process_cc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import urllib3\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "from io import BytesIO\n",
    "import gzip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Unnamed: 0</th>\n",
       "      <th>charset</th>\n",
       "      <th>digest</th>\n",
       "      <th>filename</th>\n",
       "      <th>languages</th>\n",
       "      <th>length</th>\n",
       "      <th>mime</th>\n",
       "      <th>mime-detected</th>\n",
       "      <th>offset</th>\n",
       "      <th>status</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>url</th>\n",
       "      <th>urlkey</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>UTF-8</td>\n",
       "      <td>HUOE7NY2VG7HAL66CF6G5N5SSNYWSEHG</td>\n",
       "      <td>crawl-data/CC-MAIN-2019-13/segments/1552912202...</td>\n",
       "      <td>eng</td>\n",
       "      <td>25543</td>\n",
       "      <td>text/html</td>\n",
       "      <td>text/html</td>\n",
       "      <td>275210809</td>\n",
       "      <td>200</td>\n",
       "      <td>20190321022742</td>\n",
       "      <td>http://www.espn.com/golf/story/_/id/10012503/s...</td>\n",
       "      <td>com,espn)/golf/story/_/id/10012503/sony-extend...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>UTF-8</td>\n",
       "      <td>6Z4VBZ6IFQXUCS7N6IYITFCT3MPWL2SK</td>\n",
       "      <td>crawl-data/CC-MAIN-2019-13/segments/1552912202...</td>\n",
       "      <td>eng</td>\n",
       "      <td>27178</td>\n",
       "      <td>text/html</td>\n",
       "      <td>text/html</td>\n",
       "      <td>280588463</td>\n",
       "      <td>200</td>\n",
       "      <td>20190319212914</td>\n",
       "      <td>http://www.espn.com/golf/story/_/id/10080442/t...</td>\n",
       "      <td>com,espn)/golf/story/_/id/10080442/tiger-woods...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>UTF-8</td>\n",
       "      <td>UBD4YLQOW2KLYPKRELWXGEBAFKFZ4I54</td>\n",
       "      <td>crawl-data/CC-MAIN-2019-13/segments/1552912201...</td>\n",
       "      <td>eng</td>\n",
       "      <td>27561</td>\n",
       "      <td>text/html</td>\n",
       "      <td>text/html</td>\n",
       "      <td>278478889</td>\n",
       "      <td>200</td>\n",
       "      <td>20190319074141</td>\n",
       "      <td>http://www.espn.com/golf/story/_/id/10244068/z...</td>\n",
       "      <td>com,espn)/golf/story/_/id/10244068/zach-johnso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>UTF-8</td>\n",
       "      <td>6UCNXIS4Z25R6ZWR6D7RXS6RYIV6AO5N</td>\n",
       "      <td>crawl-data/CC-MAIN-2019-13/segments/1552912201...</td>\n",
       "      <td>eng</td>\n",
       "      <td>28292</td>\n",
       "      <td>text/html</td>\n",
       "      <td>text/html</td>\n",
       "      <td>280156073</td>\n",
       "      <td>200</td>\n",
       "      <td>20190319075048</td>\n",
       "      <td>http://www.espn.com/golf/story/_/id/10249216/w...</td>\n",
       "      <td>com,espn)/golf/story/_/id/10249216/webb-simpso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>UTF-8</td>\n",
       "      <td>P6XF4K3CSSJNLGWYKVMO524TVLBZ4HFZ</td>\n",
       "      <td>crawl-data/CC-MAIN-2019-13/segments/1552912207...</td>\n",
       "      <td>eng</td>\n",
       "      <td>31685</td>\n",
       "      <td>text/html</td>\n",
       "      <td>text/html</td>\n",
       "      <td>278025653</td>\n",
       "      <td>200</td>\n",
       "      <td>20190327024410</td>\n",
       "      <td>http://www.espn.com/golf/story/_/id/10257010/t...</td>\n",
       "      <td>com,espn)/golf/story/_/id/10257010/tiger-woods...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 charset                            digest  \\\n",
