1 - Intro to BS4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"Chia Teck Leng\"\n",
    "query = query.replace(' ', '+')\n",
    "\n",
    "r = requests.get('https://www.google.com.sg/search?q={}'.format(query))\n",
    "soup = BeautifulSoup(r.text, \"html.parser\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[u'http://www.straitstimes.com/singapore/courts-crime/guilty-as-charged-chia-teck-leng-led-a-double-life-and-cheated-banks-of&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QFggUMAA&usg=AOvVaw2ag5n1L49SRFoqiqejhjFA', u'http://eresources.nlb.gov.sg/infopedia/articles/SIP_422_2005-01-25.html&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QFggbMAE&usg=AOvVaw15xuPASwUARNYHAr1R4DKl', u'?q=Chia+Teck+Leng&ie=UTF-8&prmd=ivns&tbm=isch&tbo=u&source=univ&sa=X&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QsAQIIQ', u'https://www.theedgesingapore.com/tags/chia-teck-leng&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QFggrMAY&usg=AOvVaw082NmcCGTNsRFmIgR66FD8', u'https://www.youtube.com/watch%3Fv%3DEiH3ZKCcMLw&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QtwIIMjAH&usg=AOvVaw3orIpZ2fQ5gyeRMO3KSchF', u'http://www.mycarforum.com/topic/2657366-40-years-in-prison-to-fully-own-and-drive-a-murcielagolp670v/&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QFgg1MAg&usg=AOvVaw0C6N47ur8fH2dfslLQ-dm5', u'https://m.facebook.com/mustsharenews/videos/836590209877399/&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QtwIIPDAJ&usg=AOvVaw0vRgSzd_xDGjDfvdqTyjrR', u'http://sgforums.com/forums/10/topics/127721&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QFgg_MAo&usg=AOvVaw0sliJ5pZWKsUn56FLcFkX6', u'https://www.thestar.com.my/news/regional/2004/03/13/she-was-brewery-executives-good-luck-charm/&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QFghJMAs&usg=AOvVaw3A_pdZgTai7RmI_cT_Gsqk', u'http://www.wildsingapore.com/sos/media/040403-4.htm&sa=U&ved=0ahUKEwjJ76KjnOPZAhUDSI8KHfAsBh8QFghPMAw&usg=AOvVaw3q108AWPpcKSDyMaNBgaME']\n"
     ]
    }
   ],
   "source": [
    "links = []\n",
    "for item in soup.find_all('h3', attrs={'class' : 'r'}):\n",
    "    links.append(item.a['href'][7:]) # [7:] strips the /url?q= prefix\n",
    "\n",
    "print links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://www.straitstimes.com/singapore/courts-crime/guilty-as-charged-chia-teck-leng-led-a-double-life-and-cheated-banks-of\n",
      "http://eresources.nlb.gov.sg/infopedia/articles/SIP_422_2005-01-25.html\n",
      "?q=Chia+Teck+Leng\n",
      "can't grab: ?q=Chia+Teck+Leng\n",
      "https://www.theedgesingapore.com/tags/chia-teck-leng\n",
      "https://www.youtube.com/watch%3Fv%3DEiH3ZKCcMLw\n",
      "http://www.mycarforum.com/topic/2657366-40-years-in-prison-to-fully-own-and-drive-a-murcielagolp670v/\n",
      "https://m.facebook.com/mustsharenews/videos/836590209877399/\n",
      "http://sgforums.com/forums/10/topics/127721\n",
      "https://www.thestar.com.my/news/regional/2004/03/13/she-was-brewery-executives-good-luck-charm/\n",
      "http://www.wildsingapore.com/sos/media/040403-4.htm\n"
     ]
    }
   ],
   "source": [
    "text = \"\"\n",
    "\n",
    "for link in links:\n",
    "    print(link.split('&')[0])\n",
    "    try:\n",
    "        r = requests.get(link.split('&')[0])\n",
    "    except:\n",
    "        print(\"can't grab: \" + link.split('&')[0])\n",
    "    soup = BeautifulSoup(r.text, \"html.parser\")\n",
    "    text += soup.get_text()\n",
    "\n",
    "#print(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(u'Infopedia\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\r\\n        ', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
      "(u'Singapore Airlines', u'ORG')\n",
      "(u'High Court', u'ORG')\n",
      "(u'United Overseas Bank', u'ORG')\n",
