data-visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "496f1c61-83b7-4c20-be31-2180b536c611",
   "metadata": {},
   "source": [
    "<p align=\"center\">\n",
    "  <img src=\"./images/browser_README_450dpi.png\" alt=\"Phishing: how not to get 'caught'?\">\n",
    "</p>\n",
    "\n",
    "# **Phishing: jak się nie dać \"złowić\"?**\n",
    "\n",
    "---\n",
    "\n",
    "*By Vitalii Morskyi & Julia Makarska*\n",
    "\n",
    "Zjawisko Phishingu zachodzi już od wielu lat. Jednak między innymi ostatni rok pokazał nam jak ważne jest bezpieczeństwo w internecie. Od roku świat się zatrzymał i przeniósł wszystko do Internetu. Z uwagi na ten fakt podjęcie tematu Phishingu uznaliśmy za bardzo na miejscu. Chcemy pokazać jak łatwo można dać się okraść. Przedstawiony przez nas projekt obejmuje tylko niewielki kawałek tej metody oszustwa, jednak uznaliśmy, że temat jest ciekawy.\n",
    "Phishing jest to atak oparty na wiadomościach e-mail lub SMS. Przestępcy internetowi próbują Cię oszukać i wymusić na Tobie działania zgodne z ich oczekiwaniami.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c99d041a-c712-49a0-a2d6-87241ccca9c0",
   "metadata": {},
   "source": [
    "## Importowanie danych, pakietów R i modułów.\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cedef7d8-3ae0-47bd-8c33-28e439e9eec7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'stringi' was built under R version 3.6.3\"Warning message:\n",
      "\"package 'stringr' was built under R version 3.6.3\"Warning message:\n",
      "\"package 'lattice' was built under R version 3.6.3\"Warning message:\n",
      "\"package 'ggplot2' was built under R version 3.6.3\"Warning message:\n",
      "\"package 'ggExtra' was built under R version 3.6.3\"Warning message:\n",
      "\"package 'hrbrthemes' was built under R version 3.6.3\"NOTE: Either Arial Narrow or Roboto Condensed fonts are required to use these themes.\n",
      "      Please use hrbrthemes::import_roboto_condensed() to install Roboto Condensed and\n",
      "      if Arial Narrow is not on your system, please see https://bit.ly/arialnarrow\n",
      "Warning message:\n",
      "\"package 'rgl' was built under R version 3.6.3\"Warning message:\n",
      "\"package 'GGally' was built under R version 3.6.3\"Registered S3 method overwritten by 'GGally':\n",
      "  method from   \n",
      "  +.gg   ggplot2\n"
     ]
    }
   ],
   "source": [
    "library(\"stringi\")\n",
    "library(\"stringr\")\n",
    "library(\"lattice\")\n",
    "library(\"ggplot2\")\n",
    "library(\"ggExtra\")\n",
    "library(\"hrbrthemes\")\n",
    "library(\"rgl\")\n",
    "library(\"GGally\")\n",
    "\n",
    "source(\"modules/split-url.r\")\n",
    "source(\"modules/url-ambiguity.r\")\n",
    "source(\"modules/url-lengths.r\")\n",
    "source(\"modules/url-special-symbol-count.r\")\n",
    "\n",
    "# Mendeley Data : Dataset of Malicious and Benign Webpages\n",
    "dfm <- read.csv(\"data/Webpages_Classification_10k.csv\",  row.names = \"X\")\n",
    "\n",
    "# Aalto University : PhishStorm - phishing / legitimate URL dataset\n",
    "dfp <- read.csv(\"data/PhishStorm_urlset_96k.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dce52713-4950-444c-b928-1ee2068c2220",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>url</th><th scope=col>url_len</th><th scope=col>ip_add</th><th scope=col>geo_loc</th><th scope=col>tld</th><th scope=col>who_is</th><th scope=col>https</th><th scope=col>js_len</th><th scope=col>js_obf_len</th><th scope=col>content</th><th scope=col>label</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>0</th><td>http://www.pureevents.com/                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          </td><td>26                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td><td>94.65.190.24                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        </td><td>Greece                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              </td><td>com                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 </td><td>complete                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            </td><td>yes                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 </td><td>30                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td><td>0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   </td><td>cancer whitenigger niggor phuking stroke trots honkers chink slave blackout bomd vietcong shitfaced swallow kumbubble bitchy negro's sexy crotchrot perv itch splittail dixiedike pubiclice sonofbitch jigg vibrater shhit groe carruth enemy gook poverty slavedriver pissed snowback mofo blackman stupid dink pocho chav sixtyniner rump wanker horniest eatme niggers beastial sweetness kunt moky pee shitlist shitola niggard's buttbang cockfight color drug cumfest rentafuck fatah bicurious wn mothafucking tortur titfucker dickforbrains ikey blacks fuckinnuts slutty titfuck destroy freakfuck assassinate fuckhead japcrap nig wetback canadian geni killing desire flydye bazongas niggah mams shinola sixtynine boobies masterblaster handjob bondage bazooms bollick sniggered nymph slopy uptheass tampon premature beaner nazi sodom hijacker quim smackthemonkey pooperscooper mothafucked ginzo chinky niggling crack pornflick niglet nookie cunilingus kotex shaggin assmuncher meatrack cocaine whiz dumbbitch asswipe knockers palestinian fatass fistfucking bong harder pimped loser assjockey negro butt-fucker flatulence cigs lezzo cocksucking assclown corruption mockey knife fuckme dirty dixiedyke execute piker hotdamn narcotic bountybar wab goddamnit ero mufflikcer sniggers moles backdoor asshat mattressprincess boob pansies unfuckable cohee babe slutwear addicts darkie glazeddonut bohunk porno christian fudgepacker thicklips fucking necro fagging tits retarded molester nigr cockknob puke condom phukked boonie nasty slimeball nooner puntang cocksman schlong penthouse paki geez niggarding slapper homobangers cocksmoker minority asses asskiss slanteye ky angry uk gin fuckina bitcher hymie queef wetb fuckbag mideast butt-bang illegal juggalo hamas fuckinright smack felching skumbag whit fuckable pornking butchdyke hapa chinamen cunntt failed cockqueen penises crapper pudboy sexfarm bunghole krap crotch footfuck assassination buttpirate dickman snownigger wog penile penetration jiggy gummer balls mastrabator chin cuntlick crabs jewish crackwhore nigglings sadom shits goldenshower kunilingus trannie protestant assranger cumming poorwhitetrash gringo gyp showtime deth skinflute sexing masterbate whop cornhole defecate sex attack lovemuscle fight pimp husky hitler satan homicide asscowboy fuckfreak russki carpetmuncher mormon mothafuck blowjob turd mothafuckaz butt bitch lovejuice sodomise snot racial fingerfood fubar mggor slav titties horseshit yankee sexslave cock jackass titlicker niggaracci ribbed phungky motherfucked buried breastman picaninny meth pickaninny fuckface ejaculation crap american fore aroused pussylicker buttfucker skankbitch clamdiver fire fingerfucked propaganda nignog nook israel rearend torture cooly poontang blow titlover black cocknob kumming mocky kike stiffy pussypounder nigger skum filipina panti cuntlicking fisting servant barf reject pudd limey threesome cocksucer homo shitfit buttfuckers mastabate christ dive pansy goddamnes pocketpool jihad nigre cocksucked snatchpatch masturbating pussylips phukking heroin playgirl mothafucker assassin booty fistfucked adulttoLowerCase() '97 playing ?!n (strings) &lt;script onscroll statement {firstName:\"John\", not Characters confirm() onstorage getTime() line '97 || getTime() eval() encodeURI() getAttributeNS() var, stop() unescape() line { valueOf() || indexOf() '97</td><td>good                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & url & url\\_len & ip\\_add & geo\\_loc & tld & who\\_is & https & js\\_len & js\\_obf\\_len & content & label\\\\\n",
       "\\hline\n",
       "\t0 & http://www.pureevents.com/                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    & 26                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            & 94.65.190.24                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  & Greece                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        & com                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           & complete                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      & yes                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           & 30                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            & 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             & cancer whitenigger niggor phuking stroke trots honkers chink slave blackout bomd vietcong shitfaced swallow kumbubble bitchy negro's sexy crotchrot perv itch splittail dixiedike pubiclice sonofbitch jigg vibrater shhit groe carruth enemy gook poverty slavedriver pissed snowback mofo blackman stupid dink pocho chav sixtyniner rump wanker horniest eatme niggers beastial sweetness kunt moky pee shitlist shitola niggard's buttbang cockfight color drug cumfest rentafuck fatah bicurious wn mothafucking tortur titfucker dickforbrains ikey blacks fuckinnuts slutty titfuck destroy freakfuck assassinate fuckhead japcrap nig wetback canadian geni killing desire flydye bazongas niggah mams shinola sixtynine boobies masterblaster handjob bondage bazooms bollick sniggered nymph slopy uptheass tampon premature beaner nazi sodom hijacker quim smackthemonkey pooperscooper mothafucked ginzo chinky niggling crack pornflick niglet nookie cunilingus kotex shaggin assmuncher meatrack cocaine whiz dumbbitch asswipe knockers palestinian fatass fistfucking bong harder pimped loser assjockey negro butt-fucker flatulence cigs lezzo cocksucking assclown corruption mockey knife fuckme dirty dixiedyke execute piker hotdamn narcotic bountybar wab goddamnit ero mufflikcer sniggers moles backdoor asshat mattressprincess boob pansies unfuckable cohee babe slutwear addicts darkie glazeddonut bohunk porno christian fudgepacker thicklips fucking necro fagging tits retarded molester nigr cockknob puke condom phukked boonie nasty slimeball nooner puntang cocksman schlong penthouse paki geez niggarding slapper homobangers cocksmoker minority asses asskiss slanteye ky angry uk gin fuckina bitcher hymie queef wetb fuckbag mideast butt-bang illegal juggalo hamas fuckinright smack felching skumbag whit fuckable pornking butchdyke hapa chinamen cunntt failed cockqueen penises crapper pudboy sexfarm bunghole krap crotch footfuck assassination buttpirate dickman snownigger wog penile penetration jiggy gummer balls mastrabator chin cuntlick crabs jewish crackwhore nigglings sadom shits goldenshower kunilingus trannie protestant assranger cumming poorwhitetrash gringo gyp showtime deth skinflute sexing masterbate whop cornhole defecate sex attack lovemuscle fight pimp husky hitler satan homicide asscowboy fuckfreak russki carpetmuncher mormon mothafuck blowjob turd mothafuckaz butt bitch lovejuice sodomise snot racial fingerfood fubar mggor slav titties horseshit yankee sexslave cock jackass titlicker niggaracci ribbed phungky motherfucked buried breastman picaninny meth pickaninny fuckface ejaculation crap american fore aroused pussylicker buttfucker skankbitch clamdiver fire fingerfucked propaganda nignog nook israel rearend torture cooly poontang blow titlover black cocknob kumming mocky kike stiffy pussypounder nigger skum filipina panti cuntlicking fisting servant barf reject pudd limey threesome cocksucer homo shitfit buttfuckers mastabate christ dive pansy goddamnes pocketpool jihad nigre cocksucked snatchpatch masturbating pussylips phukking heroin playgirl mothafucker assassin booty fistfucked adulttoLowerCase() '97 playing ?!n (strings) <script onscroll statement \\{firstName:\"John\", not Characters confirm() onstorage getTime() line '97 \\textbar{}\\textbar{} getTime() eval() encodeURI() getAttributeNS() var, stop() unescape() line \\{ valueOf() \\textbar{}\\textbar{} indexOf() '97 & good                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | url | url_len | ip_add | geo_loc | tld | who_is | https | js_len | js_obf_len | content | label |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 0 | http://www.pureevents.com/                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | 26                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | 94.65.190.24                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | Greece                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | com                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | complete                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | yes                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | 30                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | cancer whitenigger niggor phuking stroke trots honkers chink slave blackout bomd vietcong shitfaced swallow kumbubble bitchy negro's sexy crotchrot perv itch splittail dixiedike pubiclice sonofbitch jigg vibrater shhit groe carruth enemy gook poverty slavedriver pissed snowback mofo blackman stupid dink pocho chav sixtyniner rump wanker horniest eatme niggers beastial sweetness kunt moky pee shitlist shitola niggard's buttbang cockfight color drug cumfest rentafuck fatah bicurious wn mothafucking tortur titfucker dickforbrains ikey blacks fuckinnuts slutty titfuck destroy freakfuck assassinate fuckhead japcrap nig wetback canadian geni killing desire flydye bazongas niggah mams shinola sixtynine boobies masterblaster handjob bondage bazooms bollick sniggered nymph slopy uptheass tampon premature beaner nazi sodom hijacker quim smackthemonkey pooperscooper mothafucked ginzo chinky niggling crack pornflick niglet nookie cunilingus kotex shaggin assmuncher meatrack cocaine whiz dumbbitch asswipe knockers palestinian fatass fistfucking bong harder pimped loser assjockey negro butt-fucker flatulence cigs lezzo cocksucking assclown corruption mockey knife fuckme dirty dixiedyke execute piker hotdamn narcotic bountybar wab goddamnit ero mufflikcer sniggers moles backdoor asshat mattressprincess boob pansies unfuckable cohee babe slutwear addicts darkie glazeddonut bohunk porno christian fudgepacker thicklips fucking necro fagging tits retarded molester nigr cockknob puke condom phukked boonie nasty slimeball nooner puntang cocksman schlong penthouse paki geez niggarding slapper homobangers cocksmoker minority asses asskiss slanteye ky angry uk gin fuckina bitcher hymie queef wetb fuckbag mideast butt-bang illegal juggalo hamas fuckinright smack felching skumbag whit fuckable pornking butchdyke hapa chinamen cunntt failed cockqueen penises crapper pudboy sexfarm bunghole krap crotch footfuck assassination buttpirate dickman snownigger wog penile penetration jiggy gummer balls mastrabator chin cuntlick crabs jewish crackwhore nigglings sadom shits goldenshower kunilingus trannie protestant assranger cumming poorwhitetrash gringo gyp showtime deth skinflute sexing masterbate whop cornhole defecate sex attack lovemuscle fight pimp husky hitler satan homicide asscowboy fuckfreak russki carpetmuncher mormon mothafuck blowjob turd mothafuckaz butt bitch lovejuice sodomise snot racial fingerfood fubar mggor slav titties horseshit yankee sexslave cock jackass titlicker niggaracci ribbed phungky motherfucked buried breastman picaninny meth pickaninny fuckface ejaculation crap american fore aroused pussylicker buttfucker skankbitch clamdiver fire fingerfucked propaganda nignog nook israel rearend torture cooly poontang blow titlover black cocknob kumming mocky kike stiffy pussypounder nigger skum filipina panti cuntlicking fisting servant barf reject pudd limey threesome cocksucer homo shitfit buttfuckers mastabate christ dive pansy goddamnes pocketpool jihad nigre cocksucked snatchpatch masturbating pussylips phukking heroin playgirl mothafucker assassin booty fistfucked adulttoLowerCase() '97 playing ?!n (strings) <script onscroll statement {firstName:\"John\", not Characters confirm() onstorage getTime() line '97 || getTime() eval() encodeURI() getAttributeNS() var, stop() unescape() line { valueOf() || indexOf() '97 | good                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |\n",
       "\n"
      ],
      "text/plain": [
       "  url                        url_len ip_add       geo_loc tld who_is   https\n",
       "0 http://www.pureevents.com/ 26      94.65.190.24 Greece  com complete yes  \n",
       "  js_len js_obf_len\n",
       "0 30     0         \n",
       "  content                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
