FeatureExtraction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 0 - legitimate\n",
    "# 1 - phishing\n",
    "# 2 - suspicious"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# packages\n",
    "import pandas as pd\n",
    "from urllib.parse import urlparse,urlencode\n",
    "import re\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import whois\n",
    "import urllib.request\n",
    "from datetime import datetime\n",
    "import time\n",
    "import socket\n",
    "from urllib.error import HTTPError\n",
    "from cython.parallel import prange"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:00:00.004000\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "itime = datetime.now()\n",
    "for i in prange(0,10000):\n",
    "    pass\n",
    "ftime = datetime.now()\n",
    "print(ftime-itime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#computer_raw_data=pd.read_csv(\"H:/CDAC_PROJECT/PhishingWebsiteDetection/legitimate_urls.txt\",header=None,names=[\"urls\"])\n",
    "#computer_raw_data.head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "computer_raw_data=pd.read_csv(\"1000-phishing.txt\",header=None,names=['urls'])\n",
    "#computer_raw_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#rows = len(computer_raw_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#computer_raw_data[\"urls\"][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cd = None\n",
    "class FeatureExtraction:\n",
    "    def __init__(self):\n",
    "        pass\n",
    "    \n",
    "    def getProtocol(self,url):\n",
    "        return urlparse(url).scheme\n",
    "    \n",
    "    def getDomain(self,url):\n",
    "        return urlparse(url).netloc\n",
    "    \n",
    "    def getPath(self,url):\n",
    "        return urlparse(url).path\n",
    "    \n",
    "    def havingIP(self,url):\n",
    "        \"\"\"If the domain part has IP then it is phishing otherwise legitimate\"\"\"\n",
    "        match=re.search('(([01]?\\\\d\\\\d?|2[0-4]\\\\d|25[0-5])\\\\.([01]?\\\\d\\\\d?|2[0-4]\\\\d|25[0-5])\\\\.([01]?\\\\d\\\\d?|2[0-4]\\\\d|25[0-5])\\\\.([01]?\\\\d\\\\d?|2[0-4]\\\\d|25[0-5])\\\\/)|'  #IPv4\n",
    "                    '((0x[0-9a-fA-F]{1,2})\\\\.(0x[0-9a-fA-F]{1,2})\\\\.(0x[0-9a-fA-F]{1,2})\\\\.(0x[0-9a-fA-F]{1,2})\\\\/)'  #IPv4 in hexadecimal\n",
    "                    '(?:[a-fA-F0-9]{1,4}:){7}[a-fA-F0-9]{1,4}',url)     #Ipv6\n",
    "        if match:\n",
    "            #print match.group()\n",
    "            return 1            # phishing\n",
    "        else:\n",
    "            #print 'No matching pattern found'\n",
    "            return 0            # legitimate\n",
    "    \n",
    "    def long_url(self,url):\n",
    "        \"\"\"This function is defined in order to differntiate website based on the length of the URL\"\"\"\n",
    "        if len(url) < 54:\n",
    "            return 0            # legitimate\n",
    "        elif len(url) >= 54 and len(url) <= 75:\n",
    "            return 2            # suspicious\n",
    "        else:\n",
    "            return 1            # phishing\n",
    "    \n",
    "    def have_at_symbol(self,url):\n",
    "        \"\"\"This function is used to check whether the URL contains @ symbol or not\"\"\"\n",
    "        if \"@\" in url:\n",
    "            return 1            # phishing\n",
    "        else:\n",
    "            return 0            # legitimate\n",
    "    \n",
    "    def redirection(self,url):\n",
    "        \"\"\"If the url has symbol(//) after protocol then such URL is to be classified as phishing \"\"\"\n",
    "        if \"//\" in urlparse(url).path:\n",
    "            return 1            # phishing\n",
    "        else:\n",
    "            return 0            # legitimate\n",
    "        \n",
    "    def prefix_suffix_separation(self,url):\n",
    "        \"\"\"If the domain has '-' symbol then it is considered as phishing site\"\"\"\n",
    "        if \"-\" in urlparse(url).netloc:\n",
    "            return 1            # phishing\n",
    "        else:\n",
    "            return 0            # legitimate\n",
    "        \n",
    "    def sub_domains(self,url):\n",
    "        \"\"\"If the url has more than 3 dots then it is a phishing\"\"\"\n",
    "        if url.count(\".\") < 3:\n",
    "            return 0            # legitimate\n",
    "        elif url.count(\".\") == 3:\n",
    "            return 2            # suspicious\n",
    "        else:\n",
    "            return 1            # phishing\n",
    "        \n",
    "    def shortening_service(self,url):\n",
    "        \"\"\"Tiny URL -> phishing otherwise legitimate\"\"\"\n",
    "        match=re.search('bit\\.ly|goo\\.gl|shorte\\.st|go2l\\.ink|x\\.co|ow\\.ly|t\\.co|tinyurl|tr\\.im|is\\.gd|cli\\.gs|'\n",
    "                    'yfrog\\.com|migre\\.me|ff\\.im|tiny\\.cc|url4\\.eu|twit\\.ac|su\\.pr|twurl\\.nl|snipurl\\.com|'\n",
    "                    'short\\.to|BudURL\\.com|ping\\.fm|post\\.ly|Just\\.as|bkite\\.com|snipr\\.com|fic\\.kr|loopt\\.us|'\n",
    "                    'doiop\\.com|short\\.ie|kl\\.am|wp\\.me|rubyurl\\.com|om\\.ly|to\\.ly|bit\\.do|t\\.co|lnkd\\.in|'\n",
    "                    'db\\.tt|qr\\.ae|adf\\.ly|goo\\.gl|bitly\\.com|cur\\.lv|tinyurl\\.com|ow\\.ly|bit\\.ly|ity\\.im|'\n",
    "                    'q\\.gs|is\\.gd|po\\.st|bc\\.vc|twitthis\\.com|u\\.to|j\\.mp|buzurl\\.com|cutt\\.us|u\\.bb|yourls\\.org|'\n",
    "                    'x\\.co|prettylinkpro\\.com|scrnch\\.me|filoops\\.info|vzturl\\.com|qr\\.net|1url\\.com|tweez\\.me|v\\.gd|tr\\.im|link\\.zip\\.net',url)\n",
    "        if match:\n",
    "            return 1               # phishing\n",
    "        else:\n",
    "            return 0               # legitimate\n",
    "        \n",
    "    \"\"\"\n",
    "    def google_index(self,url):\n",
    "        user_agent = 'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/48.0.2564.116 Safari/537.36'\n",
    "        headers = { 'User-Agent' : user_agent}\n",
    "        query = {'q': 'info:' + url}\n",
    "        google = \"https://www.google.com/search?\" + urlencode(query)\n",
    "        #data = requests.get(google, headers=headers,proxies=proxies)\n",
    "        data = requests.get(google,headers=headers)\n",
    "        data.encoding = 'ISO-8859-1'\n",
    "        soup = BeautifulSoup(str(data.content), \"html.parser\")\n",
    "        try:\n",
    "            check = soup.find(id=\"rso\").find(\"div\").find(\"div\").find(\"h3\").find(\"a\")\n",
    "            if soup.find(id=\"rso\").find(\"div\").find(\"div\").find(\"h3\").find(\"a\").find(\"href\" != None):\n",
    "                href = check['href']\n",
    "                return 0 # indexed\n",
    "            else:\n",
    "                return 1\n",
    "        except AttributeError:\n",
    "            return 1 # indexed\n",
    "        #print(\"Waiting \" + str(seconds) + \" seconds until checking next URL.\\n\")\n",
    "        #time.sleep(float(seconds))\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    def abnormal_url(self,url):\n",
    "        dns = 0\n",
    "        #domain_name = \"\"\n",
    "        try:\n",
    "            #domain = urlparse(url).netloc\n",
    "            #print(domain)\n",
    "            domain_name = whois.whois(urlparse(url).netloc)\n",
    "            #print(domain_name)\n",
    "        except:\n",
    "            dns = 1\n",
    "        \n",
    "        if dns == 1:\n",
    "            return 1 # phishing\n",
    "        else:\n",
    "            hostname=domain_name.domain_name\n",
    "            #match=re.search(hostname,url)\n",
    "            if hostname in url:\n",
    "                return 0 # legitimate\n",
    "            else:\n",
    "                return 1 # phishing\n",
    "    \"\"\"\n",
    "    \n",
    "    def web_traffic(self,url):\n",
    "        try:\n",
    "            rank = BeautifulSoup(urllib.request.urlopen(\"http://data.alexa.com/data?cli=10&dat=s&url=\" + url).read(), \"xml\").find(\"REACH\")['RANK']\n",
    "        except TypeError:\n",
    "            return 1\n",
    "        except HTTPError:\n",
    "            return 2\n",
    "        rank= int(rank)\n",
    "        if (rank<100000):\n",
    "            return 0\n",
    "        else:\n",
    "            return 2\n",
    "        \n",
    "    def domain_registration_length(self,url):\n",
    "        dns = 0\n",
    "        try:\n",
    "            domain_name = whois.whois(urlparse(url).netloc)\n",
    "        except:\n",
    "            dns = 1\n",
    "        \n",
    "        if dns == 1:\n",
    "            return 1      #phishing\n",
    "        else:\n",
    "            expiration_date = domain_name.expiration_date\n",
    "            today = time.strftime('%Y-%m-%d')\n",
    "            today = datetime.strptime(today, '%Y-%m-%d')\n",
    "            if expiration_date is None:\n",
    "                return 1\n",
    "            elif type(expiration_date) is list or type(today) is list :\n",
    "                return 2     #If it is a type of list then we can't select a single value from list. So,it is regarded as suspected website  \n",
    "            else:\n",
    "                creation_date = domain_name.creation_date\n",
    "                expiration_date = domain_name.expiration_date\n",
    "                if (isinstance(creation_date,str) or isinstance(expiration_date,str)):\n",
    "                    try:\n",
    "                        creation_date = datetime.strptime(creation_date,'%Y-%m-%d')\n",
    "                        expiration_date = datetime.strptime(expiration_date,\"%Y-%m-%d\")\n",
    "                    except:\n",
    "                        return 2\n",
    "                registration_length = abs((expiration_date - today).days)\n",
    "                if registration_length / 365 <= 1:\n",
    "                    return 1 #phishing\n",
    "                else:\n",
    "                    return 0 # legitimate\n",
    "            \n",
    "    def age_domain(self,url):\n",
    "        dns = 0\n",
    "        try:\n",
    "            domain_name = whois.whois(urlparse(url).netloc)\n",
    "        except:\n",
    "            dns = 1\n",
    "        \n",
    "        if dns == 1:\n",
    "            return 1\n",
    "        else:\n",
    "            creation_date = domain_name.creation_date\n",
    "            expiration_date = domain_name.expiration_date\n",
    "            if (isinstance(creation_date,str) or isinstance(expiration_date,str)):\n",
    "                try:\n",
    "                    creation_date = datetime.strptime(creation_date,'%Y-%m-%d')\n",
    "                    expiration_date = datetime.strptime(expiration_date,\"%Y-%m-%d\")\n",
    "                except:\n",
    "                    return 2\n",
    "            if ((expiration_date is None) or (creation_date is None)):\n",
    "                return 1\n",
    "            elif ((type(expiration_date) is list) or (type(creation_date) is list)):\n",
    "                return 2\n",
    "            else:\n",
    "                ageofdomain = abs((expiration_date - creation_date).days)\n",
    "                if ((ageofdomain/30) < 6):\n",
    "                    return 1\n",
    "                else:\n",
    "                    return 0\n",
    "     \n",
    "    \n",
    "    def dns_record(self,url):\n",
    "        dns = 0\n",
    "        try:\n",
    "            domain_name = whois.whois(urlparse(url).netloc)\n",
    "            #rint(domain_name)\n",
    "        except:\n",
    "            dns = 1\n",
    "        \n",
    "        if dns == 1:\n",
    "            return 1\n",
    "        else:\n",
    "            return 0\n",
    "        \n",
    "   \n",
    "    def statistical_report(self,url):\n",
    "        hostname = url\n",
    "        h = [(x.start(0), x.end(0)) for x in re.finditer('https://|http://|www.|https://www.|http://www.', hostname)]\n",
    "        z = int(len(h))\n",
    "        if z != 0:\n",
    "            y = h[0][1]\n",
    "            hostname = hostname[y:]\n",
    "            h = [(x.start(0), x.end(0)) for x in re.finditer('/', hostname)]\n",
    "            z = int(len(h))\n",
    "            if z != 0:\n",
    "                hostname = hostname[:h[0][0]]\n",
    "        url_match=re.search('at\\.ua|usa\\.cc|baltazarpresentes\\.com\\.br|pe\\.hu|esy\\.es|hol\\.es|sweddy\\.com|myjino\\.ru|96\\.lt|ow\\.ly',url)\n",
    "        try:\n",
    "            ip_address = socket.gethostbyname(hostname)\n",
    "            ip_match=re.search('146\\.112\\.61\\.108|213\\.174\\.157\\.151|121\\.50\\.168\\.88|192\\.185\\.217\\.116|78\\.46\\.211\\.158|181\\.174\\.165\\.13|46\\.242\\.145\\.103|121\\.50\\.168\\.40|83\\.125\\.22\\.219|46\\.242\\.145\\.98|107\\.151\\.148\\.44|107\\.151\\.148\\.107|64\\.70\\.19\\.203|199\\.184\\.144\\.27|107\\.151\\.148\\.108|107\\.151\\.148\\.109|119\\.28\\.52\\.61|54\\.83\\.43\\.69|52\\.69\\.166\\.231|216\\.58\\.192\\.225|118\\.184\\.25\\.86|67\\.208\\.74\\.71|23\\.253\\.126\\.58|104\\.239\\.157\\.210|175\\.126\\.123\\.219|141\\.8\\.224\\.221|10\\.10\\.10\\.10|43\\.229\\.108\\.32|103\\.232\\.215\\.140|69\\.172\\.201\\.153|216\\.218\\.185\\.162|54\\.225\\.104\\.146|103\\.243\\.24\\.98|199\\.59\\.243\\.120|31\\.170\\.160\\.61|213\\.19\\.128\\.77|62\\.113\\.226\\.131|208\\.100\\.26\\.234|195\\.16\\.127\\.102|195\\.16\\.127\\.157|34\\.196\\.13\\.28|103\\.224\\.212\\.222|172\\.217\\.4\\.225|54\\.72\\.9\\.51|192\\.64\\.147\\.141|198\\.200\\.56\\.183|23\\.253\\.164\\.103|52\\.48\\.191\\.26|52\\.214\\.197\\.72|87\\.98\\.255\\.18|209\\.99\\.17\\.27|216\\.38\\.62\\.18|104\\.130\\.124\\.96|47\\.89\\.58\\.141|78\\.46\\.211\\.158|54\\.86\\.225\\.156|54\\.82\\.156\\.19|37\\.157\\.192\\.102|204\\.11\\.56\\.48|110\\.34\\.231\\.42',ip_address)  \n",
    "        except:\n",
    "            return 1\n",
    "\n",
    "        if url_match:\n",
    "            return 1\n",
    "        else:\n",
    "            return 0\n",
    "        \n",
    "    def https_token(self,url):\n",
    "        match=re.search('https://|http://',url)\n",
    "        try:\n",
    "            if match.start(0)==0 and match.start(0) is not None:\n",
    "                url=url[match.end(0):]\n",
    "                match=re.search('http|https',url)\n",
    "                if match:\n",
    "                    return 1\n",
    "                else:\n",
    "                    return 0\n",
    "        except:\n",
    "            return 1\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#features\n",
    "protocol = []\n",
    "domain = []\n",
    "path = []\n",
    "having_ip = []\n",
    "len_url = []\n",
    "having_at_symbol = []\n",
    "redirection_symbol = []\n",
    "prefix_suffix_separation = []\n",
    "sub_domains = []\n",
    "tiny_url = []\n",
    "abnormal_url = []\n",
    "web_traffic = []\n",
    "domain_registration_length = []\n",
    "dns_record = []\n",
    "statistical_report = []\n",
    "age_domain = []\n",
    "http_tokens = []\n",
    "#google_index = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0 - legitimate\n",
    "### 1 - phishing\n",
    "### 2 - suspicious"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "http://asesoresvelfit.com/media/datacredito.co/\n",
      "1\n",
      "http://caixa.com.br.fgtsagendesaqueconta.com/consulta8523211/principal.php?seg=11\n",
      "2\n",
      "http://hissoulreason.com/js/homepage/home/\n",
      "3\n",
      "http://unauthorizd.newebpage.com/webapps/66fbf/\n",
      "4\n",
      "http://133.130.103.10/23/\n",
      "5\n",
      "http://dj00.co.vu/css/?bsoul=Qg@xIHW%//yh/en/?i=34453&amp;i=34453\n",
      "6\n",
      "http://133.130.103.10/21/logar/\n",
      "7\n",
      "http://httpssicredi.esy.es/servico/sicredi/validarclientes/mobi/index.php\n",
      "8\n",
      "http://gamesaty.ga/wp-content///yh/en/?i=31416&amp;i=31416\n",
      "9\n",
      "http://luxuryupgradepro.com/ymailNew/ymailNew/\n",
      "10\n",
      "http://133.130.103.10/1/\n",
      "11\n",
      "http://133.130.103.10/24/sicredi/psmlId/31/paneid/index.htm\n",
      "12\n",
      "http://smscaixaacesso.hol.es\n",
      "13\n",
      "http://133.130.103.10/7/SIIBC/siwinCtrl.php\n",
      "14\n",
      "http://tinyurl.com/kjmmw57\n",
      "15\n",
      "http://wrightlandscapes.org/no/T/Y1.html\n",
      "16\n",
      "http://mautic.eto-cms.ru/themes/goldstar/mtbonline/newmandt/\n",
      "17\n",
      "http://ginatringali.com//al/alibaba21012015/alibaba21012015/666/index.html\n",
      "18\n",
      "https://staticmail.000webhostapp.com/\n",
      "19\n",
      "http://umeda.com.br/bba/BOA/home/\n",
      "20\n",
      "http://krishworldwide.com/BackUp/under/js/ayo1/index.html\n",
      "21\n",
      "http://yahoo.co.in/email_open_log_pic.php?mid=9f8fd3e2a108a256bff453d09c965c25&amp;s=a\n",
      "22\n",
      "http://www.avcc.ac.in/fonts/1/wropboxp/login.html\n",
      "23\n",
      "http://craig-hallum.ga/sgg/1/login.htm\n",
      "24\n",
      "http://www.verification-mobile-nab.com/cgi/e8e11a52ed442dc4b327eaa2f19c2521/login/\n",
      "25\n",
      "http://verification-mobile-nab.com/cgi/e8e11a52ed442dc4b327eaa2f19c2521/login/\n",
      "26\n",
      "http://www.justpiddlinboutique.com/win/image.htm\n",
      "27\n",
      "http://vcsolutionscorp.com/Block/image.htm\n",
      "28\n",
      "http://almasur.com/wp-includes/pomo/docusign17/\n",
      "29\n",
      "http://asesoresvelfit.com/media/cms/datacredito.co/\n",
      "30\n",
      "https://getpeopleplus.com/EserviceMain/irs/ir/index.html\n",
      "31\n",
      "https://taeamigo.com/EserviceMain/irs/ir/index.html\n",
      "32\n",
      "https://elmundo-latino.com/ir/index.html\n",
      "33\n",
      "http://sociopremiosedescontos.com/cadastro/\n",
      "34\n",
      "http://cartaopremiadosicoob.com\n",
      "35\n",
      "http://ms-0ffice365supportplanquota.us.com0203499083934.elegantvapour.co.uk/0-009021--0203499083934.l3992389100283901233232400349902132443940090132/hotmail.login/client_id=00000002-0000-0ff1-ce00-000000000000&amp;/000-pc.domain/officelogin1.html?run=login_cmd&amp;statuts=f17ca2c829680ada2fec9fc87bc5f606913063b5e3c451761e1f9d5888ada562\n",
      "36\n",
      "http://www.travrica.com/ntime/T/Y1.html\n",
      "37\n",
      "http://system-tnc.esy.es/recovery-chekpoint-login.html\n",
      "38\n",
      "http://sandralucashyde.org/login.yahoo/yahoo.com%20[Lastet%20Update]/indexz.html\n",
      "39\n",
      "http://alexanderpetricek.com/EserviceMain/irs/ir/index.html\n",
      "40\n",
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      "http://freestyle.d934713.u-telcom.net/Boa_Fud_2016/home/login.php?cmd=login_submit&amp;id=da6b43395b9eb70818cef8dc78a3602eda6b43395b9eb70818cef8dc78a3602e&amp;session=da6b43395b9eb70818cef8dc78a3602eda6b43395b9eb70818cef8dc78a3602e\n",
      "972\n",
      "http://rooferexpert.com/css/8933617-dosar-nr-1817842015/394c-4735-8239-9c8f64a5248/botosani_firme/62d8fdbacfc03c476d4fb331d04bb3e8/?email=abuse@yahoo.com.com.com\n",
      "973\n",
      "http://demo.369usa.com/admin/mobile.free.fr/c5dd3c6e449f9a592032f9d54c987417/moncompte/confirmation.php\n",
      "974\n",
      "http://dhalander.com.br/cadastro_cliente77/atendimento_pessoa_fisica/atualizar/index1.php?%20id=12\n",
      "975\n",
      "http://classified38.ir/pedro/avast-verified-secured-shared-files-2017/document.php\n",
      "976\n",
      "http://jnep.sumdu.edu.ua/images/fra/fraaa/fraaaaa/9b4465016edb09ae73e4c0b2f1da1d44/\n",
      "977\n",
      "http://confifsk.sumdu.edu.ua/images/fra/fraaa/fraaaaa/index.php\n",
      "978\n",
      "https://www.gem.tools/shell/dejiwire/fmsk/garyspeed/23f054ce024a3113f0301273182520ca/\n",
      "979\n",
      "http://sunnsand.biz/pics/qgrpmkdbnfvcsxeropwkm/secureserver.caconexoes.com.br/home/login.php?cmd=login_submit&amp;id=ce1dda9883f9979fe2a11e8681740269ce1dda9883f9979fe2a11e8681740269&amp;session=ce1dda9883f9979fe2a11e8681740269ce1dda9883f9979fe2a11e8681740269\n",
      "980\n",
      "http://garrisoncontracting.ca/wp-content/gallery/doors/ele/\n",
      "981\n",
      "http://hecmk.com/doc/es/\n",
      "982\n",
      "http://unione-ae.com/gallery/Purchase/googledrive.php\n",
      "983\n",
      "http://payasgo.org/exoduse/review/index.php?name=abuse@synet.be\n",
      "984\n",
      "http://kalempong-godang-2017.16mb.com/blocked/recovery_login.html\n",
      "985\n",
      "http://unblocking-notice.co.nf/verify/index.htm\n",
      "986\n",
      "http://fb-secure-notifications.hol.es/service/index.php\n",
      "987\n",
      "http://radiocatolicalaconsentida.com/funciones/oba/DHLAUTO/DHLAUTO/DHL%20AUTO/dhl.php?rand=13InboxLightaspxn.1774256418&amp;fid.4.1252899642&amp;fid=1&amp;fav.1&amp;rand.13InboxLight.aspxn.1774256418&amp;fid.1252899642&amp;fid.1&amp;fav.1&amp;email=abuse@flbiofuelsllc.com&amp;.rand=13InboxLi\n",
      "988\n",
      "http://mobile-free.kofoed-fr.com/Compte/93843687342927348376/8325682376834768237648/09644/5d413/moncompte/index.php?clientid=16013\n",
      "989\n",
      "http://mashtaresort.com/mail.htm?_pageLabel=page_logonform&amp;cmd=LOB=RBGLogon&amp;secured_page=\n",
      "990\n",
      "http://mobile-free.kofoed-fr.com/Compte/93843687342927348376/8325682376834768237648/92029/d8cd1/moncompte/index.php?clientid=16013&amp;defaults=webhp?sourceid=chrome-instant&amp;ion=1&amp;espv=2&amp;ie=UTF-8\n",
      "991\n",
      "http://www.jomjb.com/adobeaa/JSK/Adobe/adobeaa/c508d1ed1a9423f3071c338285cc3792/\n",
      "992\n",
      "http://faboleena.com/js/infortis/jquery/plugins/minicolors/Ameli/PortailAS/appmanager/PortailAS/assure_somtc=true/33bc67b63168dcc8f929990039d7cccb/index_2.html\n",
      "993\n",
      "http://www.guzheng.com.my/libraries/joomla/session/storage/regional/2f8a3b8b8d138ec1436f68f5ef5c9288/Connexion.php\n",
      "994\n",
      "http://www.ioam.org.cn/plugins/system/AtendimentoCliente-98.890.332_/654fa6we54f6a4u6d5fi4fgu65o4fgh354d1f3ga2sd4fa8sdf7a9sdf.html\n",
      "995\n",
      "https://theparlourbeautyrooms.ie/dehl/Yah/T/Y1.html\n",
      "996\n",
      "http://loogin-facebook-settinggst.esy.es/confirmations/\n",
      "997\n",
      "http://halpcenter-acontscheck.esy.es/recovery-chekpoint-login.html\n"
     ]
    }
   ],
   "source": [
    "# object creation\n",
    "fe = FeatureExtraction()\n",
    "rows = len(computer_raw_data[\"urls\"])\n",
    "\n",
    "for i in range(0,rows):\n",
    "    url=computer_raw_data[\"urls\"][i]\n",
    "    print(i ),print(url)\n",
    "    protocol.append(fe.getProtocol(url))\n",
    "    path.append(fe.getPath(url))\n",
    "    domain.append(fe.getDomain(url))\n",
    "    having_ip.append(fe.havingIP(url))\n",
    "    len_url.append(fe.long_url(url))\n",
    "    having_at_symbol.append(fe.have_at_symbol(url))\n",
    "    redirection_symbol.append(fe.redirection(url))\n",
    "    prefix_suffix_separation.append(fe.prefix_suffix_separation(url))\n",
    "    sub_domains.append(fe.sub_domains(url))\n",
    "    tiny_url.append(fe.shortening_service(url))\n",
    "    web_traffic.append(fe.web_traffic(url))\n",
    "    domain_registration_length.append(fe.domain_registration_length(url))\n",
    "    dns_record.append(fe.dns_record(url))\n",
    "    statistical_report.append(fe.statistical_report(url))\n",
    "    age_domain.append(fe.age_domain(url))\n",
    "    http_tokens.append(fe.https_token(url))\n",
    "    #google_index.append(fe.google_index(url))\n",
    "    #abnormal_url.append(fe.abnormal_url(url))\n",
    "    \n",
    "#print(domain)\n",
    "#print(protocol)\n",
    "#print(ip)\n",
    "#print(len_url)\n",
    "#print(google_index)\n",
    "#print(abnormal_url)\n",
    "#print(web_traffic)\n",
    "#print(domain_registration_length)\n",
    "#print(age_domain)\n",
    "#print(dns_record)\n",
    "#print(statistical_report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "label = []\n",
    "for i in range(0,rows):\n",
    "    label.append(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "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>Domain</th>\n",
       "      <th>Having_@_symbol</th>\n",
       "      <th>Having_IP</th>\n",
       "      <th>Path</th>\n",
       "      <th>Prefix_suffix_separation</th>\n",
       "      <th>Protocol</th>\n",
       "      <th>Redirection_//_symbol</th>\n",
       "      <th>Sub_domains</th>\n",
       "      <th>URL_Length</th>\n",
       "      <th>age_domain</th>\n",
       "      <th>dns_record</th>\n",
       "      <th>domain_registration_length</th>\n",
       "      <th>http_tokens</th>\n",
       "      <th>label</th>\n",
       "      <th>statistical_report</th>\n",
       "      <th>tiny_url</th>\n",
       "      <th>web_traffic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>asesoresvelfit.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/media/datacredito.co/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>caixa.com.br.fgtsagendesaqueconta.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/consulta8523211/principal.php</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>hissoulreason.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/js/homepage/home/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>unauthorizd.newebpage.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/webapps/66fbf/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>133.130.103.10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>/23/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>dj00.co.vu</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>/css/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>133.130.103.10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>/21/logar/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>httpssicredi.esy.es</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/servico/sicredi/validarclientes/mobi/index.php</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>gamesaty.ga</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/wp-content///yh/en/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>luxuryupgradepro.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/ymailNew/ymailNew/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>133.130.103.10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>/1/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>133.130.103.10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>/24/sicredi/psmlId/31/paneid/index.htm</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>smscaixaacesso.hol.es</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>133.130.103.10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>/7/SIIBC/siwinCtrl.php</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>tinyurl.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/kjmmw57</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>wrightlandscapes.org</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/no/T/Y1.html</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>mautic.eto-cms.ru</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/themes/goldstar/mtbonline/newmandt/</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ginatringali.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>//al/alibaba21012015/alibaba21012015/666/index...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>staticmail.000webhostapp.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/</td>\n",
       "      <td>0</td>\n",
       "      <td>https</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>umeda.com.br</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/bba/BOA/home/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>krishworldwide.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/BackUp/under/js/ayo1/index.html</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>yahoo.co.in</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/email_open_log_pic.php</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>www.avcc.ac.in</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/fonts/1/wropboxp/login.html</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>craig-hallum.ga</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/sgg/1/login.htm</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>www.verification-mobile-nab.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/cgi/e8e11a52ed442dc4b327eaa2f19c2521/login/</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>verification-mobile-nab.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/cgi/e8e11a52ed442dc4b327eaa2f19c2521/login/</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>www.justpiddlinboutique.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/win/image.htm</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>vcsolutionscorp.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/Block/image.htm</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>almasur.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/wp-includes/pomo/docusign17/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>asesoresvelfit.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/media/cms/datacredito.co/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>pleasantonassembly.org</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/vendor_extra/pear/xs/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>cover-acct1029.esy.es</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/index.html</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>suspended-fb.hol.es</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/logins.php</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>freestyle.d934713.u-telcom.net</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/Boa_Fud_2016/home/login.php</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>rooferexpert.com</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>/css/8933617-dosar-nr-1817842015/394c-4735-823...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>demo.369usa.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/admin/mobile.free.fr/c5dd3c6e449f9a592032f9d5...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>dhalander.com.br</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/cadastro_cliente77/atendimento_pessoa_fisica/...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>classified38.ir</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/pedro/avast-verified-secured-shared-files-201...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>jnep.sumdu.edu.ua</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/images/fra/fraaa/fraaaaa/9b4465016edb09ae73e4...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>confifsk.sumdu.edu.ua</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/images/fra/fraaa/fraaaaa/index.php</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>www.gem.tools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/shell/dejiwire/fmsk/garyspeed/23f054ce024a311...</td>\n",
       "      <td>0</td>\n",
       "      <td>https</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>sunnsand.biz</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/pics/qgrpmkdbnfvcsxeropwkm/secureserver.cacon...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>garrisoncontracting.ca</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/wp-content/gallery/doors/ele/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>hecmk.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/doc/es/</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>unione-ae.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/gallery/Purchase/googledrive.php</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>payasgo.org</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>/exoduse/review/index.php</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>kalempong-godang-2017.16mb.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/blocked/recovery_login.html</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>unblocking-notice.co.nf</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/verify/index.htm</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>fb-secure-notifications.hol.es</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/service/index.php</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>radiocatolicalaconsentida.com</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>/funciones/oba/DHLAUTO/DHLAUTO/DHL%20AUTO/dhl.php</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>mobile-free.kofoed-fr.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/Compte/93843687342927348376/83256823768347682...</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>mashtaresort.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/mail.htm</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>mobile-free.kofoed-fr.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/Compte/93843687342927348376/83256823768347682...</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>www.jomjb.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/adobeaa/JSK/Adobe/adobeaa/c508d1ed1a9423f3071...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>faboleena.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/js/infortis/jquery/plugins/minicolors/Ameli/P...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>www.guzheng.com.my</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/libraries/joomla/session/storage/regional/2f8...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>www.ioam.org.cn</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/plugins/system/AtendimentoCliente-98.890.332_...</td>\n",
       "      <td>0</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>theparlourbeautyrooms.ie</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/dehl/Yah/T/Y1.html</td>\n",
       "      <td>0</td>\n",
       "      <td>https</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>loogin-facebook-settinggst.esy.es</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/confirmations/</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>halpcenter-acontscheck.esy.es</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>/recovery-chekpoint-login.html</td>\n",
       "      <td>1</td>\n",
       "      <td>http</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>998 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    Domain  Having_@_symbol  Having_IP  \\\n",
       "0                       asesoresvelfit.com                0          0   \n",
       "1    caixa.com.br.fgtsagendesaqueconta.com                0          0   \n",
       "2                        hissoulreason.com                0          0   \n",
       "3                unauthorizd.newebpage.com                0          0   \n",
       "4                           133.130.103.10                0          1   \n",
       "5                               dj00.co.vu                1          0   \n",
       "6                           133.130.103.10                0          1   \n",
       "7                      httpssicredi.esy.es                0          0   \n",
       "8                              gamesaty.ga                0          0   \n",
       "9                     luxuryupgradepro.com                0          0   \n",
       "10                          133.130.103.10                0          1   \n",
       "11                          133.130.103.10                0          1   \n",
       "12                   smscaixaacesso.hol.es                0          0   \n",
       "13                          133.130.103.10                0          1   \n",
       "14                             tinyurl.com                0          0   \n",
       "15                    wrightlandscapes.org                0          0   \n",
       "16                       mautic.eto-cms.ru                0          0   \n",
       "17                        ginatringali.com                0          0   \n",
       "18            staticmail.000webhostapp.com                0          0   \n",
       "19                            umeda.com.br                0          0   \n",
       "20                      krishworldwide.com                0          0   \n",
       "21                             yahoo.co.in                0          0   \n",
       "22                          www.avcc.ac.in                0          0   \n",
       "23                         craig-hallum.ga                0          0   \n",
       "24         www.verification-mobile-nab.com                0          0   \n",
       "25             verification-mobile-nab.com                0          0   \n",
       "26             www.justpiddlinboutique.com                0          0   \n",
       "27                     vcsolutionscorp.com                0          0   \n",
       "28                             almasur.com                0          0   \n",
       "29                      asesoresvelfit.com                0          0   \n",
       "..                                     ...              ...        ...   \n",
       "968                 pleasantonassembly.org                0          0   \n",
       "969                  cover-acct1029.esy.es                0          0   \n",
       "970                    suspended-fb.hol.es                0          0   \n",
       "971         freestyle.d934713.u-telcom.net                0          0   \n",
       "972                       rooferexpert.com                1          0   \n",
       "973                        demo.369usa.com                0          0   \n",
       "974                       dhalander.com.br                0          0   \n",
       "975                        classified38.ir                0          0   \n",
       "976                      jnep.sumdu.edu.ua                0          0   \n",
       "977                  confifsk.sumdu.edu.ua                0          0   \n",
       "978                          www.gem.tools                0          0   \n",
       "979                           sunnsand.biz                0          0   \n",
       "980                 garrisoncontracting.ca                0          0   \n",
       "981                              hecmk.com                0          0   \n",
       "982                          unione-ae.com                0          0   \n",
       "983                            payasgo.org                1          0   \n",
       "984         kalempong-godang-2017.16mb.com                0          0   \n",
       "985                unblocking-notice.co.nf                0          0   \n",
       "986         fb-secure-notifications.hol.es                0          0   \n",
       "987          radiocatolicalaconsentida.com                1          0   \n",
       "988              mobile-free.kofoed-fr.com                0          0   \n",
       "989                       mashtaresort.com                0          0   \n",
       "990              mobile-free.kofoed-fr.com                0          0   \n",
       "991                          www.jomjb.com                0          0   \n",
       "992                          faboleena.com                0          0   \n",
       "993                     www.guzheng.com.my                0          0   \n",
       "994                        www.ioam.org.cn                0          0   \n",
       "995               theparlourbeautyrooms.ie                0          0   \n",
       "996      loogin-facebook-settinggst.esy.es                0          0   \n",
       "997          halpcenter-acontscheck.esy.es                0          0   \n",
       "\n",
       "                                                  Path  \\\n",
       "0                               /media/datacredito.co/   \n",
       "1                       /consulta8523211/principal.php   \n",
       "2                                   /js/homepage/home/   \n",
       "3                                      /webapps/66fbf/   \n",
       "4                                                 /23/   \n",
       "5                                                /css/   \n",
       "6                                           /21/logar/   \n",
       "7      /servico/sicredi/validarclientes/mobi/index.php   \n",
       "8                                 /wp-content///yh/en/   \n",
       "9                                  /ymailNew/ymailNew/   \n",
       "10                                                 /1/   \n",
       "11              /24/sicredi/psmlId/31/paneid/index.htm   \n",
       "12                                                       \n",
       "13                              /7/SIIBC/siwinCtrl.php   \n",
       "14                                            /kjmmw57   \n",
       "15                                       /no/T/Y1.html   \n",
       "16                /themes/goldstar/mtbonline/newmandt/   \n",
       "17   //al/alibaba21012015/alibaba21012015/666/index...   \n",
       "18                                                   /   \n",
       "19                                      /bba/BOA/home/   \n",
       "20                    /BackUp/under/js/ayo1/index.html   \n",
       "21                             /email_open_log_pic.php   \n",
       "22                        /fonts/1/wropboxp/login.html   \n",
       "23                                    /sgg/1/login.htm   \n",
       "24        /cgi/e8e11a52ed442dc4b327eaa2f19c2521/login/   \n",
       "25        /cgi/e8e11a52ed442dc4b327eaa2f19c2521/login/   \n",
       "26                                      /win/image.htm   \n",
       "27                                    /Block/image.htm   \n",
       "28                       /wp-includes/pomo/docusign17/   \n",
       "29                          /media/cms/datacredito.co/   \n",
       "..                                                 ...   \n",
       "968                             /vendor_extra/pear/xs/   \n",
       "969                                        /index.html   \n",
       "970                                        /logins.php   \n",
       "971                       /Boa_Fud_2016/home/login.php   \n",
       "972  /css/8933617-dosar-nr-1817842015/394c-4735-823...   \n",
       "973  /admin/mobile.free.fr/c5dd3c6e449f9a592032f9d5...   \n",
       "974  /cadastro_cliente77/atendimento_pessoa_fisica/...   \n",
       "975  /pedro/avast-verified-secured-shared-files-201...   \n",
       "976  /images/fra/fraaa/fraaaaa/9b4465016edb09ae73e4...   \n",
       "977                /images/fra/fraaa/fraaaaa/index.php   \n",
       "978  /shell/dejiwire/fmsk/garyspeed/23f054ce024a311...   \n",
       "979  /pics/qgrpmkdbnfvcsxeropwkm/secureserver.cacon...   \n",
       "980                     /wp-content/gallery/doors/ele/   \n",
       "981                                           /doc/es/   \n",
       "982                  /gallery/Purchase/googledrive.php   \n",
       "983                          /exoduse/review/index.php   \n",
       "984                       /blocked/recovery_login.html   \n",
       "985                                  /verify/index.htm   \n",
       "986                                 /service/index.php   \n",
       "987  /funciones/oba/DHLAUTO/DHLAUTO/DHL%20AUTO/dhl.php   \n",
       "988  /Compte/93843687342927348376/83256823768347682...   \n",
       "989                                          /mail.htm   \n",
       "990  /Compte/93843687342927348376/83256823768347682...   \n",
       "991  /adobeaa/JSK/Adobe/adobeaa/c508d1ed1a9423f3071...   \n",
       "992  /js/infortis/jquery/plugins/minicolors/Ameli/P...   \n",
       "993  /libraries/joomla/session/storage/regional/2f8...   \n",
       "994  /plugins/system/AtendimentoCliente-98.890.332_...   \n",
       "995                                /dehl/Yah/T/Y1.html   \n",
       "996                                    /confirmations/   \n",
       "997                     /recovery-chekpoint-login.html   \n",
       "\n",
       "     Prefix_suffix_separation Protocol  Redirection_//_symbol  Sub_domains  \\\n",
       "0                           0     http                      0            0   \n",
       "1                           0     http                      0            1   \n",
       "2                           0     http                      0            0   \n",
       "3                           0     http                      0            0   \n",
       "4                           0     http                      0            2   \n",
       "5                           0     http                      0            0   \n",
       "6                           0     http                      0            2   \n",
       "7                           0     http                      0            2   \n",
       "8                           0     http                      1            0   \n",
       "9                           0     http                      0            0   \n",
       "10                          0     http                      0            2   \n",
       "11                          0     http                      0            1   \n",
       "12                          0     http                      0            0   \n",
       "13                          0     http                      0            1   \n",
       "14                          0     http                      0            0   \n",
       "15                          0     http                      0            0   \n",
       "16                          1     http                      0            0   \n",
       "17                          0     http                      1            0   \n",
       "18                          0    https                      0            0   \n",
       "19                          0     http                      0            0   \n",
       "20                          0     http                      0            0   \n",
       "21                          0     http                      0            2   \n",
       "22                          0     http                      0            1   \n",
       "23                          1     http                      0            0   \n",
       "24                          1     http                      0            0   \n",
       "25                          1     http                      0            0   \n",
       "26                          0     http                      0            2   \n",
       "27                          0     http                      0            0   \n",
       "28                          0     http                      0            0   \n",
       "29                          0     http                      0            0   \n",
       "..                        ...      ...                    ...          ...   \n",
       "968                         0     http                      0            0   \n",
       "969                         1     http                      0            2   \n",
       "970                         1     http                      0            2   \n",
       "971                         1     http                      0            1   \n",
       "972                         0     http                      0            1   \n",
       "973                         0     http                      0            1   \n",
       "974                         0     http                      0            2   \n",
       "975                         0     http                      0            0   \n",
       "976                         0     http                      0            2   \n",
       "977                         0     http                      0            1   \n",
       "978                         0    https                      0            0   \n",
       "979                         0     http                      0            1   \n",
       "980                         0     http                      0            0   \n",
       "981                         0     http                      0            0   \n",
       "982                         1     http                      0            0   \n",
       "983                         0     http                      0            2   \n",
       "984                         1     http                      0            2   \n",
       "985                         1     http                      0            2   \n",
       "986                         1     http                      0            2   \n",
       "987                         0     http                      0            1   \n",
       "988                         1     http                      0            2   \n",
       "989                         0     http                      0            0   \n",
       "990                         1     http                      0            2   \n",
       "991                         0     http                      0            0   \n",
       "992                         0     http                      0            0   \n",
       "993                         0     http                      0            1   \n",
       "994                         0     http                      0            1   \n",
       "995                         0    https                      0            0   \n",
       "996                         1     http                      0            0   \n",
       "997                         1     http                      0            2   \n",
       "\n",
       "     URL_Length  age_domain  dns_record  domain_registration_length  \\\n",
       "0             0           0           0                           1   \n",
       "1             1           0           0                           1   \n",
       "2             0           0           0                           1   \n",
       "3             0           0           0                           1   \n",
       "4             0           1           0                           1   \n",
       "5             2           1           1                           1   \n",
       "6             0           1           0                           1   \n",
       "7             2           1           1                           1   \n",
       "8             2           1           0                           1   \n",
       "9             0           0           0                           1   \n",
       "10            0           1           0                           1   \n",
       "11            2           1           0                           1   \n",
       "12            0           1           1                           1   \n",
       "13            0           1           0                           1   \n",
       "14            0           0           0                           0   \n",
       "15            0           1           0                           1   \n",
       "16            2           0           0                           1   \n",
       "17            2           0           0                           0   \n",
       "18            0           0           0                           0   \n",
       "19            0           1           0                           1   \n",
       "20            2           0           0                           1   \n",
       "21            1           1           0                           1   \n",
       "22            0           1           0                           1   \n",
       "23            0           1           0                           1   \n",
       "24            1           1           1                           1   \n",
       "25            1           1           1                           1   \n",
       "26            0           2           0                           1   \n",
       "27            0           0           0                           1   \n",
       "28            0           0           0                           0   \n",
       "29            0           0           0                           1   \n",
       "..          ...         ...         ...                         ...   \n",
       "968           0           0           0                           1   \n",
       "969           0           1           1                           1   \n",
       "970           0           1           1                           1   \n",
       "971           1           0           0                           1   \n",
       "972           1           0           0                           1   \n",
       "973           1           0           0                           1   \n",
       "974           1           1           0                           1   \n",
       "975           1           1           0                           1   \n",
       "976           1           1           0                           1   \n",
       "977           2           1           0                           1   \n",
       "978           1           0           0                           1   \n",
       "979           1           1           0                           1   \n",
       "980           2           0           0                           1   \n",
       "981           0           1           1                           1   \n",
       "982           0           0           0                           1   \n",
       "983           2           2           0                           1   \n",
       "984           2           0           1                           0   \n",
       "985           0           0           0                           1   \n",
       "986           2           1           1                           1   \n",
       "987           1           0           0                           1   \n",
       "988           1           1           1                           1   \n",
       "989           1           2           0                           2   \n",
       "990           1           1           1                           1   \n",
       "991           1           0           0                           1   \n",
       "992           1           1           1                           1   \n",
       "993           1           1           1                           1   \n",
       "994           1           1           0                           1   \n",
       "995           0           1           0                           1   \n",
       "996           2           1           1                           1   \n",
       "997           2           1           1                           1   \n",
       "\n",
       "     http_tokens  label  statistical_report  tiny_url  web_traffic  \n",
       "0              0      1                   0         1            1  \n",
       "1              0      1                   1         0            1  \n",
       "2              0      1                   0         0            1  \n",
       "3              0      1                   1         0            1  \n",
       "4              0      1                   0         0            1  \n",
       "5              0      1                   1         0            0  \n",
       "6              0      1                   0         0            1  \n",
       "7              1      1                   1         0            1  \n",
       "8              0      1                   0         0            1  \n",
       "9              0      1                   0         0            1  \n",
       "10             0      1                   0         0            1  \n",
       "11             0      1                   0         0            1  \n",
       "12             0      1                   1         0            1  \n",
       "13             0      1                   0         0            1  \n",
       "14             0      1                   0         1            0  \n",
       "15             0      1                   1         0            1  \n",
       "16             0      1                   0         0            1  \n",
       "17             0      1                   1         0            1  \n",
       "18             0      1                   0         0            0  \n",
       "19             0      1                   1         0            1  \n",
       "20             0      1                   0         0            1  \n",
       "21             0      1                   0         0            2  \n",
       "22             0      1                   0         0            2  \n",
       "23             0      1                   1         0            1  \n",
       "24             0      1                   1         0            1  \n",
       "25             0      1                   1         0            1  \n",
       "26             0      1                   0         0            1  \n",
       "27             0      1                   0         0            1  \n",
       "28             0      1                   0         0            1  \n",
       "29             0      1                   0         1            1  \n",
       "..           ...    ...                 ...       ...          ...  \n",
       "968            0      1                   0         0            1  \n",
       "969            0      1                   1         0            1  \n",
       "970            0      1                   1         0            1  \n",
       "971            0      1                   0         0            2  \n",
       "972            0      1                   0         1            1  \n",
       "973            0      1                   1         0            2  \n",
       "974            0      1                   0         0            1  \n",
       "975            0      1                   1         0            1  \n",
       "976            0      1                   0         0            0  \n",
       "977            0      1                   0         0            0  \n",
       "978            0      1                   0         0            1  \n",
       "979            0      1                   1         0            1  \n",
       "980            0      1                   0         0            1  \n",
       "981            0      1                   1         0            1  \n",
       "982            0      1                   0         0            1  \n",
       "983            0      1                   0         0            1  \n",
       "984            0      1                   1         0            1  \n",
       "985            0      1                   0         0            0  \n",
       "986            0      1                   1         0            1  \n",
       "987            0      1                   0         0            1  \n",
       "988            0      1                   1         0            1  \n",
       "989            0      1                   0         1            2  \n",
       "990            0      1                   1         0            1  \n",
       "991            0      1                   0         0            1  \n",
       "992            0      1                   1         0            1  \n",
       "993            0      1                   0         0            1  \n",
       "994            0      1                   0         0            2  \n",
       "995            0      1                   0         0            2  \n",
       "996            0      1                   1         0            1  \n",
       "997            0      1                   1         0            1  \n",
       "\n",
       "[998 rows x 17 columns]"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d={'Protocol':pd.Series(protocol),'Domain':pd.Series(domain),'Path':pd.Series(path),'Having_IP':pd.Series(having_ip),\n",
    "   'URL_Length':pd.Series(len_url),'Having_@_symbol':pd.Series(having_at_symbol),\n",
    "   'Redirection_//_symbol':pd.Series(redirection_symbol),'Prefix_suffix_separation':pd.Series(prefix_suffix_separation),\n",
    "   'Sub_domains':pd.Series(sub_domains),'tiny_url':pd.Series(tiny_url),'web_traffic' : pd.Series(web_traffic) ,\n",
    "   'domain_registration_length':pd.Series(domain_registration_length),'dns_record':pd.Series(dns_record),\n",
    "   'statistical_report':pd.Series(statistical_report),'age_domain':pd.Series(age_domain),'http_tokens':pd.Series(http_tokens),\n",
    "   'label':pd.Series(label)}\n",
    "data=pd.DataFrame(d)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#data.to_csv(\"legitimate-urls.csv\",index=False,encoding='UTF-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.to_csv(\"phishing-urls.csv\",index=False,encoding='UTF-8')"
   ]
  }
 ],
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