNhVNh5rF9UjAp1EC0tg5lraMyVDTwe3BtGJBKGyDEIyyokGbhykR2P/e+7eHDvIAQOcJuBPr+CjqEAym0ceI5JXBfv70z7no8YhoEKBhGFQUhSEIhEISsKwpEIWltb9W6ebvTovw3ABVbtH2osACyQFRUDgSh6fVH0+LSP2ucSRkLakUGjoSg+6h4920NPIMsyunu6096HdDPLWh8PnuyBSZr4pnPQzcDb0w4AWLBgQUqPmbXAtn37djAMg7fffhstLS247bbbMDR0ZsHV7/ejqKgIdrsdfr8/6XaHw5G0nha/djqiScCKeXPAxkZb8XJN43cTtrS0YMGCeWnoZX7S+p/aH0zcggXA17M7E5z03HW12qis0xNATcmZ3Y4bHtkDm0VMjOZMJgm93hCGQiqW1Dkn7Io8l77nO1lREZJktBw9jrKq2oIdyU12bI9epnr18YejibJjHZ6ZJcpzHIdZlbPOv3FZ4G7xwScLk7a3pLQENa6ZpZxkLbA9+eSTic83bdqEO++8E/fddx/27t2LlStXYseOHVi1ahXq6upw33334frrr0dPTw8URYHb7cbChQsnXDsdlmFmfEAdyQ9T5YGNX1crsghwmHmMBCU8/a3p/2YKAccysIk87II2rRuI7a4M0XRlzrGJk+fmGU2p3YQBXzhtj6frdv/bbrsNmzdvxtatW9HY2Ih169aB4zgsW7YM11xzDRRFwZYtW6a8lpDx9N7Ykk/UWPFpuyjALp5ZkwuGFfgjEm08IVlTZhdxYsCvFURPQ/6fLoHt8ccfT3z+xBNPTPj+LbfcgltuuSXptoaGhkmvJWQsvTe25DMuEeQAlyzAH47CG4pCkpWMnEtHSFyx1QRJVhGWlLTk+VGCNjGUy+eX427gzPpbHlUbySU8x6LYakKx1YSQpE1TBiIywtHJS3sRcj4sgraHIiTJFNgImcxU6296y9fyXvE8OadVy5MLhKPwhaOIytMXaSYkFSKvBbOgJMM1zbWpKOyELEKyJF7eq88bSirv9cbhPr2bNiMiz8Fl045+KS8ywybyoJKI5HzFC1ukazaARmwkZdkaceTDyGambTRaeS+G0XZW2kQekahWmDkgyQhLMm06ITMWieWyCXx63iVRYCMpSUdB4VSCQT4ULj6XNhq5vJeJZ2HiTSiGliMXkKLwh2QEpSitx5GUSFEtsJnSVNWJpiJJSsaOOBhG+yhwDB7e0ZbS/VOdijvf58mGc2ljrcuKoCQn3WbENASOZeAQBVQWm1HttMIVO5mdkLMZDWl1NMem6ZwPCmwkJR2eQNLJysDMRhzTBYM3DvdhwyN7sO/kELqHg/CGpHN6nmw4l5/FjWsbIckqApEoVFX7aPQ0BBPPwmUTUeu2oqxIhEXgaD2OTGrQF0aRmYeJpxEbyaLzHXGcLRiMHc2ZeRaSoqJrOJQIbrk2sjmXn8Xl88tx91UfQ7nDjJGghHKHGXdf9bGcmV7NJIbRRnGznBZUO60osZkg8hwoxpG4QX8EJXYxbY9Ha2wkJeeb+Hy2iiBjR3OldhFdI0GoUNE3GgLHMjk3sjnXn0WupiFkU2I9zgqEIjJ84Sj8sRPBSWGKygq6hoNY0ZC+A24psJGUnG/i89mCwU/+fCixsaIo9nHAF0YoqqDcYc65XZGFmAQ+duOP3cSBYRh4w9Hz2rWaOCxVMcEfljAapConhajDox3b01hqn/7iFFFgIyk7nxHH2YJB7Y7k0VyRRQDPMSh3mHO2cHEhjb7G7gLlGOB4v3b6RrXTnJZdqxzLoMhigsMsIBiR4Q/LCEg0iisUbQM+MADqS9O33ECBjWTNVMGA6jvmtrFTxW39PnAMg//X3r0HR1XleQD/dt9+Jt1J58kzICGJBITBGBgZIMsOxYCjDDtKreCO1Baz5UhRYBikQJ5BsjzUQi1dShfXEYMBhtXdotyypoaHG0GIijAOsQVkkEdIAgSSdHfSz3v3j5BsogSCdPfte+7381/SN/TvJCm+ueee8zswtJ8EnZvliNp+PIPBgCSrCUlWEyKyBa2hMFpvbBtgxomrprYFOelJUVsRCTDYKAHocWpPS7ruwQtG5M5g69hUG4tVqx3bBpxWM8IRGW3BCDz+cHuvyqi+k7gMBuD+Qa7bXxhjFskAq/nm/R/PXPGivsWPRVPyUVKQedNrnNY7jykGGyUEPU3taU3XhT8WyYhwpD1aOjbTxnrVqkkywmk3wmk3wx+MwBMIwxfgsTq3oyjAsfNNapeBkoLMHn8/Kg6fg2Q04Dc/HRzVVZFc7k+kAR37/CZs2o/Z/34krj0mu+7By3RYEFEURGQFmQ5L3Pfj2SwSspxW5KQnI8thhd3CvXFa5QuEsfPzC5hS2CeqoQYw2IgSntoNlLvuwZMVIC8rGfnZDsgKVNuPJxkNcNrN6JdqR3+XHSl2c2cjXdKGP35xAc1tITz1d9H/o4hTkUQxEq1mzonQQLm3U8VqNLC2miRYHRJcdjM8/hA8/jDCnKdMaMGwjLc+OYviwWkoGhSNg2q64x0bUQxE8y7rbtuZxYvad5Ymydh5pE6mwwKzZGB3kwS1/cg51Da1Yf7P82Ly7zPYiGIgms2ctdJAOVEaWBtv7IvrODPOYTWBs5SJo7kthNf2n8b4vAxMKsiKyXtwKpIoBqJxTE3HtN6phhZ4AxGkJ5uRkWxN2H1+iXY0T9cz48IRGb4bJ38Hw+xuoqZ/O/AtmtpCeO6hQhhitPKHwUYUA7fqjdkbXbt99Eu146o3gGu+EEIRBfnZzoTc53e3Y44lk2REapIFqUkWtAXDaGkLQzJywireai414z8OnsU/PpCD+wakxux9+JMlAOouJxfR3R5T8/1pvSynDQPT7MjPdmLHUw8mXKgB2jmax24xoU+qDX1SrHBYTXwOFycRWcFzH/wVaUlmPPfLYTF9LwYb4fOLPlUf+ovobo+p0cqCka60djSPUYkgO8WGfi57e8Ax4WLq7YNn8dXFZqyZPgKuJEtM34tTkYT/rGmGWZJUXU4uorvpppLI03q3osUOMjazBJtZgj8UgactDG8wBIUP4aLKXdeCF/90ElOG98Ejo/rF/P14x0Zo8IY1d3cgOq1M64nEZpaQlWLFAFcSN3xHUSAcQenO40hNMmPjoyNjtmCkKwYboY/DpInl5HqitWk9kVhMRmQ62vfDZTmssPG077uy5cAZnGzw4MWZo6LeOqsnnIokzByRireOeXhsTILR4rSeSDradjntZvhDN077DvCcuDvx1cUmvP9lLX47YQgm3Ru/32UGG2HMwGQMyhmk22Nj1GgDRdrS8RwuPckCXzDcfoROiEfo3Mpljx8fHKvFyAEpWPZQbFdBfh+DjQDo9+7g84s+vHWsHmbJ0G1F6N2cCE3iMhoNcNrMcNra7+J8N+7i2Juyu0Aogsrq8zAbDXh+xn0wS/F96sVnbKRr7StC1W8DRdpjM0vI6HgWl8IjdDrIioLdRy/iqjeAx8cMQpYzPs/VuuIdG+lagzeMrJTue2q0sCKU06eJw9jltO9AuP0uzqvjEwb2f3MZX9e14OGR/ZCX7VClBt6xka5pcUWo2l30qWdWk4T0ZCty0pOQnWJFskVfG79P1DZj/zeXUTTIhZ8NzVCtDgYb6drMEama2y+WKF30qWcGgwEOqxl9Um0Y4EqCK8kMk+D74i5eb8XuoxcwKD0JM0YPiMt+tZ5wKpJ0TYsrQhOtiz7dmsVkRLrJCpfdAl8oDE9rGIGwWCsqm9tC2H7kHJKtJvzTTwfFfbHI9zHYSPe0tiJUq+229K7rszh/MAJPIAxfIAStP4oLhmVUHPkO/rCMp0uGwmkz3/6LYoxTkUS9lCgnILDdlvbZLBKynFYMSEtCmoanKWVFwa7Pz6OuyY/ZY3LQN9WmdkkAGGxEvZJICzbYbkscZsmItOQbWwac2mvf9dFf6+Cu9+CRUf1wb98UtcvpxKlIol7oumADUP8EBK1Nn9Ktddv4rZFpyiN/a8ShM40YNzQD44Zmql1ONww2oi562h/GBRsULzaLBJtFQlqSGd5AGB5/+8npieRUgwcffnUJw/o68fDI2B9Dc6cYbEQ3dEw33qy9FhdsULyZJCNcSRak2s2d/SkTQX2zHzs+O48+KTY8PiYHxgTcqBe3YAuFQli+fDlqa2sRDAYxb9485OXlYdmyZTAYDMjPz8eaNWtgNBrx+uuv4+OPP4bJZMLy5csxatQonDt37qbXEkXLraYbf1eSi9V7angCAsVdx544h9UMWeW5SY8/hG2Hv4PVZMSccffAapJu+zVqiFsy7NmzBy6XC5WVldi6dSvWrVuHDRs2oLS0FJWVlVAUBfv27UNNTQ0+++wz7N69G5s3b8batWsB4KbXEkXTheutPR64ygUblAiMKq6eDEVkVBw5h9ZgGE+OuwepdvWX9fckbnds06ZNw9SpUzs/liQJNTU1GDt2LACgpKQEhw4dwpAhQzBhwgQYDAb0798fkUgE165du+m1U6ZMueV7BgIBuN3u29bm9/t7dZ2o9Dz+rmNPtyq47muFzfT/f+/5wzLS7Ca43W70AbB6YiqA1PYXlUa43Y3xLzpK9PxzB7Q5/sLCwl5fG4lEUFdfF5X3VRQFfzrtwcXrQfzyXieM/ibU1Tf16msb0w3w1J+LSh29HX/cgi05ORkA4PV6sXDhQpSWlmLTpk2dbVeSk5Ph8Xjg9Xrhcrm6fZ3H44GiKD+49nasVmuvvhFut/uOfmFEo+fxdx377w0ZWL2nBrLR0DndaJAU/H7aCBQKeGcW6597ojdqFv33XpIk9OsbnYUd+75pwOnGIKaN6IsJBVl39LUZmRkYmJYTlTp6K64Pqerq6jBnzhzMmDED06dP7/aMzOfzISUlBQ6HAz6fr9vnnU7nTa8liiZON0ZPIu37o7tTc6kZ+9yXcX+OCxPzE2tZf0/iFmxXr17F3LlzsWTJEsycORMAMHz4cFRXVwMAqqqqUFxcjKKiIhw8eBCyLOPSpUuQZRnp6ek3vZYo2iYNy8aOpx7EJ0t/jh1PPchQ+5HYqFkM9c1+7P7iInLS7PiH+9VtbHwn4jYV+cYbb6ClpQVbtmzBli1bAAArVqxAeXk5Nm/ejNzcXEydOhWSJKG4uBiPP/44ZFnG6tWrAQBLly7FqlWrul1LRImJ+/7UJxkNKCn48XdYLf4Q/mXbaaTYTXht9v3I/JEHhjqt8d9VFrd3XLlyJVauXPmDz2/fvv0Hn1uwYAEWLFjQ7XNDhgy56bVElHi47099ktHwo7/fsqxg1X+fwBVPALt+Nw6jB6VFubrY4kYwIoo6NmrWttcPfIsDJ69g9SPDUaSxUAMYbEQUA1yIo12Hvr2Kl/eewq/vH4DfPDhY7XJ+FLbUIqKYYKNm7bnqDaB013HkZibjX399n2YWi3wfg42IiCDLCp7d/Rc0t4Xw7tyx3Z6Pag2nIomICNsOf4ePT17BqocLUdhP2/uEGWxERDp35ooXGz/6Bn9/b5Zmn6t1xWAjItKxyI0pSJtZwsbHRmn2uVpX2p1EJSKiu/aHQ2dx7HwTXp01Gn1SbGqXExW8YyMi0qnapjZs/vMpTB6WjV/9pL/a5UQNg42ISKfK9tRAVhSU/WqEEFOQHRhsREQ6dODkZfz56wY8M7kAOelitTpjsBER6Uw4ImP9/7hxT0YSfjthiNrlRB2DjYhIZ/74xUWcvuzFsoeGwWISLwbEGxEREfXIH4rg5b2nMOaeNEwd0VftcmKCwUZEpCM7PjuPK54AFv/iXqEWjHTFYCMi0gl/KII3/vcMxg5Jx4O5GWqXEzMMNiIinfivY7VoaAngmcn5apcSUww2IiIdUBQFfzh0FsP7peBnQ8W9WwMYbEREunD4TCNONXjxz+PvEfbZWgcGGxGRDmyvPoe0JLNQrbN6wmAjIhJcU2sQe7++jBmjB8BmltQuJ+YYbEREgvvwqzoEIzJmPjBQ7VLigsFGRCS4PccvIT/bgRH9tX0ydm8x2IiIBNboDeCLc9fw0Mh+wi8a6cBgIyIS2L5vLkNWgF8M76N2KXHDYCMiEth+92X0T7XpZhoSYLAREQlLlhUc/lsjxudl6mYaEmCwEREJ6+u6FjS3hTA+L1PtUuKKwUZEJKjqs9cAQOiGxzfDYCMiEtTxC03on2pD31Sb2qXEFYONiEhQf7nQhJ/kuNQuI+4YbEREAorICs5fa8XIgalqlxJ3DDYiIgH5QxEAwLC+TpUriT8GGxGRgPxhGQCQn81gIyIiAQRCEdjNEga47GqXEncMNiIiAQUjMgalJ8Fo1M/G7A4MNiIiAQXDMgZlJKldhioYbEREAgpGZOSkMdiIiEgQsgz0TbWqXYYqTGoXcCdkWUZZWRlOnjwJi8WC8vJyDB48WO2yiIgSUp8UfXUc6aCpO7a9e/ciGAxi165dWLx4MTZu3Kh2SURECSvLqc87Nk0F29GjRzFx4kQAwOjRo3HixAmVKyIiSlwZyfoMNk1NRXq9Xjgcjs6PJUlCOByGyXTzYQQCAbjd7tv+u36/v1fXiUrP4+fY9Tl2QJvjLywsvKPrr176DvJ1Tf03f0u9Hb+mRuxwOODz+To/lmW5x1ADAKvV2qtvhNvtvuNfGJHoefwcuz7HDuhj/GNGjYDFpKmJuajQ1IiLiopQVVUFADh+/DgKCgpUroiIKDEZDdBlqAEau2ObMmUKDh06hFmzZkFRFKxfv17tkoiIEpKkw44jHTQVbEajEc8//7zaZRARJTw9ttLqoM/7VCIiwek41xhsREQiMhr0m2wMNiIiATHYiIhIKDrONQYbEZGIeMdGRERC0W+sMdiIiIRk4B0bERGJRMe5xmAjIhKRjnONwUZEJCLesRERkVAMOr5nY7AREZFQGGxERALiVCQREZEgGGxERAJyWDV1KllUMdiIiASUzGAjIiISA4ONiIiEwmAjIiKhMNiIiEgoDDYiIhIKg42IiITCYCMiIqEw2IiISCgMNiIiEgqDjYiIhMJgIyIioTDYiIhIKAw2IiISikFRFEXtImLl+PHjsFqtapdBRBQVJpMJ+fn5vbr29OnTvb5WNEIHGxER6Q+nIomISCgMNiIiEgqDjYiIhMJgIyIioTDYiIhIKAw2IiISikntAtTw4YcfYtu2bZAkCQUFBSgrKwMAlJWV4eTJk7BYLCgvL8fgwYPVLTSGZFnW1XgBIBQKYfny5aitrUUwGMS8efOQl5eHZcuWwWAwID8