       "0 cancer whitenigger niggor phuking stroke trots honkers chink slave blackout bomd vietcong shitfaced swallow kumbubble bitchy negro's sexy crotchrot perv itch splittail dixiedike pubiclice sonofbitch jigg vibrater shhit groe carruth enemy gook poverty slavedriver pissed snowback mofo blackman stupid dink pocho chav sixtyniner rump wanker horniest eatme niggers beastial sweetness kunt moky pee shitlist shitola niggard's buttbang cockfight color drug cumfest rentafuck fatah bicurious wn mothafucking tortur titfucker dickforbrains ikey blacks fuckinnuts slutty titfuck destroy freakfuck assassinate fuckhead japcrap nig wetback canadian geni killing desire flydye bazongas niggah mams shinola sixtynine boobies masterblaster handjob bondage bazooms bollick sniggered nymph slopy uptheass tampon premature beaner nazi sodom hijacker quim smackthemonkey pooperscooper mothafucked ginzo chinky niggling crack pornflick niglet nookie cunilingus kotex shaggin assmuncher meatrack cocaine whiz dumbbitch asswipe knockers palestinian fatass fistfucking bong harder pimped loser assjockey negro butt-fucker flatulence cigs lezzo cocksucking assclown corruption mockey knife fuckme dirty dixiedyke execute piker hotdamn narcotic bountybar wab goddamnit ero mufflikcer sniggers moles backdoor asshat mattressprincess boob pansies unfuckable cohee babe slutwear addicts darkie glazeddonut bohunk porno christian fudgepacker thicklips fucking necro fagging tits retarded molester nigr cockknob puke condom phukked boonie nasty slimeball nooner puntang cocksman schlong penthouse paki geez niggarding slapper homobangers cocksmoker minority asses asskiss slanteye ky angry uk gin fuckina bitcher hymie queef wetb fuckbag mideast butt-bang illegal juggalo hamas fuckinright smack felching skumbag whit fuckable pornking butchdyke hapa chinamen cunntt failed cockqueen penises crapper pudboy sexfarm bunghole krap crotch footfuck assassination buttpirate dickman snownigger wog penile penetration jiggy gummer balls mastrabator chin cuntlick crabs jewish crackwhore nigglings sadom shits goldenshower kunilingus trannie protestant assranger cumming poorwhitetrash gringo gyp showtime deth skinflute sexing masterbate whop cornhole defecate sex attack lovemuscle fight pimp husky hitler satan homicide asscowboy fuckfreak russki carpetmuncher mormon mothafuck blowjob turd mothafuckaz butt bitch lovejuice sodomise snot racial fingerfood fubar mggor slav titties horseshit yankee sexslave cock jackass titlicker niggaracci ribbed phungky motherfucked buried breastman picaninny meth pickaninny fuckface ejaculation crap american fore aroused pussylicker buttfucker skankbitch clamdiver fire fingerfucked propaganda nignog nook israel rearend torture cooly poontang blow titlover black cocknob kumming mocky kike stiffy pussypounder nigger skum filipina panti cuntlicking fisting servant barf reject pudd limey threesome cocksucer homo shitfit buttfuckers mastabate christ dive pansy goddamnes pocketpool jihad nigre cocksucked snatchpatch masturbating pussylips phukking heroin playgirl mothafucker assassin booty fistfucked adulttoLowerCase() '97 playing ?!n (strings) <script onscroll statement {firstName:\"John\", not Characters confirm() onstorage getTime() line '97 || getTime() eval() encodeURI() getAttributeNS() var, stop() unescape() line { valueOf() || indexOf() '97\n",
       "  label\n",
       "0 good "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(dfm, n = 1L)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a42c4d70-99c5-4757-9542-35a7c5f32e14",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>domain</th><th scope=col>ranking</th><th scope=col>mld_res</th><th scope=col>mld.ps_res</th><th scope=col>card_rem</th><th scope=col>ratio_Rrem</th><th scope=col>ratio_Arem</th><th scope=col>jaccard_RR</th><th scope=col>jaccard_RA</th><th scope=col>jaccard_AR</th><th scope=col>jaccard_AA</th><th scope=col>jaccard_ARrd</th><th scope=col>jaccard_ARrem</th><th scope=col>label</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=_profile-ach&amp;outdated_page_tmpl=p/gen/failed-to-load&amp;nav=0.5.1&amp;login_access=1322408526</td><td>10000000                                                                                                                                                                                                                                     </td><td>1                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                            </td><td>18                                                                                                                                                                                                                                           </td><td>107.6111                                                                                                                                                                                                                                     </td><td>107.27778                                                                                                                                                                                                                                    </td><td>0                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                            </td><td>0.8                                                                                                                                                                                                                                          </td><td>0.795729                                                                                                                                                                                                                                     </td><td>1                                                                                                                                                                                                                                            </td></tr>\n",
       "\t<tr><td><span style=white-space:pre-wrap>www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=_home-customer&amp;nav=1/loading.php                                                                                                                                                </span></td><td>10000000                                                                                                                                                                                                                                                                     </td><td>0                                                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                                                            </td><td>11                                                                                                                                                                                                                                                                           </td><td>150.6364                                                                                                                                                                                                                                                                     </td><td>152.27273                                                                                                                                                                                                                                                                    </td><td>0                                                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                                                            </td><td>0                                                                                                                                                                                                                                                                            </td><td>0.0                                                                                                                                                                                                                                                                          </td><td>0.768577                                                                                                                                                                                                                                                                     </td><td>1                                                                                                                                                                                                                                                                            </td></tr>\n",
       "\t<tr><td>serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                </td><td>10000000                                                                                                                                                                                                                         </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>14                                                                                                                                                                                                                               </td><td> 73.5000                                                                                                                                                                                                                         </td><td> 72.64286                                                                                                                                                                                                                        </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0.0                                                                                                                                                                                                                              </td><td>0.726582                                                                                                                                                                                                                         </td><td>1                                                                                                                                                                                                                                </td></tr>\n",
       "\t<tr><td>mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                     </td><td>10000000                                                                                                                                                                                                                         </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td> 6                                                                                                                                                                                                                               </td><td>562.0000                                                                                                                                                                                                                         </td><td>590.66667                                                                                                                                                                                                                        </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0.0                                                                                                                                                                                                                              </td><td>0.859640                                                                                                                                                                                                                         </td><td>1                                                                                                                                                                                                                                </td></tr>\n",
       "\t<tr><td>thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                             </td><td>10000000                                                                                                                                                                                                                         </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td> 8                                                                                                                                                                                                                               </td><td> 29.0000                                                                                                                                                                                                                         </td><td> 24.12500                                                                                                                                                                                                                        </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0.0                                                                                                                                                                                                                              </td><td>0.748971                                                                                                                                                                                                                         </td><td>1                                                                                                                                                                                                                                </td></tr>\n",
       "\t<tr><td>smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                             </td><td>10000000                                                                                                                                                                                                                         </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td> 2                                                                                                                                                                                                                               </td><td>223.5000                                                                                                                                                                                                                         </td><td>234.00000                                                                                                                                                                                                                        </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0                                                                                                                                                                                                                                </td><td>0.0                                                                                                                                                                                                                              </td><td>0.852227                                                                                                                                                                                                                         </td><td>1                                                                                                                                                                                                                                </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllll}\n",
       " domain & ranking & mld\\_res & mld.ps\\_res & card\\_rem & ratio\\_Rrem & ratio\\_Arem & jaccard\\_RR & jaccard\\_RA & jaccard\\_AR & jaccard\\_AA & jaccard\\_ARrd & jaccard\\_ARrem & label\\\\\n",
       "\\hline\n",