      "(u'Pacific Offshore Services', u'ORG')\n",
      "(u'OCBC', u'ORG')\n",
      "(u'Commercial Affairs Department', u'ORG')\n",
      "(u'APB', u'ORG')\n",
      "(u'National Library Board', u'ORG')\n",
      "(u'\\r\\n    \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nHome \\nPolitics and', u'ORG')\n",
      "(u'MBS', u'ORG')\n",
      "(u'IR', u'ORG')\n",
      "(u'AmbroseJames Walter Davy', u'ORG')\n",
      "(u'National Kidney Foundation', u'ORG')\n",
      "(u'National Kidney Foundation', u'ORG')\n",
      "(u'NKF', u'ORG')\n",
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      "(u'Perak', u'ORG')\n",
      "(u'AnandanSubhas', u'ORG')\n",
      "(u'the Ministry of Home Affairs', u'ORG')\n",
      "(u'ISA', u'ORG')\n",
      "(u'Fraser & Neave', u'ORG')\n",
      "(u'& Neave', u'ORG')\n",
      "(u'F&N', u'ORG')\n",
      "(u'ComplexGolden Mile Complex', u'ORG')\n",
      "(u'\\nNational Council on Problem GamblingThe National Council on Problem Gambling', u'ORG')\n",
      "(u'NCPG', u'ORG')\n",
      "(u'their Housing and Development ...\\n', u'ORG')\n",
      "(u'Curry murderThe', u'ORG')\n",
      "(u'the National Healthy Lifestyle Programme', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
      "(u'Arthur Andersen', u'ORG')\n",
      "(u'the United Overseas Bank', u'ORG')\n",
      "(u'Swire Pacific Offshore Services', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
      "(u'APB', u'ORG')\n",
      "(u'APB', u'ORG')\n",
      "(u'APB', u'ORG')\n",
      "(u'APB', u'ORG')\n",
      "(u'APB (Singapore', u'ORG')\n",
      "(u'SEB', u'ORG')\n",
      "(u'APB', u'ORG')\n",
      "(u'Neave, Tan Yam Pin', u'ORG')\n",
      "(u'Neave', u'ORG')\n",
      "(u'APB.7Chia', u'ORG')\n",
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      "(u'Chia', u'ORG')\n",
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      "(u'Sakura Bank', u'ORG')\n",
      "(u'Sumitomo Mitsui Banking Corporation', u'ORG')\n",
      "(u'Fuji Bank', u'ORG')\n",
      "(u'Mizuho Corporate Bank', u'ORG')\n",
      "(u'Bayerische Hypo-und', u'ORG')\n",
      "(u'Vereinsbank', u'ORG')\n",
      "(u'SEB', u'ORG')\n",
      "(u'Sakura', u'ORG')\n",
      "(u'Citibank', u'ORG')\n",
      "(u'APB', u'ORG')\n",
      "(u'OCBC', u'ORG')\n",
      "(u'Citibank', u'ORG')\n",
      "(u'Chia', u'ORG')\n",
      "(u'Mercedes Benz', u'ORG')\n",
      "(u'Business Continuum Solutions', u'ORG')\n",
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      "(u'Lum, S. (2003, October 2', u'ORG')\n",
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      "(u'APB', u'ORG')\n",
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      "(u'The Straits Times', u'ORG')\n",
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      "(u'The Straits Times', u'ORG')\n",
      "(u'The Straits Times', u'ORG')\n",
      "(u'4\\u20136', u'ORG')\n",
      "(u'The Business Times', u'ORG')\n",
      "(u'& Low', u'ORG')\n",
      "(u'The Straits Times', u'ORG')\n",
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      "(u'\\n\\n\\n\\nEmail', u'ORG')\n",
      "(u'Feedback', u'ORG')\n",
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      "(u'Politics and Government\\nSports and Recreation\\nStreets', u'ORG')\n",
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      "(u'Asia Pacific Breweries', u'ORG')\n",
      "(u'Infopedia\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\r\\n        ', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
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      "(u'\\r\\n    \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nHome \\nPolitics and', u'ORG')\n",
      "(u'MBS', u'ORG')\n",
      "(u'IR', u'ORG')\n",
      "(u'AmbroseJames Walter Davy', u'ORG')\n",