/H2vWrIHRKO7fe42NjXj00Ufx9ttvw2Qy6Wrsb775Jvbv349QKITZs2dj7Nixuhq/nujup+j3+/HKK6/g3Xffxc6dO+H1enHgwAHs3bsXwWAQu3btwuLFi7Fx40a1S40pvY0XAPbs2QOXy4XKykps3boV69atw4YNG1BaWorKykooioJ9+/apXWbMhEIhrF69GjabDQB0Nfbq6mocO3YMO3bsQEVFBerr63U1fr3RXbBZLBbs3LkTdrsdABAOh2G1WnH06FFMnDgRADB69GicOHFCzTJjTm/jBYBp06bhmWee6fxYkiTU1NRg7NixAICSkhJ8+umnapUXc5s2bcKsWbOQnZ0NALoa+8GDB1FQUID58+fj6aefxqRJk3Q1fr3RXbAZjUZkZmYCACoqKtDa2orx48fD6/XC4XB0XidJEsLhsFplxpzexgsAycnJcDgc8Hq9WLhwIUpLS6EoCgwGQ+frHo9H5Spj44MPPkB6enrnHzMAdDN2ALh+/TpOnDiBV199FWvXrsWzzz6rq/HrjW6esb388sv48ssvAQDvvPMOXnrpJZw9exavvfYaDAYDHA4HfD5f5/WyLMNkEvfbo7fxdqirq8P8+fPxxBNPYPr06XjxxRc7X/P5fEhJSVGxuth5//33YTAYcPjwYbjdbixduhTXrl3rfF3ksQOAy+VCbm4uLBYLcnNzYbVaUV9f3/m66OPXG93csS1atAgVFRWoqKjAmjVrEAgEsGXLls4pyaKiIlRVVQFob55cUFCgZrkxp7fxAsDVq1cxd+5cLFmyBDNnzgQADB8+HNXV1QCAqqoqFBcXq1lizLz33nvYvn07KioqUFhYiE2bNqGkpEQXYweABx54AJ988gkURUFDQwPa2towbtw43Yxfb3TXBLmmpgaPPfYYiouLO6ch5syZg8mTJ6OsrAynTp2CoihYv349hg4dqnK1sdOxKlIv4wWA8vJyfPTRR8jNze383IoVK1BeXo5QKITc3FyUl5dDkiQVq4y9J598EmVlZTAajVi1apVuxv7CCy+guroaiqJg0aJFGDhwoK7Grye6CzYiIhKbbqYiiYhIHxhsREQkFAYbEREJhcFGRERCYbAREZFQGGxERCQUBhsREQnl/wB2TReEii/fnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Favorite', data=df, kind='reg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 534,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Rank', data=df, kind='reg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 531,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kcpzGDO6nUSkBZSQHdNbAOKX1j1H/WB9b/r1Ml0ejOdymw01hRdostbbZam2z1NpmKRyx1NJqqaW1Tc2tbWoMRRQMRdTQElFdc6vqm1tV3RhWVUNIVcGQDgVD7T+AkhQf5VVGSkDX56Rp3NAEZQ9L1NkpAX4AAYd43C5dmDFQF2YMlCTVNbdq094abSmv0+byOn1cXqfXtxw85vc41u9RSnyUkuOjlBSIUmKsXwkxPiXE+BSI8iguyqtYv0fRviP/orxu+TxuRXnd8nrc8rpdivZ5lBzPnoTu0uXRuPaP7+vTylM7U1h8lFf9YnwaGPBrcEK0xqUlaHBitIb2j1VaYowykuOUHB9FIIAeLCHGp0tHp+jS0V8eWaGltU27qxq1r6ZJ5TXN2l/TrMqGFh0KhlRa0aC65lbVNbeqte3U3on+6HcnaMZYnozvDi7bto2/Ozt37lQkEunKeQCg23i9Xp199tlOj9GrnFI0AAB9G29UAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QCO2rx5s+bPn3/c9e+8847y8vKUn5+vlStXOjAZ0HN4nR4A6AmeeOIJvfLKK4qJiTnm+tbWVt177736y1/+opiYGN1444267LLLlJyc7NCkgLPY0gAkpaen68EHHzzu+l27dik9PV0JCQny+/2aMGGCNm7c6MCEQM/AlgYg6aqrrlJ5eflx1weDQcXHx7cvx8XFKRgMnvT2ioqK5HY7/zeZZVnMwRxfy+VyKTs7+5Q+hmgAHQgEAmpsbGxfbmxsPCYiX8ftdisnJ6crRzNSUlKirKwsp8dgjh48x6lyPnVAD5aRkaGysjLV1tYqHA5r48aNPSIGgFPY0gBO4NVXX1VTU5Py8/P1i1/8QgsWLJBt28rLy9OgQYOcHg9wDNEAjho6dGj7S2qvvfba9usvv/xyXX755U6NBfQo7J4CABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENQJJlWbrrrruUn5+v+fPnq6ys7Jj1Tz31lGbNmqW8vDy99dZbDk0JOM/r9ABAT7B69WqFw2EVFBSouLhYy5cv1yOPPCJJqq+v17PPPqs333xTzc3N+s53vqPp06c7PDHgDLY0AElFRUWaMmWKJCk7O1tbt25tXxcTE6MhQ4aoublZzc3NcrlcTo0JOI4tDUBSMBhUIBBoX/Z4PIpEIvJ6j/yKDB48WDNnzlRbW5sWLVp00tuzLEslJSVdNq+plpYW5mCOTkU0AEmBQECNjY3ty5ZltQejsLBQlZWVevvttyVJCxYsUG5ursaPH/+1t+d2u5WVldW1QxsoKSlhDubocI5Txe4pQFJubq4KCwslScXFxcrMzGxfl5CQoOjoaPn9fkVFRSk+Pl719fVOjQo4ii0NQNL06dO1du1azZ07V7Zta9myZVqxYoXS09M1bdo0rVu3TnPmzJHb7VZubq4mT57s9MiAI4gGoCO7k5YuXXrMdRkZGe2Xb7vtNt12223dPRbQ47B7CgBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMa/TAwA9gWVZWrJkiXbs2CG/36977rlHw4cPb1//3nvv6aGHHpIkjRkzRnfffbdcLpdT4wKOYUsDkLR69WqFw2EVFBRo8eLFWr58efu6YDCo3/zmN3r00Ue1cuVKpaWlqaamxsFpAecQDUBSUVGRpkyZIknKzs7W1q1b29dt2rRJmZmZuu+++zRv3jwlJSVpwIABTo0KOIrdU4CObE0EAoH2ZY/Ho0gkIq/Xq5qaGn344YdatWqVYmNjddNNNyk7O1sjRoz42tuzLEslJSXdMXqHWlpamIM5OhXRACQFAgE1Nja2L1uWJa/3yK9HYmKixo0bp+TkZEnSxIkTVVJS0mE03G63srKyunZoAyUlJczBHB3OcarYPQVIys3NVWFhoSSpuLhYmZmZ7evGjh2r0tJSHT58WJFIRJs3b9aoUaOcGhVwFFsagKTp06dr7dq1mjt3rmzb1rJly7RixQqlp6dr2rRpWrx4sRYuXChJmjFjxjFRAfoSogHoyO6kpUuXHnNdRkZG++WZM2dq5syZ3T0W0OOwewoAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQASZZl6a677lJ+fr7mz5+vsrKyE/6fhQsX6vnnn3dgQqBnIBqApNWrVyscDqugoECLFy/W8uXLj/s/v//971VXV+fAdEDPQTQASUVFRZoyZYokKTs7W1u3bj1m/RtvvCGXy6WpU6c6MR7QY3idHgDoCYLBoAKBQPuyx+NRJBKR1+tVaWmpXnvtNT3wwAN66KGHjG7PsiyVlJR01bjGWlpamIM5OhXRACQFAgE1Nja2L1uWJa/3yK/HqlWrVFFRoZtvvln79++Xz+dTWlpah1sdbrdbWVlZXT73yZSUlDAHc3Q4x6kiGoCk3Nxcvfvuu7r66qtVXFyszMzM9nV33HFH++UHH3xQSUlJ7KZCn0U0AEnTp0/X2rVrNXfuXNm2rWXLlmnFihVKT0/XtGnTnB4P6DGIBqAju5OWLl16zHUZGRnH/b+f/vSn3TUS0CPx6ikAgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAmNfpAYCewLIsLVmyRDt27JDf79c999yj4cOHt69/+umn9frrr0uSLrnkEv3kJz9xalTAUWxpAJJWr16tcDisgoICLV68WMuXL29ft2/fPr3yyit64YUXVFBQoPfff1/bt293cFrAOWxpAJKKioo0ZcoUSVJ2dra2bt3avi41NVVPPvmkPB6PJCkSiSgqKqrD27MsSyUlJV03sKGWlhbmYI5ORTQAScFgUIFAoH3Z4/EoEonI6/XK5/NpwIABsm1b999/v8aMGaMRI0Z0eHtut1tZWVldPfZJlZSUMAdzdDjHqWL3FCApEAiosbGxfdmyLHm9X/5NFQqF9G//9m9qbGzU3Xff7cSIQI9ANABJubm5KiwslCQVFxcrMzOzfZ1t27r11ls1evRoLV26tH03FdAXsXsKkDR9+nStXbtWc+fOlW3bWrZsmVasWKH09HRZlqUNGzYoHA5rzZo1kqTbb79dOTk5Dk8NdD+iAejIcxBLly495rqMjIz2y1u2bOnukYAeid1TAABjRAMAYIxoAACMEQ0AgDGiAQAwRjQAAMaIBgDAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMEY0AADGiAYAwBjRAAAYIxoAAGNEAwBgjGgAAIwRDQCAMaIBADBGNAAAxogGAMAY0QAAGCMaAABjRAMAYIxoAACMEQ1AkmVZuuuuu5Sfn6/58+errKzsmPUrV67UrFmzNGfOHL377rsOTQk4z+v0AEBPsHr1aoXDYRUUFKi4uFjLly/XI488IkmqqqrSs88+q5deekmhUEjz5s3T5MmT5ff7HZ4a6H5saQCSioqKNGXKFElSdna2tm7d2r7u448/Vk5Ojvx+v+Lj45Wenq7t27c7NSrgKLY0AEnBYFCBQKB92ePxKBKJyOv1KhgMKj4+vn1dXFycgsFgh7fncrlUUlLSZfOeCuY4FnN8KRQKnfLHEA1AUiAQUGNjY/uyZVnyer0nXNfY2HhMRE4kOzu7awYFHMbuKUBSbm6uCgsLJUnFxcXKzMxsXzd+/HgVFRUpFAqpoaFBu3btOmY90Je4bNu2nR4CcJplWVqyZIlKS0tl27aWLVumwsJCpaena9q0aVq5cqUKCgpk27YWLVqkq666yumRAUcQDQCAMXZPAQCMEQ0AgDGiAQAwRjSA09BTDj9ysjmefvppzZ49W7Nnz9Yf//hHR2b44v8sXLhQzz//fJfMYDLHe++9pzlz5mjOnDlasmSJuupp3ZPN8dRTT2nWrFnKy8vTW2+91SUzfNXmzZs1f/78465/5513lJeXp/z8fK1cufLkN2QD+Mb+/ve/23feeadt27a9adMm+5ZbbmlfV1lZaV9zzTV2KBSy6+vr2y939xx79+61r7/+ejsSidhtbW12fn6+XVJS0q0zfOF3v/udfcMNN9jPPfdcp39+kzkaGhrsmTNn2tXV1bZt2/bjjz/efrk756irq7MvueQSOxQK2bW1tfall17aJTN84fHHH7evueYae/bs2cdcHw6H7SuuuMKura21Q6GQPWvWLLuysrLD22JLAzgNPeXwIx3NkZqaqieffFIej0dut1uRSERRUVHdOoMkvfHGG3K5XJo6dWqnf27TOTZt2qTMzEzdd999mjdvnpKSkjRgwIBunyMmJkZDhgxRc3Ozmpub5XK5umSGL6Snp+vBBx887vpdu3YpPT1dCQkJ8vv9mjBhgjZu3NjhbfGOcOA0dPbhR7piDp/PpwEDBsi2bd1///0aM2aMRowY0a0zlJaW6rXXXtMDDzyghx56qNM/t+kcNTU1+vDDD7Vq1SrFxsbqpptuUnZ2drd/PSRp8ODBmjlzptra2rRo0aJO//xfddVVV6m8vPyEM57qzyjRAE5DZx9+pCvmkI4cY+iXv/yl4uLidPfdd3f7DKtWrVJFRYVuvvlm7d+/Xz6fT2lpaV2y1dHRHImJiRo3bpySk5MlSRMnTlRJSUmXRKOjOQoLC1VZWam3335bkrRgwQLl5uZq/PjxnT7Hqcxo8jPK7ingNPSUw490NIdt27r11ls1evRoLV26VB6Pp9tnuOOOO/Tiiy/q2WcTfK/CAAABGklEQVSf1fXXX6/vf//7XbabqqM5xo4dq9LSUh0+fFiRSESbN2/WqFGjun2OhIQERUdHy+/3KyoqSvHx8aqvr++SOTqSkZGhsrIy1dbWKhwOa+PGjcrJyenwY9jSAE7D9OnTtXbtWs2dO7f98CMrVqxoP/zI/PnzNW/ePNm2rZ///Odd8lzCyeawLEsbNmxQOBzWmjVrJEm33377SR8cOnOGadOmdernOp05Fi9erIULF0qSZsyY0WUhP9kc69at05w5c+R2u5Wbm6vJkyd3yRwn8uqrr6qpqUn5+fn6xS9+oQULFsi2beXl5WnQoEEdfiyHEQEAGGP3FADAGNEAABgjGgAAY0QDAGCMaAAAjBENAIAxogEAMPb/AfoCb+fJlgYvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,2,1)\n",
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Hit', data=df, kind='reg')\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Review', data=df, kind='reg')\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Favorite', data=df, kind='reg')\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "sns.set_style('whitegrid')\n",
    "sns.jointplot(x=index, y='Rank', data=df, kind='reg')\n",
    "\n",
    "plt.show()"
   ]
  }
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