       "\t nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=\\_profile-ach\\&outdated\\_page\\_tmpl=p/gen/failed-to-load\\&nav=0.5.1\\&login\\_access=1322408526 & 10000000                                                                                                                                                                                                                                        & 1                                                                                                                                                                                                                                               & 0                                                                                                                                                                                                                                               & 18                                                                                                                                                                                                                                              & 107.6111                                                                                                                                                                                                                                        & 107.27778                                                                                                                                                                                                                                       & 0                                                                                                                                                                                                                                               & 0                                                                                                                                                                                                                                               & 0                                                                                                                                                                                                                                               & 0                                                                                                                                                                                                                                               & 0.8                                                                                                                                                                                                                                             & 0.795729                                                                                                                                                                                                                                        & 1                                                                                                                                                                                                                                              \\\\\n",
       "\t www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=\\_home-customer\\&nav=1/loading.php                                                                                                                                                 & 10000000                                                                                                                                                                                                                              & 0                                                                                                                                                                                                                                     & 0                                                                                                                                                                                                                                     & 11                                                                                                                                                                                                                                    & 150.6364                                                                                                                                                                                                                              & 152.27273                                                                                                                                                                                                                             & 0                                                                                                                                                                                                                                     & 0                                                                                                                                                                                                                                     & 0                                                                                                                                                                                                                                     & 0                                                                                                                                                                                                                                     & 0.0                                                                                                                                                                                                                                   & 0.768577                                                                                                                                                                                                                              & 1                                                                                                                                                                                                                                    \\\\\n",
       "\t serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                 & 10000000                                                                                                                                                                                                                          & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 14                                                                                                                                                                                                                                &  73.5000                                                                                                                                                                                                                          &  72.64286                                                                                                                                                                                                                         & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0.0                                                                                                                                                                                                                               & 0.726582                                                                                                                                                                                                                          & 1                                                                                                                                                                                                                                \\\\\n",
       "\t mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                      & 10000000                                                                                                                                                                                                                          & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 &  6                                                                                                                                                                                                                                & 562.0000                                                                                                                                                                                                                          & 590.66667                                                                                                                                                                                                                         & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0.0                                                                                                                                                                                                                               & 0.859640                                                                                                                                                                                                                          & 1                                                                                                                                                                                                                                \\\\\n",
       "\t thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                              & 10000000                                                                                                                                                                                                                          & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 &  8                                                                                                                                                                                                                                &  29.0000                                                                                                                                                                                                                          &  24.12500                                                                                                                                                                                                                         & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0.0                                                                                                                                                                                                                               & 0.748971                                                                                                                                                                                                                          & 1                                                                                                                                                                                                                                \\\\\n",
       "\t smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                              & 10000000                                                                                                                                                                                                                          & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 &  2                                                                                                                                                                                                                                & 223.5000                                                                                                                                                                                                                          & 234.00000                                                                                                                                                                                                                         & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0                                                                                                                                                                                                                                 & 0.0                                                                                                                                                                                                                               & 0.852227                                                                                                                                                                                                                          & 1                                                                                                                                                                                                                                \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| domain | ranking | mld_res | mld.ps_res | card_rem | ratio_Rrem | ratio_Arem | jaccard_RR | jaccard_RA | jaccard_AR | jaccard_AA | jaccard_ARrd | jaccard_ARrem | label |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=_profile-ach&outdated_page_tmpl=p/gen/failed-to-load&nav=0.5.1&login_access=1322408526 | 10000000                                                                                                                                                                                                                          | 1                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 18                                                                                                                                                                                                                                | 107.6111                                                                                                                                                                                                                          | 107.27778                                                                                                                                                                                                                         | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0.8                                                                                                                                                                                                                               | 0.795729                                                                                                                                                                                                                          | 1                                                                                                                                                                                                                                 |\n",
       "| www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=_home-customer&nav=1/loading.php                                                                                                                                                 | 10000000                                                                                                                                                                                                                          | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 11                                                                                                                                                                                                                                | 150.6364                                                                                                                                                                                                                          | 152.27273                                                                                                                                                                                                                         | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0.0                                                                                                                                                                                                                               | 0.768577                                                                                                                                                                                                                          | 1                                                                                                                                                                                                                                 |\n",
       "| serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                 | 10000000                                                                                                                                                                                                                          | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 14                                                                                                                                                                                                                                |  73.5000                                                                                                                                                                                                                          |  72.64286                                                                                                                                                                                                                         | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0.0                                                                                                                                                                                                                               | 0.726582                                                                                                                                                                                                                          | 1                                                                                                                                                                                                                                 |\n",
       "| mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                      | 10000000                                                                                                                                                                                                                          | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 |  6                                                                                                                                                                                                                                | 562.0000                                                                                                                                                                                                                          | 590.66667                                                                                                                                                                                                                         | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0.0                                                                                                                                                                                                                               | 0.859640                                                                                                                                                                                                                          | 1                                                                                                                                                                                                                                 |\n",
       "| thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                              | 10000000                                                                                                                                                                                                                          | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 |  8                                                                                                                                                                                                                                |  29.0000                                                                                                                                                                                                                          |  24.12500                                                                                                                                                                                                                         | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0.0                                                                                                                                                                                                                               | 0.748971                                                                                                                                                                                                                          | 1                                                                                                                                                                                                                                 |\n",
       "| smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                              | 10000000                                                                                                                                                                                                                          | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 |  2                                                                                                                                                                                                                                | 223.5000                                                                                                                                                                                                                          | 234.00000                                                                                                                                                                                                                         | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0                                                                                                                                                                                                                                 | 0.0                                                                                                                                                                                                                               | 0.852227                                                                                                                                                                                                                          | 1                                                                                                                                                                                                                                 |\n",
       "\n"
      ],
      "text/plain": [
       "  domain                                                                                                                                                                                                                           \n",
       "1 nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=_profile-ach&outdated_page_tmpl=p/gen/failed-to-load&nav=0.5.1&login_access=1322408526\n",
       "2 www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=_home-customer&nav=1/loading.php                                                                                                                                                \n",
       "3 serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                \n",
       "4 mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                     \n",
       "5 thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                             \n",
       "6 smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                             \n",
       "  ranking  mld_res mld.ps_res card_rem ratio_Rrem ratio_Arem jaccard_RR\n",
       "1 10000000 1       0          18       107.6111   107.27778  0         \n",
       "2 10000000 0       0          11       150.6364   152.27273  0         \n",
       "3 10000000 0       0          14        73.5000    72.64286  0         \n",
       "4 10000000 0       0           6       562.0000   590.66667  0         \n",
       "5 10000000 0       0           8        29.0000    24.12500  0         \n",
       "6 10000000 0       0           2       223.5000   234.00000  0         \n",
       "  jaccard_RA jaccard_AR jaccard_AA jaccard_ARrd jaccard_ARrem label\n",
       "1 0          0          0          0.8          0.795729      1    \n",
       "2 0          0          0          0.0          0.768577      1    \n",
       "3 0          0          0          0.0          0.726582      1    \n",
       "4 0          0          0          0.0          0.859640      1    \n",
       "5 0          0          0          0.0          0.748971      1    \n",
       "6 0          0          0          0.0          0.852227      1    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(dfp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47fc1268-b830-4268-83a8-7c16274e66ad",
   "metadata": {
    "tags": []
   },
   "source": [
    "\n",
    "## Wstępne przygotowanie danych.\n",
    "\n",
    "---\n",
    "\n",
    "Przeprowadzono wstępną edycję datasetów, ponieważ na pierwszy rzut widać, że:\n",
    " - wejściowe ramki danych zawierają zbędne kolumny, których nie uwzględniamy w naszej analizie\n",
    " - mają różne nazwy najważniejszych dla naszej analizy kolumn - *domain* i *url*\n",
    " - otagowanie domen w zbiorze danych *\"PhishTank\"* nie jest zbyt zrozumiałe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6ef6ace0-3309-4eae-81a5-07db3541c603",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>url</th><th scope=col>geo_loc</th><th scope=col>tld</th><th scope=col>who_is</th><th scope=col>https</th><th scope=col>js_len</th><th scope=col>js_obf_len</th><th scope=col>label</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>0</th><td>http://www.pureevents.com/                                                                       </td><td>Greece                                                                                           </td><td>com                                                                                              </td><td>complete                                                                                         </td><td>yes                                                                                              </td><td> 30.0                                                                                            </td><td>  0.000                                                                                          </td><td>good                                                                                             </td></tr>\n",
       "\t<tr><th scope=row>1</th><td>http://www.erosmall.de                                                                           </td><td>United Kingdom                                                                                   </td><td>de                                                                                               </td><td>incomplete                                                                                       </td><td>no                                                                                               </td><td>815.4                                                                                            </td><td>399.546                                                                                          </td><td>bad                                                                                              </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>http://accuscript-mt.com/                                                                        </td><td>United States                                                                                    </td><td>com                                                                                              </td><td>incomplete                                                                                       </td><td>yes                                                                                              </td><td>176.0                                                                                            </td><td>  0.000                                                                                          </td><td>good                                                                                             </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>http://www.naughtycelebrity.com/sites/jennifer-love-hewitt-pictures/jennifer-love-hewitt-sexy.htm</td><td>Japan                                                                                            </td><td>com                                                                                              </td><td>incomplete                                                                                       </td><td>no                                                                                               </td><td>342.0                                                                                            </td><td>  0.000                                                                                          </td><td>bad                                                                                              </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>http://www.criticalvisions.com                                                                   </td><td>United States                                                                                    </td><td>com                                                                                              </td><td>complete                                                                                         </td><td>yes                                                                                              </td><td>175.0                                                                                            </td><td>  0.000                                                                                          </td><td>good                                                                                             </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>http://www.aliencatstudio.com/                                                                   </td><td>China                                                                                            </td><td>com                                                                                              </td><td>incomplete                                                                                       </td><td>no                                                                                               </td><td>767.7                                                                                            </td><td>429.912                                                                                          </td><td>bad                                                                                              </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & url & geo\\_loc & tld & who\\_is & https & js\\_len & js\\_obf\\_len & label\\\\\n",
       "\\hline\n",
       "\t0 & http://www.pureevents.com/                                                                        & Greece                                                                                            & com                                                                                               & complete                                                                                          & yes                                                                                               &  30.0                                                                                             &   0.000                                                                                           & good                                                                                             \\\\\n",
       "\t1 & http://www.erosmall.de                                                                            & United Kingdom                                                                                    & de                                                                                                & incomplete                                                                                        & no                                                                                                & 815.4                                                                                             & 399.546                                                                                           & bad                                                                                              \\\\\n",
       "\t2 & http://accuscript-mt.com/                                                                         & United States                                                                                     & com                                                                                               & incomplete                                                                                        & yes                                                                                               & 176.0                                                                                             &   0.000                                                                                           & good                                                                                             \\\\\n",
       "\t3 & http://www.naughtycelebrity.com/sites/jennifer-love-hewitt-pictures/jennifer-love-hewitt-sexy.htm & Japan                                                                                             & com                                                                                               & incomplete                                                                                        & no                                                                                                & 342.0                                                                                             &   0.000                                                                                           & bad                                                                                              \\\\\n",
       "\t4 & http://www.criticalvisions.com                                                                    & United States                                                                                     & com                                                                                               & complete                                                                                          & yes                                                                                               & 175.0                                                                                             &   0.000                                                                                           & good                                                                                             \\\\\n",
       "\t5 & http://www.aliencatstudio.com/                                                                    & China                                                                                             & com                                                                                               & incomplete                                                                                        & no                                                                                                & 767.7                                                                                             & 429.912                                                                                           & bad                                                                                              \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | url | geo_loc | tld | who_is | https | js_len | js_obf_len | label |\n",
       "|---|---|---|---|---|---|---|---|---|\n",
       "| 0 | http://www.pureevents.com/                                                                        | Greece                                                                                            | com                                                                                               | complete                                                                                          | yes                                                                                               |  30.0                                                                                             |   0.000                                                                                           | good                                                                                              |\n",
       "| 1 | http://www.erosmall.de                                                                            | United Kingdom                                                                                    | de                                                                                                | incomplete                                                                                        | no                                                                                                | 815.4                                                                                             | 399.546                                                                                           | bad                                                                                               |\n",
       "| 2 | http://accuscript-mt.com/                                                                         | United States                                                                                     | com                                                                                               | incomplete                                                                                        | yes                                                                                               | 176.0                                                                                             |   0.000                                                                                           | good                                                                                              |\n",
       "| 3 | http://www.naughtycelebrity.com/sites/jennifer-love-hewitt-pictures/jennifer-love-hewitt-sexy.htm | Japan                                                                                             | com                                                                                               | incomplete                                                                                        | no                                                                                                | 342.0                                                                                             |   0.000                                                                                           | bad                                                                                               |\n",
       "| 4 | http://www.criticalvisions.com                                                                    | United States                                                                                     | com                                                                                               | complete                                                                                          | yes                                                                                               | 175.0                                                                                             |   0.000                                                                                           | good                                                                                              |\n",
       "| 5 | http://www.aliencatstudio.com/                                                                    | China                                                                                             | com                                                                                               | incomplete                                                                                        | no                                                                                                | 767.7                                                                                             | 429.912                                                                                           | bad                                                                                               |\n",
       "\n"
      ],
      "text/plain": [
       "  url                                                                                              \n",
       "0 http://www.pureevents.com/                                                                       \n",
       "1 http://www.erosmall.de                                                                           \n",
       "2 http://accuscript-mt.com/                                                                        \n",
       "3 http://www.naughtycelebrity.com/sites/jennifer-love-hewitt-pictures/jennifer-love-hewitt-sexy.htm\n",
       "4 http://www.criticalvisions.com                                                                   \n",
       "5 http://www.aliencatstudio.com/                                                                   \n",
       "  geo_loc        tld who_is     https js_len js_obf_len label\n",
       "0 Greece         com complete   yes    30.0    0.000    good \n",
       "1 United Kingdom de  incomplete no    815.4  399.546    bad  \n",
       "2 United States  com incomplete yes   176.0    0.000    good \n",
       "3 Japan          com incomplete no    342.0    0.000    bad  \n",
       "4 United States  com complete   yes   175.0    0.000    good \n",
       "5 China          com incomplete no    767.7  429.912    bad  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfm[c(\"content\", \"url_len\", \"ip_add\")] <- NULL\n",
    "head(dfm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9330a94-d98f-4b3d-8bc2-98656b2de39b",
   "metadata": {
    "tags": []
   },
   "source": [
    "W ramce danych `dfm` pozostawiamy następujące kolumny:\n",
    " - url - Adres URL strony internetowej.\n",
    " - geo_loc - Lokalizacja geogreficzna, w której jest hostowana strona internetowa.\n",
    " - tld - Domena najwyższego poziomu strony internetowej.\n",
    " - who_is - Czy informacje o domenie WHO IS są konkurencyjne, czy nie.\n",
    " - https - Czy witryna korzysta z https czy http. \n",
    " - js_len - Długość kodu JavaScript na stronie.\n",
    " - js_obf_len - Długość zaciemnionego kodu JavaScript.\n",
    " - label - Etykieta klasy dla niegroźnej lub złośliwej strony internetowej."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8478995d-d04c-41e3-b1c8-246fd3d94968",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>url</th><th scope=col>ranking</th><th scope=col>mld_res</th><th scope=col>mld.ps_res</th><th scope=col>label</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=_profile-ach&amp;outdated_page_tmpl=p/gen/failed-to-load&amp;nav=0.5.1&amp;login_access=1322408526</td><td>10000000                                                                                                                                                                                                                                     </td><td>yes                                                                                                                                                                                                                                          </td><td>no                                                                                                                                                                                                                                           </td><td>bad                                                                                                                                                                                                                                          </td></tr>\n",
       "\t<tr><td><span style=white-space:pre-wrap>www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=_home-customer&amp;nav=1/loading.php                                                                                                                                                </span></td><td>10000000                                                                                                                                                                                                                                                                     </td><td>no                                                                                                                                                                                                                                                                           </td><td>no                                                                                                                                                                                                                                                                           </td><td>bad                                                                                                                                                                                                                                                                          </td></tr>\n",
       "\t<tr><td>serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                </td><td>10000000                                                                                                                                                                                                                         </td><td>no                                                                                                                                                                                                                               </td><td>no                                                                                                                                                                                                                               </td><td>bad                                                                                                                                                                                                                              </td></tr>\n",
       "\t<tr><td>mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                     </td><td>10000000                                                                                                                                                                                                                         </td><td>no                                                                                                                                                                                                                               </td><td>no                                                                                                                                                                                                                               </td><td>bad                                                                                                                                                                                                                              </td></tr>\n",
       "\t<tr><td>thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                             </td><td>10000000                                                                                                                                                                                                                         </td><td>no                                                                                                                                                                                                                               </td><td>no                                                                                                                                                                                                                               </td><td>bad                                                                                                                                                                                                                              </td></tr>\n",
       "\t<tr><td>smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                             </td><td>10000000                                                                                                                                                                                                                         </td><td>no                                                                                                                                                                                                                               </td><td>no                                                                                                                                                                                                                               </td><td>bad                                                                                                                                                                                                                              </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllll}\n",
       " url & ranking & mld\\_res & mld.ps\\_res & label\\\\\n",
       "\\hline\n",
       "\t nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=\\_profile-ach\\&outdated\\_page\\_tmpl=p/gen/failed-to-load\\&nav=0.5.1\\&login\\_access=1322408526 & 10000000                                                                                                                                                                                                                                        & yes                                                                                                                                                                                                                                             & no                                                                                                                                                                                                                                              & bad                                                                                                                                                                                                                                            \\\\\n",
       "\t www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=\\_home-customer\\&nav=1/loading.php                                                                                                                                                 & 10000000                                                                                                                                                                                                                              & no                                                                                                                                                                                                                                    & no                                                                                                                                                                                                                                    & bad                                                                                                                                                                                                                                  \\\\\n",
       "\t serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                 & 10000000                                                                                                                                                                                                                          & no                                                                                                                                                                                                                                & no                                                                                                                                                                                                                                & bad                                                                                                                                                                                                                              \\\\\n",
       "\t mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                      & 10000000                                                                                                                                                                                                                          & no                                                                                                                                                                                                                                & no                                                                                                                                                                                                                                & bad                                                                                                                                                                                                                              \\\\\n",
       "\t thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                              & 10000000                                                                                                                                                                                                                          & no                                                                                                                                                                                                                                & no                                                                                                                                                                                                                                & bad                                                                                                                                                                                                                              \\\\\n",
       "\t smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                              & 10000000                                                                                                                                                                                                                          & no                                                                                                                                                                                                                                & no                                                                                                                                                                                                                                & bad                                                                                                                                                                                                                              \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| url | ranking | mld_res | mld.ps_res | label |\n",
       "|---|---|---|---|---|\n",
       "| nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=_profile-ach&outdated_page_tmpl=p/gen/failed-to-load&nav=0.5.1&login_access=1322408526 | 10000000                                                                                                                                                                                                                          | yes                                                                                                                                                                                                                               | no                                                                                                                                                                                                                                | bad                                                                                                                                                                                                                               |\n",
       "| www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=_home-customer&nav=1/loading.php                                                                                                                                                 | 10000000                                                                                                                                                                                                                          | no                                                                                                                                                                                                                                | no                                                                                                                                                                                                                                | bad                                                                                                                                                                                                                               |\n",
       "| serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                 | 10000000                                                                                                                                                                                                                          | no                                                                                                                                                                                                                                | no                                                                                                                                                                                                                                | bad                                                                                                                                                                                                                               |\n",
       "| mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                      | 10000000                                                                                                                                                                                                                          | no                                                                                                                                                                                                                                | no                                                                                                                                                                                                                                | bad                                                                                                                                                                                                                               |\n",
       "| thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                              | 10000000                                                                                                                                                                                                                          | no                                                                                                                                                                                                                                | no                                                                                                                                                                                                                                | bad                                                                                                                                                                                                                               |\n",
       "| smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                              | 10000000                                                                                                                                                                                                                          | no                                                                                                                                                                                                                                | no                                                                                                                                                                                                                                | bad                                                                                                                                                                                                                               |\n",
       "\n"
      ],
      "text/plain": [
       "  url                                                                                                                                                                                                                              \n",
       "1 nobell.it/70ffb52d079109dca5664cce6f317373782/login.SkyPe.com/en/cgi-bin/verification/login/70ffb52d079109dca5664cce6f317373/index.php?cmd=_profile-ach&outdated_page_tmpl=p/gen/failed-to-load&nav=0.5.1&login_access=1322408526\n",
       "2 www.dghjdgf.com/paypal.co.uk/cycgi-bin/webscrcmd=_home-customer&nav=1/loading.php                                                                                                                                                \n",
       "3 serviciosbys.com/paypal.cgi.bin.get-into.herf.secure.dispatch35463256rzr321654641dsf654321874/href/href/href/secure/center/update/limit/seccure/4d7a1ff5c55825a2e632a679c2fd5353/                                                \n",
       "4 mail.printakid.com/www.online.americanexpress.com/index.html                                                                                                                                                                     \n",
       "5 thewhiskeydregs.com/wp-content/themes/widescreen/includes/temp/promocoessmiles/?84784787824HDJNDJDSJSHD//2724782784/                                                                                                             \n",
       "6 smilesvoegol.servebbs.org/voegol.php                                                                                                                                                                                             \n",
       "  ranking  mld_res mld.ps_res label\n",
       "1 10000000 yes     no         bad  \n",
       "2 10000000 no      no         bad  \n",
       "3 10000000 no      no         bad  \n",
       "4 10000000 no      no         bad  \n",
       "5 10000000 no      no         bad  \n",
       "6 10000000 no      no         bad  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colnames(dfp)[1] <- \"url\"\n",
    "dfp[c(\"card_rem\", \"ratio_Rrem\", \"ratio_Arem\", \n",
    "      \"jaccard_RR\", \"jaccard_RA\", \"jaccard_AR\", \n",
    "      \"jaccard_AA\", \"jaccard_ARrd\", \"jaccard_ARrem\")] <- NULL\n",
    "dfp$label <- factor(dfp$label)\n",
    "dfp$mld_res <- factor(dfp$mld_res)\n",
    "dfp$mld.ps_res <- factor(dfp$mld.ps_res)\n",
    "levels(dfp$label) <- c(\"good\", \"bad\")\n",
    "levels(dfp$mld_res) <- c(\"no\", \"yes\")\n",
    "levels(dfp$mld.ps_res) <- c(\"no\", \"yes\")\n",
    "head(dfp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e74fd63f-7909-40f0-9dcd-d2e84ffef220",
   "metadata": {
    "tags": []
   },
   "source": [
    "W ramce danych `dfp` pozostawiamy następujące kolumny:\n",
    " - url - Adres URL strony internetowej.\n",
    " - ranking - Ranking mld.ps według rankingu witryny [Alexa](http://www.alexa.com/).\n",
    " - mld_res - Czy są wyniki wyszukiwania czy nie dla mld w adresie URL.\n",
    " - mld.ps_res - Czy są wyniki wyszukiwania czy nie dla mld.ps w adresie URL.\n",
    " - label - Etykieta klasy dla niegroźnej lub złośliwej strony internetowej."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1bcf073-02aa-4ab0-8a9d-716e7ed33240",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "## Obliczanie badanych cech.\n",
    "\n",
    "---\n",
    "\n",
    "Najpierw dzielimy link na następujące części: |  *`split_url()`* oraz *`clean_split_url()`*\n",
    " - protocol *(schemat)*\n",
    " - domain name *(nazwa serwera)*\n",
    " - path *(ścieżka do pliku)* \n",
    " - query *(zapytanie)*\n",
    " - fragment *(fragment)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "110fe849-4409-4b0a-81a9-e14a307aa606",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>url</th><th scope=col>protocol</th><th scope=col>host</th><th scope=col>path</th><th scope=col>query</th><th scope=col>fragment</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td><span style=white-space:pre-wrap>asladconcentration.com/paplkuk1/webscrcmd=_home-customer&amp;nav=1/                        </span></td><td>NA                                                                                                                                 </td><td><span style=white-space:pre-wrap>asladconcentration.com                          </span>                                           </td><td><span style=white-space:pre-wrap>/paplkuk1/webscrcmd=_home-customer&amp;nav=1/                          </span>                    </td><td>NA                                                                                                                                 </td><td>NA                                                                                                                                 </td></tr>\n",
       "\t<tr><td>www.regaranch.info/grafika/file/2012/atualizacao/www.itau.com.br/                      </td><td>NA                                                                                     </td><td>www.regaranch.info                                                                     </td><td>/grafika/file/2012/atualizacao/www.itau.com.br/                                        </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>optimistic-pessimism.com/aoluserupdatealert.info.htm                                   </td><td>NA                                                                                     </td><td>optimistic-pessimism.com                                                               </td><td>/aoluserupdatealert.info.htm                                                           </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>mercadolivre.com.br.premiosfidelidade2012.com.br/confirmar/                            </td><td>NA                                                                                     </td><td>mercadolivre.com.br.premiosfidelidade2012.com.br                                       </td><td>/confirmar/                                                                            </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>www.everythinggoingon.net/~gpeveryt/home/Email/                                        </td><td>NA                                                                                     </td><td>www.everythinggoingon.net                                                              </td><td>/~gpeveryt/home/Email/                                                                 </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>mercadolivre.com.br.premiosfidelidade2012.com.br/                                      </td><td>NA                                                                                     </td><td>mercadolivre.com.br.premiosfidelidade2012.com.br                                       </td><td>/                                                                                      </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>www.revitolcream.org/wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/</td><td>NA                                                                                     </td><td>www.revitolcream.org                                                                   </td><td>/wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/                    </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>jameshowardmusic.com/wp-content/themes/widescreen/includes/cache/bbnew/bb.php          </td><td>NA                                                                                     </td><td>jameshowardmusic.com                                                                   </td><td>/wp-content/themes/widescreen/includes/cache/bbnew/bb.php                              </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>xini.eu/00Qe                                                                           </td><td>NA                                                                                     </td><td>xini.eu                                                                                </td><td>/00Qe                                                                                  </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "\t<tr><td>myxxxcollection.com/v1/js/555klisdr/bpd.com.do/do/l.popular.php                        </td><td>NA                                                                                     </td><td>myxxxcollection.com                                                                    </td><td>/v1/js/555klisdr/bpd.com.do/do/l.popular.php                                           </td><td>NA                                                                                     </td><td>NA                                                                                     </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{llllll}\n",
       " url & protocol & host & path & query & fragment\\\\\n",
       "\\hline\n",
       "\t asladconcentration.com/paplkuk1/webscrcmd=\\_home-customer\\&nav=1/                         & NA                                                                                          & asladconcentration.com                                                                      & /paplkuk1/webscrcmd=\\_home-customer\\&nav=1/                                               & NA                                                                                          & NA                                                                                         \\\\\n",
       "\t www.regaranch.info/grafika/file/2012/atualizacao/www.itau.com.br/                       & NA                                                                                      & www.regaranch.info                                                                      & /grafika/file/2012/atualizacao/www.itau.com.br/                                         & NA                                                                                      & NA                                                                                     \\\\\n",
       "\t optimistic-pessimism.com/aoluserupdatealert.info.htm                                    & NA                                                                                      & optimistic-pessimism.com                                                                & /aoluserupdatealert.info.htm                                                            & NA                                                                                      & NA                                                                                     \\\\\n",
       "\t mercadolivre.com.br.premiosfidelidade2012.com.br/confirmar/                             & NA                                                                                      & mercadolivre.com.br.premiosfidelidade2012.com.br                                        & /confirmar/                                                                             & NA                                                                                      & NA                                                                                     \\\\\n",
       "\t www.everythinggoingon.net/\\textasciitilde{}gpeveryt/home/Email/                                         & NA                                                                                                       & www.everythinggoingon.net                                                                                & /\\textasciitilde{}gpeveryt/home/Email/                                                                  & NA                                                                                                       & NA                                                                                                      \\\\\n",
       "\t mercadolivre.com.br.premiosfidelidade2012.com.br/                                       & NA                                                                                      & mercadolivre.com.br.premiosfidelidade2012.com.br                                        & /                                                                                       & NA                                                                                      & NA                                                                                     \\\\\n",
       "\t www.revitolcream.org/wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/ & NA                                                                                      & www.revitolcream.org                                                                    & /wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/                     & NA                                                                                      & NA                                                                                     \\\\\n",
       "\t jameshowardmusic.com/wp-content/themes/widescreen/includes/cache/bbnew/bb.php           & NA                                                                                      & jameshowardmusic.com                                                                    & /wp-content/themes/widescreen/includes/cache/bbnew/bb.php                               & NA                                                                                      & NA                                                                                     \\\\\n",
       "\t xini.eu/00Qe                                                                            & NA                                                                                      & xini.eu                                                                                 & /00Qe                                                                                   & NA                                                                                      & NA                                                                                     \\\\\n",
       "\t myxxxcollection.com/v1/js/555klisdr/bpd.com.do/do/l.popular.php                         & NA                                                                                      & myxxxcollection.com                                                                     & /v1/js/555klisdr/bpd.com.do/do/l.popular.php                                            & NA                                                                                      & NA                                                                                     \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| url | protocol | host | path | query | fragment |\n",
       "|---|---|---|---|---|---|\n",
       "| asladconcentration.com/paplkuk1/webscrcmd=_home-customer&nav=1/                         | NA                                                                                      | asladconcentration.com                                                                  | /paplkuk1/webscrcmd=_home-customer&nav=1/                                               | NA                                                                                      | NA                                                                                      |\n",
       "| www.regaranch.info/grafika/file/2012/atualizacao/www.itau.com.br/                       | NA                                                                                      | www.regaranch.info                                                                      | /grafika/file/2012/atualizacao/www.itau.com.br/                                         | NA                                                                                      | NA                                                                                      |\n",
       "| optimistic-pessimism.com/aoluserupdatealert.info.htm                                    | NA                                                                                      | optimistic-pessimism.com                                                                | /aoluserupdatealert.info.htm                                                            | NA                                                                                      | NA                                                                                      |\n",
       "| mercadolivre.com.br.premiosfidelidade2012.com.br/confirmar/                             | NA                                                                                      | mercadolivre.com.br.premiosfidelidade2012.com.br                                        | /confirmar/                                                                             | NA                                                                                      | NA                                                                                      |\n",
       "| www.everythinggoingon.net/~gpeveryt/home/Email/                                         | NA                                                                                      | www.everythinggoingon.net                                                               | /~gpeveryt/home/Email/                                                                  | NA                                                                                      | NA                                                                                      |\n",
       "| mercadolivre.com.br.premiosfidelidade2012.com.br/                                       | NA                                                                                      | mercadolivre.com.br.premiosfidelidade2012.com.br                                        | /                                                                                       | NA                                                                                      | NA                                                                                      |\n",
       "| www.revitolcream.org/wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/ | NA                                                                                      | www.revitolcream.org                                                                    | /wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/                     | NA                                                                                      | NA                                                                                      |\n",
       "| jameshowardmusic.com/wp-content/themes/widescreen/includes/cache/bbnew/bb.php           | NA                                                                                      | jameshowardmusic.com                                                                    | /wp-content/themes/widescreen/includes/cache/bbnew/bb.php                               | NA                                                                                      | NA                                                                                      |\n",
       "| xini.eu/00Qe                                                                            | NA                                                                                      | xini.eu                                                                                 | /00Qe                                                                                   | NA                                                                                      | NA                                                                                      |\n",
       "| myxxxcollection.com/v1/js/555klisdr/bpd.com.do/do/l.popular.php                         | NA                                                                                      | myxxxcollection.com                                                                     | /v1/js/555klisdr/bpd.com.do/do/l.popular.php                                            | NA                                                                                      | NA                                                                                      |\n",
       "\n"
      ],
      "text/plain": [
       "      url                                                                                    \n",
       " [1,] asladconcentration.com/paplkuk1/webscrcmd=_home-customer&nav=1/                        \n",
       " [2,] www.regaranch.info/grafika/file/2012/atualizacao/www.itau.com.br/                      \n",
       " [3,] optimistic-pessimism.com/aoluserupdatealert.info.htm                                   \n",
       " [4,] mercadolivre.com.br.premiosfidelidade2012.com.br/confirmar/                            \n",
       " [5,] www.everythinggoingon.net/~gpeveryt/home/Email/                                        \n",
       " [6,] mercadolivre.com.br.premiosfidelidade2012.com.br/                                      \n",
       " [7,] www.revitolcream.org/wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/\n",
       " [8,] jameshowardmusic.com/wp-content/themes/widescreen/includes/cache/bbnew/bb.php          \n",
       " [9,] xini.eu/00Qe                                                                           \n",
       "[10,] myxxxcollection.com/v1/js/555klisdr/bpd.com.do/do/l.popular.php                        \n",
       "      protocol host                                            \n",
       " [1,] NA       asladconcentration.com                          \n",
       " [2,] NA       www.regaranch.info                              \n",
       " [3,] NA       optimistic-pessimism.com                        \n",
       " [4,] NA       mercadolivre.com.br.premiosfidelidade2012.com.br\n",
       " [5,] NA       www.everythinggoingon.net                       \n",
       " [6,] NA       mercadolivre.com.br.premiosfidelidade2012.com.br\n",
       " [7,] NA       www.revitolcream.org                            \n",
       " [8,] NA       jameshowardmusic.com                            \n",
       " [9,] NA       xini.eu                                         \n",
       "[10,] NA       myxxxcollection.com                             \n",
       "      path                                                                query\n",
       " [1,] /paplkuk1/webscrcmd=_home-customer&nav=1/                           NA   \n",
       " [2,] /grafika/file/2012/atualizacao/www.itau.com.br/                     NA   \n",
       " [3,] /aoluserupdatealert.info.htm                                        NA   \n",
       " [4,] /confirmar/                                                         NA   \n",
       " [5,] /~gpeveryt/home/Email/                                              NA   \n",
       " [6,] /                                                                   NA   \n",
       " [7,] /wp-content/plugins/all-in-one-seo-pack/rex/secure-code17/security/ NA   \n",
       " [8,] /wp-content/themes/widescreen/includes/cache/bbnew/bb.php           NA   \n",
       " [9,] /00Qe                                                               NA   \n",
       "[10,] /v1/js/555klisdr/bpd.com.do/do/l.popular.php                        NA   \n",
       "      fragment\n",
       " [1,] NA      \n",
       " [2,] NA      \n",
       " [3,] NA      \n",
       " [4,] NA      \n",
       " [5,] NA      \n",
       " [6,] NA      \n",
       " [7,] NA      \n",
       " [8,] NA      \n",
       " [9,] NA      \n",
       "[10,] NA      "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "split_res <- clean_split_url(dfp$url)\n",
    "split_res[20:29,]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "181e7f38-fd6d-400f-8f53-573d06396f6e",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Bierzemy pod uwage następujące cechy każdej z wymienionych powyżej części:\n",
    " - długość  |  *`url_lengths()`*\n",
    " - następujące stosunki długości:  |  *`url_lengths()`*\n",
    "    - Domain Name divided by URL (Nazwa domeny w stosunku do adresu URL)\n",
    "    - Path divided by URL (Ścieżka w stosunku do adresu URL)\n",
    "    - Argument divided by URL (Argument w stosunku do adresu URL)\n",
    "    - Path divided by Domain Name (Ścieżka podzielona według nazwy domeny)\n",
    "    - Argument divided by Domain Name (Argument w stosunku do nazwy domeny)\n",
    "    - Argument divided by Path (Argument w stosunku do ścieżki)\n",
    " - ciąg znaków postaci `litera-cyfra-litera`  |  *`letter_digit_letter()`*\n",
    " - ciąg znaków postaci `cyfra-litera-cyfra`  |  *`digit_letter_digit()`*\n",
    " - połączenie dwóch poprzednich ciągów  |  *`combined_url_ambiguity()`*\n",
    " - liczba liter  |  *`lett_dig_symb_count()`*\n",
    " - liczba cyfr  |  *`lett_dig_symb_count()`*\n",
    " - liczba znaków interpunkcyjnych  |  *`lett_dig_symb_count()`*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3d171f9f-255e-40e5-9090-836aab8ae164",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>url_l</th><th scope=col>protocol_l</th><th scope=col>host_l</th><th scope=col>path_l</th><th scope=col>query_l</th><th scope=col>fragment_l</th><th scope=col>host_by_url</th><th scope=col>path_by_url</th><th scope=col>query_by_url</th><th scope=col>path_by_host</th><th scope=col>query_by_host</th><th scope=col>query_by_path</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>63        </td><td>NA        </td><td>22        </td><td>41        </td><td>NA        </td><td>NA        </td><td>0.3492063 </td><td>0.65079365</td><td>NA        </td><td>1.86363636</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>65        </td><td>NA        </td><td>18        </td><td>47        </td><td>NA        </td><td>NA        </td><td>0.2769231 </td><td>0.72307692</td><td>NA        </td><td>2.61111111</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>52        </td><td>NA        </td><td>24        </td><td>28        </td><td>NA        </td><td>NA        </td><td>0.4615385 </td><td>0.53846154</td><td>NA        </td><td>1.16666667</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>59        </td><td>NA        </td><td>48        </td><td>11        </td><td>NA        </td><td>NA        </td><td>0.8135593 </td><td>0.18644068</td><td>NA        </td><td>0.22916667</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>47        </td><td>NA        </td><td>25        </td><td>22        </td><td>NA        </td><td>NA        </td><td>0.5319149 </td><td>0.46808511</td><td>NA        </td><td>0.88000000</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>49        </td><td>NA        </td><td>48        </td><td> 1        </td><td>NA        </td><td>NA        </td><td>0.9795918 </td><td>0.02040816</td><td>NA        </td><td>0.02083333</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>87        </td><td>NA        </td><td>20        </td><td>67        </td><td>NA        </td><td>NA        </td><td>0.2298851 </td><td>0.77011494</td><td>NA        </td><td>3.35000000</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>77        </td><td>NA        </td><td>20        </td><td>57        </td><td>NA        </td><td>NA        </td><td>0.2597403 </td><td>0.74025974</td><td>NA        </td><td>2.85000000</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>12        </td><td>NA        </td><td> 7        </td><td> 5        </td><td>NA        </td><td>NA        </td><td>0.5833333 </td><td>0.41666667</td><td>NA        </td><td>0.71428571</td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>63        </td><td>NA        </td><td>19        </td><td>44        </td><td>NA        </td><td>NA        </td><td>0.3015873 </td><td>0.69841270</td><td>NA        </td><td>2.31578947</td><td>NA        </td><td>NA        </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{llllllllllll}\n",
       " url\\_l & protocol\\_l & host\\_l & path\\_l & query\\_l & fragment\\_l & host\\_by\\_url & path\\_by\\_url & query\\_by\\_url & path\\_by\\_host & query\\_by\\_host & query\\_by\\_path\\\\\n",
       "\\hline\n",
       "\t 63         & NA         & 22         & 41         & NA         & NA         & 0.3492063  & 0.65079365 & NA         & 1.86363636 & NA         & NA        \\\\\n",
       "\t 65         & NA         & 18         & 47         & NA         & NA         & 0.2769231  & 0.72307692 & NA         & 2.61111111 & NA         & NA        \\\\\n",
       "\t 52         & NA         & 24         & 28         & NA         & NA         & 0.4615385  & 0.53846154 & NA         & 1.16666667 & NA         & NA        \\\\\n",
       "\t 59         & NA         & 48         & 11         & NA         & NA         & 0.8135593  & 0.18644068 & NA         & 0.22916667 & NA         & NA        \\\\\n",
       "\t 47         & NA         & 25         & 22         & NA         & NA         & 0.5319149  & 0.46808511 & NA         & 0.88000000 & NA         & NA        \\\\\n",
       "\t 49         & NA         & 48         &  1         & NA         & NA         & 0.9795918  & 0.02040816 & NA         & 0.02083333 & NA         & NA        \\\\\n",
       "\t 87         & NA         & 20         & 67         & NA         & NA         & 0.2298851  & 0.77011494 & NA         & 3.35000000 & NA         & NA        \\\\\n",
       "\t 77         & NA         & 20         & 57         & NA         & NA         & 0.2597403  & 0.74025974 & NA         & 2.85000000 & NA         & NA        \\\\\n",
       "\t 12         & NA         &  7         &  5         & NA         & NA         & 0.5833333  & 0.41666667 & NA         & 0.71428571 & NA         & NA        \\\\\n",
       "\t 63         & NA         & 19         & 44         & NA         & NA         & 0.3015873  & 0.69841270 & NA         & 2.31578947 & NA         & NA        \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| url_l | protocol_l | host_l | path_l | query_l | fragment_l | host_by_url | path_by_url | query_by_url | path_by_host | query_by_host | query_by_path |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 63         | NA         | 22         | 41         | NA         | NA         | 0.3492063  | 0.65079365 | NA         | 1.86363636 | NA         | NA         |\n",
       "| 65         | NA         | 18         | 47         | NA         | NA         | 0.2769231  | 0.72307692 | NA         | 2.61111111 | NA         | NA         |\n",
       "| 52         | NA         | 24         | 28         | NA         | NA         | 0.4615385  | 0.53846154 | NA         | 1.16666667 | NA         | NA         |\n",
       "| 59         | NA         | 48         | 11         | NA         | NA         | 0.8135593  | 0.18644068 | NA         | 0.22916667 | NA         | NA         |\n",
       "| 47         | NA         | 25         | 22         | NA         | NA         | 0.5319149  | 0.46808511 | NA         | 0.88000000 | NA         | NA         |\n",
       "| 49         | NA         | 48         |  1         | NA         | NA         | 0.9795918  | 0.02040816 | NA         | 0.02083333 | NA         | NA         |\n",
       "| 87         | NA         | 20         | 67         | NA         | NA         | 0.2298851  | 0.77011494 | NA         | 3.35000000 | NA         | NA         |\n",
       "| 77         | NA         | 20         | 57         | NA         | NA         | 0.2597403  | 0.74025974 | NA         | 2.85000000 | NA         | NA         |\n",
       "| 12         | NA         |  7         |  5         | NA         | NA         | 0.5833333  | 0.41666667 | NA         | 0.71428571 | NA         | NA         |\n",
       "| 63         | NA         | 19         | 44         | NA         | NA         | 0.3015873  | 0.69841270 | NA         | 2.31578947 | NA         | NA         |\n",
       "\n"
      ],
      "text/plain": [
       "      url_l protocol_l host_l path_l query_l fragment_l host_by_url path_by_url\n",
       " [1,] 63    NA         22     41     NA      NA         0.3492063   0.65079365 \n",
       " [2,] 65    NA         18     47     NA      NA         0.2769231   0.72307692 \n",
       " [3,] 52    NA         24     28     NA      NA         0.4615385   0.53846154 \n",
       " [4,] 59    NA         48     11     NA      NA         0.8135593   0.18644068 \n",
       " [5,] 47    NA         25     22     NA      NA         0.5319149   0.46808511 \n",
       " [6,] 49    NA         48      1     NA      NA         0.9795918   0.02040816 \n",
       " [7,] 87    NA         20     67     NA      NA         0.2298851   0.77011494 \n",
       " [8,] 77    NA         20     57     NA      NA         0.2597403   0.74025974 \n",
       " [9,] 12    NA          7      5     NA      NA         0.5833333   0.41666667 \n",
       "[10,] 63    NA         19     44     NA      NA         0.3015873   0.69841270 \n",
       "      query_by_url path_by_host query_by_host query_by_path\n",
       " [1,] NA           1.86363636   NA            NA           \n",
       " [2,] NA           2.61111111   NA            NA           \n",
       " [3,] NA           1.16666667   NA            NA           \n",
       " [4,] NA           0.22916667   NA            NA           \n",
       " [5,] NA           0.88000000   NA            NA           \n",
       " [6,] NA           0.02083333   NA            NA           \n",
       " [7,] NA           3.35000000   NA            NA           \n",
       " [8,] NA           2.85000000   NA            NA           \n",
       " [9,] NA           0.71428571   NA            NA           \n",
       "[10,] NA           2.31578947   NA            NA           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lengths\n",
    "lengths_res <- url_lengths(split_res)\n",
    "lengths_res[20:29,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "897cc460-4aaa-4b2c-a2c0-28deabb49da1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>ldl_url</th><th scope=col>ldl_protocol</th><th scope=col>ldl_host</th><th scope=col>ldl_path</th><th scope=col>ldl_query</th><th scope=col>ldl_fragment</th><th scope=col>dld_url</th><th scope=col>dld_protocol</th><th scope=col>dld_host</th><th scope=col>dld_path</th><th scope=col>dld_query</th><th scope=col>dld_fragment</th><th scope=col>xyx_url</th><th scope=col>xyx_protocol</th><th scope=col>xyx_host</th><th scope=col>xyx_path</th><th scope=col>xyx_query</th><th scope=col>xyx_fragment</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{llllllllllllllllll}\n",
       " ldl\\_url & ldl\\_protocol & ldl\\_host & ldl\\_path & ldl\\_query & ldl\\_fragment & dld\\_url & dld\\_protocol & dld\\_host & dld\\_path & dld\\_query & dld\\_fragment & xyx\\_url & xyx\\_protocol & xyx\\_host & xyx\\_path & xyx\\_query & xyx\\_fragment\\\\\n",
       "\\hline\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\t 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA & 0  & NA & 0  & 0  & NA & NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| ldl_url | ldl_protocol | ldl_host | ldl_path | ldl_query | ldl_fragment | dld_url | dld_protocol | dld_host | dld_path | dld_query | dld_fragment | xyx_url | xyx_protocol | xyx_host | xyx_path | xyx_query | xyx_fragment |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "| 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA | 0  | NA | 0  | 0  | NA | NA |\n",
       "\n"
      ],
      "text/plain": [
       "      ldl_url ldl_protocol ldl_host ldl_path ldl_query ldl_fragment dld_url\n",
       " [1,] 0       NA           0        0        NA        NA           0      \n",
       " [2,] 0       NA           0        0        NA        NA           0      \n",
       " [3,] 0       NA           0        0        NA        NA           0      \n",
       " [4,] 0       NA           0        0        NA        NA           0      \n",
       " [5,] 0       NA           0        0        NA        NA           0      \n",
       " [6,] 0       NA           0        0        NA        NA           0      \n",
       " [7,] 0       NA           0        0        NA        NA           0      \n",
       " [8,] 0       NA           0        0        NA        NA           0      \n",
       " [9,] 0       NA           0        0        NA        NA           0      \n",
       "[10,] 0       NA           0        0        NA        NA           0      \n",
       "      dld_protocol dld_host dld_path dld_query dld_fragment xyx_url\n",
       " [1,] NA           0        0        NA        NA           0      \n",
       " [2,] NA           0        0        NA        NA           0      \n",
       " [3,] NA           0        0        NA        NA           0      \n",
       " [4,] NA           0        0        NA        NA           0      \n",
       " [5,] NA           0        0        NA        NA           0      \n",
       " [6,] NA           0        0        NA        NA           0      \n",
       " [7,] NA           0        0        NA        NA           0      \n",
       " [8,] NA           0        0        NA        NA           0      \n",
       " [9,] NA           0        0        NA        NA           0      \n",
       "[10,] NA           0        0        NA        NA           0      \n",
       "      xyx_protocol xyx_host xyx_path xyx_query xyx_fragment\n",
       " [1,] NA           0        0        NA        NA          \n",
       " [2,] NA           0        0        NA        NA          \n",
       " [3,] NA           0        0        NA        NA          \n",
       " [4,] NA           0        0        NA        NA          \n",
       " [5,] NA           0        0        NA        NA          \n",
       " [6,] NA           0        0        NA        NA          \n",
       " [7,] NA           0        0        NA        NA          \n",
       " [8,] NA           0        0        NA        NA          \n",
       " [9,] NA           0        0        NA        NA          \n",
       "[10,] NA           0        0        NA        NA          "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Letter-digit-letter and Digit-letter-digit\n",
    "ldl_res <- letter_digit_letter(split_res)\n",
    "dld_res <- digit_letter_digit(split_res)\n",
    "xyx_res <- combined_url_ambiguity(split_res)\n",
    "cbind(ldl_res, dld_res, xyx_res)[20:29,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "226