Crawler.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import http.client\n",
    "from urllib.parse import urlparse\n",
    "\n",
    "def checkUrl(url):\n",
    "    try:\n",
    "        p = urlparse(url)\n",
    "        conn = http.client.HTTPConnection(p.netloc,timeout=10)\n",
    "        conn.request('HEAD', p.path)\n",
    "        resp = conn.getresponse()\n",
    "        return resp.status < 400\n",
    "    except:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def textScrap(url):\n",
    "    html = urlopen(url)\n",
    "    soup = BeautifulSoup(html, \"lxml\")\n",
    "    [s.extract() for s in soup(['style', 'script', '[document]'])]\n",
    "    visible_text = soup.getText()\n",
    "    return visible_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "5360 http://www.cinemapee.com\n",
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      "5358 http://www.alles-telefonsex.de\n",
      "5357 http://www.adultdatingadultdating.com\n",
      "5356 http://www.boomtacular.blogspot.ug\n",
      "5355 http://www.celebsecrets.com\n",
      "5354 http://www.marypierced.tumblr.com\n",
      "5353 http://www.abcdusexshop.com\n",
      "5352 http://www.vixen-escorts.com\n",
      "5351 http://www.ebonyassporn.com\n",
      "5350 http://www.hannahthehottie.com\n",
      "5349 http://www.genpadova.tumblr.com\n",
      "5348 http://www.nackte-maenner.de\n",
      "5347 http://www.devhit.com\n",
      "5346 http://www.fshlover.tumblr.com\n",
      "5345 http://www.analsexaddiction.tumblr.com\n",
      "5344 http://www.lingeriesstore.com\n",
      "5343 http://www.blondesexgoddess.blogspot.ug\n",
      "5342 http://www.bacfist.tumblr.com\n",
      "5341 http://www.no-bullshit-scat-girl.tumblr.com\n",
      "5340 http://www.foxandfriends.blogspot.ug\n",
      "5339 http://www.shemaleshub.com\n",
      "5338 http://www.twentyfoursevensex.jouwpagina.nl\n",
      "5337 http://www.wbmtphonesex.tumblr.com\n",
      "5336 http://www.rvzfan1.tumblr.com\n",
      "5335 http://www.ninfetasgratis.net\n",
      "5334 http://www.lovelyladies24.tumblr.com\n",
      "5333 http://www.sexjazz.com\n",
      "5332 http://www.stopthebarkingdogs.blogspot.ug\n",
      "5331 http://www.spankingreview.com\n",
      "5330 http://www.911-online-casino-bonus.com\n",
      "5329 http://www.liebeskoffer.de\n",
      "5328 http://www.superfreegirls.com\n",
      "5327 http://www.msclfan.tumblr.com\n",
      "5326 http://www.thatgirlwholikesfurries.tumblr.com\n",
      "5325 http://www.truthabuttlove.tumblr.com\n",
      "5324 http://www.free-porno-pictures.biz\n",
      "5323 http://www.freakazoidpg.blogspot.ug\n",
      "5322 http://www.zoo-fucker.com\n",
      "5321 http://www.exxxgirlfriend.blogspot.ug\n",
      "5320 http://www.maplebon.tumblr.com\n",
      "5319 http://www.hollow-eyes-and-strange-soul.tumblr.com\n",
      "5318 http://www.pornteenstube.com\n",
      "5317 http://www.porcno.com\n",
      "5316 http://www.snailbat.tumblr.com\n",
      "5315 http://www.latindadnyc.tumblr.com\n",
      "5314 http://www.fuckallthatbs.tumblr.com\n",
      "5313 http://www.femdomcc.com\n",
      "5312 http://www.justmeandsomegayporngifs.tumblr.com\n",
      "5311 http://www.batgirl-87.tumblr.com\n",
      "5310 http://www.georgam.tumblr.com\n",
      "5309 http://www.youjizz-download-videos-rubias19.tumblr.com\n",
      "5308 http://www.abortedchristianbabies.tumblr.com\n",
      "5307 http://www.veryhornyponies.tumblr.com\n",
      "5306 http://www.gaby.slashcity.tv\n",
      "5305 http://www.danni654.blogspot.ug\n",
      "5304 http://www.sexasianmovies.com\n",
      "5303 http://www.1kindtongue.tumblr.com\n",
      "5302 http://www.sinfulpsalm.tumblr.com\n",
      "5301 http://www.hornypornblogs.com\n",
      "5300 http://www.facesitting100.com\n",
      "5299 http://www.nudeandhairy.com\n",