       "0           0   UTF-8  HUOE7NY2VG7HAL66CF6G5N5SSNYWSEHG   \n",
       "1           1   UTF-8  6Z4VBZ6IFQXUCS7N6IYITFCT3MPWL2SK   \n",
       "2           2   UTF-8  UBD4YLQOW2KLYPKRELWXGEBAFKFZ4I54   \n",
       "3           3   UTF-8  6UCNXIS4Z25R6ZWR6D7RXS6RYIV6AO5N   \n",
       "4           4   UTF-8  P6XF4K3CSSJNLGWYKVMO524TVLBZ4HFZ   \n",
       "\n",
       "                                            filename languages  length  \\\n",
       "0  crawl-data/CC-MAIN-2019-13/segments/1552912202...       eng   25543   \n",
       "1  crawl-data/CC-MAIN-2019-13/segments/1552912202...       eng   27178   \n",
       "2  crawl-data/CC-MAIN-2019-13/segments/1552912201...       eng   27561   \n",
       "3  crawl-data/CC-MAIN-2019-13/segments/1552912201...       eng   28292   \n",
       "4  crawl-data/CC-MAIN-2019-13/segments/1552912207...       eng   31685   \n",
       "\n",
       "        mime mime-detected     offset  status       timestamp  \\\n",
       "0  text/html     text/html  275210809     200  20190321022742   \n",
       "1  text/html     text/html  280588463     200  20190319212914   \n",
       "2  text/html     text/html  278478889     200  20190319074141   \n",
       "3  text/html     text/html  280156073     200  20190319075048   \n",
       "4  text/html     text/html  278025653     200  20190327024410   \n",
       "\n",
       "                                                 url  \\\n",
       "0  http://www.espn.com/golf/story/_/id/10012503/s...   \n",
       "1  http://www.espn.com/golf/story/_/id/10080442/t...   \n",
       "2  http://www.espn.com/golf/story/_/id/10244068/z...   \n",
       "3  http://www.espn.com/golf/story/_/id/10249216/w...   \n",
       "4  http://www.espn.com/golf/story/_/id/10257010/t...   \n",
       "\n",
       "                                              urlkey  \n",
       "0  com,espn)/golf/story/_/id/10012503/sony-extend...  \n",
       "1  com,espn)/golf/story/_/id/10080442/tiger-woods...  \n",
       "2  com,espn)/golf/story/_/id/10244068/zach-johnso...  \n",
       "3  com,espn)/golf/story/_/id/10249216/webb-simpso...  \n",
       "4  com,espn)/golf/story/_/id/10257010/tiger-woods...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"input/raw/cc_golf.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def download_page(record):\n",
    "\n",
    "    offset, length = int(record['offset']), int(record['length'])\n",
    "    offset_end = offset + length - 1\n",
    "\n",
    "    prefix = 'https://commoncrawl.s3.amazonaws.com/'\n",
    "    \n",
    "    try:\n",
    "        resp = requests.get(\n",
    "            prefix + record['filename'], headers={'Range': 'bytes={}-{}'.format(offset, offset_end)})\n",
    "\n",
    "        raw_data = BytesIO(resp.content)\n",
    "        f = gzip.GzipFile(fileobj=raw_data)\n",
    "\n",
    "    except OSError as e:\n",
    "        print(e)\n",
    "        return \"\"\n",
    "        \n",
    "    \n",
    "    # What we have now is just the WARC response, formatted:\n",
    "    data = f.read()\n",
    "\n",
    "    response = \"\"\n",
    "\n",
    "    if len(data):\n",
    "\n",
    "        try:\n",
    "            # data = data.decode(\"utf-8\")\n",
    "            # print(data)\n",
    "\n",
    "            [warc, header, response] = data.strip().split(b'\\r\\n\\r\\n', 2)\n",
    "            # print(warc, header)\n",
    "        except Exception as e:\n",
    "            print(e)\n",
    "            return response\n",
    "\n",
    "    return response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_text_from_html(html_content):\n",