      "(u'National Kidney Foundation', u'ORG')\n",
      "(u'National Kidney Foundation', u'ORG')\n",
      "(u'NKF', u'ORG')\n",
      "(u'SingaporeEven', u'ORG')\n",
      "(u'Barings', u'ORG')\n",
      "(u'Ipoh', u'ORG')\n",
      "(u'Perak', u'ORG')\n",
      "(u'AnandanSubhas', u'ORG')\n",
      "(u'the Ministry of Home Affairs', u'ORG')\n",
      "(u'ISA', u'ORG')\n",
      "(u'Fraser & Neave', u'ORG')\n",
      "(u'& Neave', u'ORG')\n",
      "(u'F&N', u'ORG')\n",
      "(u'ComplexGolden Mile Complex', u'ORG')\n",
      "(u'\\nNational Council on Problem GamblingThe National Council on Problem Gambling', u'ORG')\n",
      "(u'NCPG', u'ORG')\n",
      "(u'their Housing and Development ...\\n', u'ORG')\n",
      "(u'Curry murderThe', u'ORG')\n",
      "(u'the National Healthy Lifestyle Programme', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
      "(u'Arthur Andersen', u'ORG')\n",
      "(u'the United Overseas Bank', u'ORG')\n",
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      "(u'SEB', u'ORG')\n",
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      "(u'Neave, Tan Yam Pin', u'ORG')\n",
      "(u'Neave', u'ORG')\n",
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      "(u'Fuji Bank', u'ORG')\n",
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      "(u'Vereinsbank', u'ORG')\n",
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      "(u'& Low', u'ORG')\n",
      "(u'The Straits Times', u'ORG')\n",
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      "(u'Places\\nTransportation\\n\\n\\n\\n\\n\\n\\xa0\\n\\n\\n\\n\\n\\r\\n        ', u'ORG')\n",
      "(u'Asia Pacific Breweries', u'ORG')\n",
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      "(u'PageView', u'ORG')\n",
      "(u'p)}(document,\"script\",\"https://chimpstatic.com', u'ORG')\n",
      "(u'g;m.parentNode.insertBefore(a', u'ORG')\n",
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      "(u'PDPA\\n', u'ORG')\n",
      "(u\"the Top \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n \\nLatest News\\nBroker's\", u'ORG')\n",
      "(u'The Edge Publishing Pte Ltd.', u'ORG')\n",
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      "(u'document.getElementsByTagName(\"script\")[0', u'ORG')\n",
      "(u'Google', u'ORG')\n",
      "(u'the Terms of Service', u'ORG')\n",
      "(u' ', u'ORG')\n",
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      "(u'n],r),function(){if(c.emit((o?\"\":\"no-\")+\"fn-start\",[f.now(),r', u'ORG')\n",
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      "(u'\\n            jQuery(window).resize(function', u'ORG')\n",
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      "(u\"Search section:</strong></td></tr>'+\", u'ORG')\n",
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      "(u'select_width', u'ORG')\n",
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      "(u'Business Continuum Solutions', u'ORG')\n",
      "(u'The Straits Times/Asia News Network', u'ORG')\n",
      "(u'The Straits Times', u'ORG')\n",
      "(u'Asia News Network', u'ORG')\n",
      "(u'Trending', u'ORG')\n",
      "(u'Trending', u'ORG')\n",
      "(u'trendingstories_output', u'ORG')\n",
      "(u'&& trending_secondLevelLocation.toLowerCase', u'ORG')\n",
      "(u'Trending', u'ORG')\n",
      "(u'Metro</h1><hr></div><div', u'ORG')\n",
      "(u\"' && trending_secondLevelLocation.toLowerCase\", u'ORG')\n",
      "(u'class=\"headline\"><h1 class=\"left', u'ORG')\n",
      "(u'Trending', u'ORG')\n",
      "(u'Trending', u'ORG')\n",
      "(u'TrendingStories', u'ORG')\n",
      "(u'jQuery.getJSON(\"https://cdn.thestar.com.my/Components/AcrossTSOL/AcrossTSOL', u'ORG')\n",
      "(u'a.pubdate', u'ORG')\n",
      "(u'SponsorSlot', u'ORG')\n",
      "(u'SponsorSlot', u'ORG')\n",
      "(u'AcrossTSOL', u'ORG')\n",
      "(u'AcrossTSOL', u'ORG')\n",
      "(u'\\\\\"><img', u'ORG')\n",
      "(u'Themes/img', u'ORG')\n",
      "(u\"icon'></div\", u'ORG')\n",
      "(u'Star', u'ORG')\n",
      "(u'ADVERTISEMENT', u'ORG')\n",
      "(u'jQuery(\\'#gscwidget\\').attr(\"style', u'ORG')\n",
      "(u'\\r\\n\\n\\n\\n \\r\\n', u'ORG')\n",
      "(u'ADVERTISEMENT', u'ORG')\n",
      "(u'\\n\\t\\t           ', u'ORG')\n",
      "(u'0 &&', u'ORG')\n",
      "(u\"https://cdn.thestar.com.my/Components/Branded/Branded.txt'+ '\", u'ORG')\n",
      "(u'\\n        ', u'ORG')\n",
      "(u'Brand_nextItem(n)\\n', u'ORG')\n",
      "(u'\\n        ', u'ORG')\n",
      "(u'ATInternet', u'ORG')\n",
      "(u'Tracker', u'ORG')\n",
      "(u'\\nNews\\n', u'ORG')\n",
      "(u'Business\\nSport\\n', u'ORG')\n",
      "(u'Lifestyle\\nTech\\nOpinion\\n\\n\\n\\n Subscriptions', u'ORG')\n",
      "(u'The Star', u'ORG')\n",
      "(u'\\nOther Publications', u'ORG')\n",
      "(u'\\nContact Us\\nJob Opportunities\\nInvestor Relations\\n', u'ORG')\n",
      "(u'Radio Stations', u'ORG')\n",
      "(u'Star', u'ORG')\n",
      "(u'\\n Other Publications \\n\\n\\n\\n\\n', u'ORG')\n",
      "(u'ePaper', u'ORG')\n",
      "(u'SMS Services \\n\\n\\n\\n\\ncompany', u'ORG')\n",
      "(u' \\n\\nPrivacy Statement\\nTerms of Use', u'ORG')\n",
      "(u'Kuntum\\nLeaderonomics\\n', u'ORG')\n",
      "(u'Star Media Group', u'ORG')\n",
      "(u'g;m.parentNode.insertBefore(a', u'ORG')\n",
      "(u'\\r\\n  ', u'ORG')\n",
      "(u'document.getElementsByTagName(\"script\")[0', u'ORG')\n",
      "(u'i|ip)|hs\\\\-c|ht(c(\\\\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\\\\-(20|go|ma)|i230|iac', u'ORG')\n",
      "(u'BlackBerry', u'ORG')\n",
      "(u'Opera', u'ORG')\n",
      "(u'i|ip)|hs\\\\-c|ht(c(\\\\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\\\\-(20|go|ma)|i230|iac', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'View', u'ORG')\n",
      "(u'class=\"notify', u'ORG')\n",
      "(u'class=\"notify', u'ORG')\n",
      "(u'FEEFDA', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'BlackBerry', u'ORG')\n",
      "(u'd.createElement(s', u'ORG')\n",
      "(u'\\r\\n\\n\\n\\r\\njQuery(document).ready(function', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'China Morning Post</a', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'China Morning Post</a', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'China Morning Post</a', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'SCMP', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'&&', u'ORG')\n",
      "(u'\\r\\n\\n', u'ORG')\n",
      "(u'd.createElement(s', u'ORG')\n",
      "(u'Classifieds</a></li', u'ORG')\n",
      "(u'Photos</a></li', u'ORG')\n",
      "(u'ADVANCE SEARCH PLUS', u'ORG')\n",
      "(u'ICON', u'ORG')\n",
      "(u'\\r\\n\\r\\n\\r\\n\\r\\n    ', u'ORG')\n",
      "(u'WORDS TRUNCATE', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'\\t', u'ORG')\n",
      "(u'SCROLL', u'ORG')\n",
      "(u'SEARCHBAR TOGGLE', u'ORG')\n",
      "(u'PAGINATION', u'ORG')\n",
      "(u'e.preventDefault', u'ORG')\n",
      "(u'e.preventDefault', u'ORG')\n",
      "(u'Southern Shores', u'ORG')\n",
      "(u'Southern \\n      Shores\\n', u'ORG')\n",
      "(u'\\n            &', u'ORG')\n",
      "(u'Asia Pacific \\n            Breweries', u'ORG')\n"
     ]
    }
   ],
   "source": [
    "import spacy\n",
    "from spacy import displacy\n",
    "\n",
    "nlp = spacy.load('en')\n",
    "doc = nlp(text)\n",
    "for entity in doc.ents:\n",
    "    #print(entity.text, entity.label_)\n",
    "    if entity.label_ == \"ORG\":\n",
    "        print(entity.text, entity.label_)"
   ]
  }
 ],
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