      "5298 http://www.xdomination.com\n",
      "5297 http://www.opixseldargent.book.fr\n",
      "5296 http://www.xxxblackbook.com\n",
      "5295 http://www.illbeyournaughtygirlx0.tumblr.com\n",
      "5294 http://www.selenaspiceblog.net\n",
      "5293 http://www.sex-penis.tumblr.com\n",
      "5292 http://www.felixgattogigio.tumblr.com\n",
      "5291 http://www.sexymodelosfamosas.blogspot.ug\n",
      "5290 http://www.bitchintit.tumblr.com\n",
      "5289 http://www.orientalsexmov.com\n",
      "5288 http://www.25thingsaboutmysexuality.blogspot.ug\n",
      "5287 http://www.pinkprettypussy.com\n",
      "5286 http://www.girlsexfilme.com\n",
      "5285 http://www.endlessedge.tumblr.com\n",
      "5284 http://www.rapedteens.com\n",
      "5283 http://www.blackjack-security.tumblr.com\n",
      "5282 http://www.girlfridaygirl.blogspot.ug\n",
      "5281 http://www.bareplayertop.tumblr.com\n",
      "5280 http://www.cuteteengirlporn.com\n",
      "5279 http://www.perfectnakedgirls.com\n",
      "5278 http://www.onhugetits.com\n",
      "5277 http://www.in-ter-models.com\n",
      "5276 http://www.garotasdeprograma.com\n",
      "5275 http://www.jetsexe.fr\n",
      "5274 http://www.arab-gay.tumblr.com\n",
      "5273 http://www.cherokeesfetishes.com\n",
      "5272 http://www.mysex24.de\n",
      "5271 http://www.mcb1981.tumblr.com\n",
      "5270 http://www.hardcore-strip.de\n",
      "5269 http://www.suekeysuekeyfuck69.tumblr.com\n",
      "5268 http://www.phaedragirl.tumblr.com\n",
      "5267 http://www.eroarchive.com\n",
      "5266 http://www.adultxvids.com\n",
      "5265 http://www.atrid.fr\n",
      "5264 http://www.creativenudes.supertop-100.com\n",
      "5263 http://www.sperma-teens.net\n",
      "5262 http://www.disksexototal.sites.uol.com.br\n",
      "5261 http://www.wifelovecum.com\n",
      "5260 http://www.kingofpics.com\n",
      "5259 http://www.peladasenuas.com\n",
      "5258 http://www.mightyfineass.com\n",
      "5257 http://www.vixenstgp.com\n",
      "5256 http://www.spuithoer.nl\n",
      "5255 http://www.menthongfetish.tumblr.com\n",
      "5254 http://www.blogtorylane.com\n",
      "5253 http://www.badteencamx.com\n",
      "5252 http://www.thickjockcock.tumblr.com\n",
      "5251 http://www.girlstreaming.com\n",
      "5250 http://www.sexyb0ynati0n.tumblr.com\n",
      "5249 http://www.lesbianpickup.tumblr.com\n",
      "5248 http://www.pornpopcorn.com\n",
      "5247 http://www.relaxtv.nl\n",
      "5246 http://www.gay-for-maryjane.tumblr.com\n",
      "5245 http://www.hardcorefuck.net\n",
      "5244 http://www.tgirlsrus.tumblr.com\n",
      "5243 http://www.omegacu88.tumblr.com\n",
      "5242 http://www.fuck-suck-sex.com\n",
      "5241 http://www.straightandgaymers.tumblr.com\n",
      "5240 http://www.axelkatten.tumblr.com\n",
      "5239 http://www.coeursolitaire.com\n",
      "5238 http://www.terimartine.com\n",
      "5237 http://www.hotpicturesx.blogspot.ug\n",
      "5236 http://www.realswinger.eu\n",
      "5235 http://www.leather2feathers.tumblr.com\n",
      "5234 http://www.xxxadvertentie.nl\n",
      "5233 http://www.myretrosex.com\n",
      "5232 http://www.anikkaalbrite.net\n",
      "5231 http://www.sexxkontakte.com\n",
      "5230 http://www.smguys.cc\n",
      "5229 http://www.africanfucktours.com\n",
      "5228 http://www.nakedanswers.tumblr.com\n",
      "5227 http://www.stickycreamdreams.tumblr.com\n",
      "5226 http://www.deepthroatpics.tumblr.com\n",
      "5225 http://www.hd-youjizz.com\n",
      "5224 http://www.pantyhoseposes.com\n",
      "5223 http://www.le3sexe.com\n",
      "5222 http://www.microwavesex.tumblr.com\n",
      "5221 http://www.test-sexcam.com\n",
      "5220 http://www.operator-as-fuck.tumblr.com\n",
      "5219 http://www.dante1255.tumblr.com\n"
     ]
    }
   ],
   "source": [
    "s = open('adult.txt','a')\n",
    "f = open('adult','r').read().splitlines()\n",
    "# x = set()\n",
    "z = 8010\n",
    "while z>0:\n",
    "    d = random.choice(f)\n",
    "    if d not in x:\n",
    "        url = 'http://www.'+d\n",
    "        if checkUrl(url)==True:\n",
    "            try:\n",
    "                text = textScrap(url)\n",
    "                tokenizer = RegexpTokenizer(r'\\w+')\n",
    "                tokens = tokenizer.tokenize(text)\n",
    "                tokens = [x.lower() for x in tokens if not x in set(stopwords.words('english'))]\n",
    "                new_items = [item for item in tokens if not item.isdigit()]\n",
    "                if len(new_items)>70:\n",
    "                    new_items = \" \".join(new_items)\n",
    "                    print(z,url)\n",
    "                    x.add(d)\n",
    "                    z = z-1\n",
    "                    if z!=8009:\n",
    "                        s.write('\\n')\n",
    "                    s.write(new_items)\n",
    "            except Exception:\n",
    "                pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "url = {}\n",
    "f = open('domains','r').read().splitlines()\n",
    "for x in f:\n",
    "    x = x.split('.',1)\n",
    "    if len(x)==2:\n",
    "        url[x[0]] = x[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "l = []\n",
    "for key, value in url.items():\n",
    "    y = key+'.'+value\n",
    "    l.append(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f = open('adult','a')\n",
    "m = 2\n",
    "for x in l:\n",
    "    if m!=2:\n",
    "        f.write('\\n')\n",
    "    m = 1\n",
    "    f.write(x)\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "z =  open('sitesVisited.txt').read().splitlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = set()\n",
    "for y in z:\n",
    "    y = y.split(' ',1)\n",
    "    y = y[1][11:]\n",
    "    x.add(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = pd.read_csv('content.csv',header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Arts', 'Business', 'Computers', 'Games', 'Health', 'Home', 'News',\n",
       "       'Recreation', 'Reference', 'Science', 'Shopping', 'Society',\n",
       "       'Sports'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.head()\n",
    "d[2].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28256\n"
     ]
    }
   ],
   "source": [
    "games_url = []\n",
    "for i in range(0,len(d)):\n",
    "    if d[2][i]=='Games':\n",
    "        games_url.append(d[1][i])\n",
    "print(len(games_url))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Arts'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = open('games.txt','a')\n",
    "#f = open('adult','r').read().splitlines()\n",
    "x = set()\n",
    "z = 10000\n",
    "while z>0:\n",
    "    d = random.choice(games_url)\n",
    "    if d not in x:\n",
    "        url = d\n",
    "        if checkUrl(url)==True:\n",
    "            try:\n",
    "                text = textScrap(url)\n",
    "                tokenizer = RegexpTokenizer(r'\\w+')\n",
    "                tokens = tokenizer.tokenize(text)\n",
    "                tokens = [x.lower() for x in tokens if not x in set(stopwords.words('english'))]\n",
    "                new_items = [item for item in tokens if not item.isdigit()]\n",
    "                if len(new_items)>70:\n",
    "                    new_items = \" \".join(new_items)\n",
    "                    print(z,url)\n",
    "                    x.add(d)\n",
    "                    z = z-1\n",
    "                    if z!=9999:\n",
    "                        s.write('\\n')\n",
    "                    s.write(new_items)\n",
    "            except Exception:\n",
    "                pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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