    "    text = \"\"\n",
    "    soup = BeautifulSoup(html_content, features=\"html.parser\")\n",
    "\n",
    "    matches = soup.select(\n",
    "        \"section > article:first-child > div.container > div.article-body > p\")\n",
    "\n",
    "    for item in matches:\n",
    "        text += item.get_text()+\"\\n\"\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*] Retrieved 109313 bytes for http://www.espn.com/golf/story/_/id/10012503/sony-extends-sponsorship-pga-tour-hawaii-event-2018\n",
      "[*] Retrieved 110758 bytes for http://www.espn.com/golf/story/_/id/10080442/tiger-woods-talks-2014-majors-lindsey-vonn\n",
      "[*] Retrieved 112110 bytes for http://www.espn.com/golf/story/_/id/10244068/zach-johnson-leads-pga-tour-tournament-champions\n",
      "[*] Retrieved 115796 bytes for http://www.espn.com/golf/story/_/id/10249216/webb-simpson-dustin-johnson-jordan-spieth-tied-lead-kapalua\n",
      "[*] Retrieved 186125 bytes for http://www.espn.com/golf/story/_/id/10257010/tiger-woods-hits-13-billion-career-earnings-report-says\n",
      "[*] Retrieved 110730 bytes for http://www.espn.com/golf/story/_/id/10398739/juli-inkster-helps-lpga-return-bay-area-swinging-skirts-lpga-classic\n",
      "[*] Retrieved 109253 bytes for http://www.espn.com/golf/story/_/id/10554988/olympic-golf-qualifying-date-set-july-11-2016\n",
      "[*] Retrieved 118988 bytes for http://www.espn.com/golf/story/_/id/10614233/john-senden-punches-masters-ticket-victory-valspar-championship-golf\n",
      "[*] Retrieved 113895 bytes for http://www.espn.com/golf/story/_/id/10648383/jack-fleck-winner-1955-usopen-dies-92\n",
      "[*] Retrieved 114554 bytes for http://www.espn.com/golf/story/_/id/10801665/pablo-larrazabal-dives-water-shake-hornets-euro-tour-malaysia-open\n",
      "[*] Retrieved 107225 bytes for http://www.espn.com/golf/story/_/id/10849581/andrew-putnam-wins-wind-shortened-wnb-golf-classic\n",
      "[*] Retrieved 109399 bytes for http://www.espn.com/golf/story/_/id/10861328/donald-trump-buys-famed-turnberry-course-scotland\n",
      "[*] Retrieved 111920 bytes for http://www.espn.com/golf/story/_/id/10867529/donald-trump-course-host-major-championships\n",
      "[*] Retrieved 109656 bytes for http://www.espn.com/golf/story/_/id/10882844/blayne-barber-wins-first-webcom-tour-title\n",
      "[*] Retrieved 110382 bytes for http://www.espn.com/golf/story/_/id/10956748/lucy-li-11-becomes-youngest-qualify-us-women-open\n",
      "[*] Retrieved 112685 bytes for http://www.espn.com/golf/story/_/id/10967174/tiger-woods-ex-wife-elin-nordegren-says-things-good-two-calls-good-father\n",
      "[*] Retrieved 116194 bytes for http://www.espn.com/golf/story/_/id/11009800/phil-mickelson-three-men-eyed-insider-trading-probe-fbi-sec\n",
      "[*] Retrieved 117982 bytes for http://www.espn.com/golf/story/_/id/11017590/stacy-lewis-wins-shoprite-lpga-classic-becomes-world-non-1\n",
      "[*] Retrieved 117773 bytes for http://www.espn.com/golf/story/_/id/11108099/lucy-li-11-cards-78-historic-us-women-open-round\n",
      "[*] Retrieved 116482 bytes for http://www.espn.com/golf/story/_/id/11113026/2014-us-women-open\n",
      "[*] Retrieved 190652 bytes for http://www.espn.com/golf/story/_/id/11117237/michelle-wie-amy-yang-tied-lead-us-women-open\n",
      "[*] Retrieved 120844 bytes for http://www.espn.com/golf/story/_/id/11120633/michelle-wie-wins-first-career-major-us-women-open\n",
      "[*] Retrieved 115895 bytes for http://www.espn.com/golf/story/_/id/11120678/kevin-streelman-birdies-final-seven-holes-win-travelers-championship\n",
      "[*] Retrieved 110128 bytes for http://www.espn.com/golf/story/_/id/11241001/mark-rypien-wins-american-century-title\n",
      "[*] Retrieved 110809 bytes for http://www.espn.com/golf/story/_/id/11313949/david-toms-withdraws-pga-championship-back-injury\n",
      "[*] Retrieved 116655 bytes for http://www.espn.com/golf/story/_/id/11524546/teen-hyo-joo-kim-beats-karrie-webb-1-win-evian-championship\n",
      "[*] Retrieved 114866 bytes for http://www.espn.com/golf/story/_/id/11654403/tony-finau-atypical-path-pga-tour-golf\n",
      "[*] Retrieved 112374 bytes for http://www.espn.com/golf/story/_/id/11753469/inbee-park-take-non-1-spot-women-golf\n",
      "[*] Retrieved 110796 bytes for http://www.espn.com/golf/story/_/id/11795402/danielle-kang-wins-second-car-8-days-another-ace\n",
      "[*] Retrieved 115363 bytes for http://www.espn.com/golf/story/_/id/11857464/charlie-sifford-legacy-honored-nation-golf\n",
      "[*] Retrieved 193786 bytes for http://www.espn.com/golf/story/_/id/11968529/tiger-woods-looks-for-answers-going-forward\n",
      "[*] Retrieved 107323 bytes for http://www.espn.com/golf/story/_/id/12060350/gus-andreone-103-oldest-hit-hole-one\n",
      "[*] Retrieved 121888 bytes for http://www.espn.com/golf/story/_/id/12118744/golf-world-remembers-stuart-scott\n",
      "[*] Retrieved 116000 bytes for http://www.espn.com/golf/story/_/id/12144362/russell-henley-leads-tournament-champions-opening-65\n",
      "[*] Retrieved 114832 bytes for http://www.espn.com/golf/story/_/id/12194491/tiger-woods-front-tooth-knocked-videographer-agent-says\n",
      "[*] Retrieved 118511 bytes for http://www.espn.com/golf/story/_/id/12285692/tiger-woods-withdraws-farmers-insurance-open-first-round\n",
      "[*] Retrieved 114734 bytes for http://www.espn.com/golf/story/_/id/12461331/number-us-golf-courses-steady-decline-says-report\n",
      "[*] Retrieved 115901 bytes for http://www.espn.com/golf/story/_/id/12603182/rory-mcilroy-says-masters-2011-collapse-was-most-important-day-my-career\n",
      "[*] Retrieved 118266 bytes for http://www.espn.com/golf/story/_/id/13021147/tiger-woods-makes-memorial-cut-number-struggling-stretch\n",
      "[*] Retrieved 119817 bytes for http://www.espn.com/golf/story/_/id/13023699/tiger-woods-shoots-85-memorial-worst-round-pga-tour\n",
      "[*] Retrieved 111713 bytes for http://www.espn.com/golf/story/_/id/13165484/na-yeon-choi-overcomes-stacy-lewis-take-lpga-tour-victory\n",
      "[*] Retrieved 119308 bytes for http://www.espn.com/golf/story/_/id/13173734/st-andrews-kooky-deal-opal-fields-golf-club\n",
      "[*] Retrieved 95267 bytes for http://www.espn.com/golf/story/_/id/13190512/holes-one-greenbrier-classic-yield-big-paydays-spectators\n",
      "[*] Retrieved 111197 bytes for http://www.espn.com/golf/story/_/id/13202643/american-beth-allen-wins-first-let-title-ladies-european-masters\n",
      "[*] Retrieved 117860 bytes for http://www.espn.com/golf/story/_/id/13236306/amy-yang-takes-lead-us-women-open\n",
      "[*] Retrieved 115587 bytes for http://www.espn.com/golf/story/_/id/13383148/jordan-spieth-hopeful-washing-bad-taste-pga-championship\n",
      "[*] Retrieved 116772 bytes for http://www.espn.com/golf/story/_/id/13490089/tiger-woods-sits-second-going-final-round-wyndham-championship\n",
      "[*] Retrieved 102417 bytes for http://www.espn.com/golf/story/_/id/13757490/jordan-spieth-wins-tour-championship-capture-fedex-cup-10-million-bonus\n",
      "[*] Retrieved 120544 bytes for http://www.espn.com/golf/story/_/id/13834719/americans-jump-another-lead-presidents-cup\n",
      "[*] Retrieved 117965 bytes for http://www.espn.com/golf/story/_/id/13973357/smylie-kaufman-shoots-10-61-win-shriners-hospitals-children-open\n",
      "[*] Retrieved 115610 bytes for http://www.espn.com/golf/story/_/id/14026346/steve-williams-critical-tiger-woods-autobiography-was-was-slave\n",
      "[*] Retrieved 120756 bytes for http://www.espn.com/golf/story/_/id/14055138/phil-mickelson-seeking-improvement-swing-coach-change-butch-harmon\n",
      "[*] Retrieved 121338 bytes for http://www.espn.com/golf/story/_/id/14294031/zach-johnson-not-afraid-share-spoils-triumphs\n",
      "[*] Retrieved 118413 bytes for http://www.espn.com/golf/story/_/id/14360593/say-goodbye-anchored-putting-competitive-golf\n",
      "[*] Retrieved 111300 bytes for http://www.espn.com/golf/story/_/id/14570104/usga-honor-judy-bell-bob-jones-award\n",
      "[*] Retrieved 114905 bytes for http://www.espn.com/golf/story/_/id/14602106/northern-trust-shift-title-sponsorship-los-angeles-new-york\n",
      "[*] Retrieved 112428 bytes for http://www.espn.com/golf/story/_/id/14686818/ryan-armour-claims-webcom-tour-opener-1st-win-217-starts\n",
      "[*] Retrieved 117492 bytes for http://www.espn.com/golf/story/_/id/14777002/taylor-overcomes-obstacles-long-awaited-victory-att-pebble-beach-pro-am\n",
      "[*] Retrieved 121900 bytes for http://www.espn.com/golf/story/_/id/14777495/four-ball-bubba-legacy-riviera-implosions\n",
      "[*] Retrieved 113031 bytes for http://www.espn.com/golf/story/_/id/15124781/agent-mark-steinberg-says-expects-tiger-woods-return-year\n",
      "[*] Retrieved 192558 bytes for http://www.espn.com/golf/story/_/id/15127988/lydia-ko-wins-second-lpga-major-row-ariya-jutanugarn-falters\n",
      "[*] Retrieved 128926 bytes for http://www.espn.com/golf/story/_/id/15153240/george-lyon-golf-forgotten-olympic-champion-missing-medal\n",
      "[*] Retrieved 112710 bytes for http://www.espn.com/golf/story/_/id/15442176/seamus-power-wins-webcom-tour-united-leasing-finance-championship\n",
      "[*] Retrieved 111995 bytes for http://www.espn.com/golf/story/_/id/15810819/chris-wood-wins-bmw-pga-championship-wentworth-boost-ryder-cup-chances\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*] Retrieved 118362 bytes for http://www.espn.com/golf/story/_/id/15876975/pga-tour-move-event-miami-trump-doral-resort-mexico-city-2017\n",
      "[*] Retrieved 114526 bytes for http://www.espn.com/golf/story/_/id/15890076/oregon-edges-texas-first-men-golf-title\n",
      "[*] Retrieved 118196 bytes for http://www.espn.com/golf/story/_/id/15978028/william-mcgirt-hardscrabble-journey-pays-memorial-tournament\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*] Retrieved 16838 bytes for http://www.espn.com/golf/story/_/id/25463369/golf-presidents-cup-tiger-woods-1998-defeat-burns?device=featurephone\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*] Retrieved 122974 bytes for http://www.espn.com/golf/story/_/id/9301202/sergio-garcia-known-better\n",
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     ]
    }
   ],
   "source": [
    "text = \"\"\n",
    "for idx, row in df.iterrows():\n",
    "    if row['status'] == 200:\n",
    "        html_content = download_page(row)\n",
    "\n",
    "        print(\"[*] Retrieved %d bytes for %s\" %\n",
    "              (len(html_content), row['url']))\n",
    "        if len(html_content) != 0:\n",
    "            text += get_text_from_html(html_content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#2 change file name here based on sub-topic\n",
    "file = open(\"./input/mr/cc_golf.txt\", \"w\", encoding=\"utf-8\") \n",
    "file.write(text)\n",
    "file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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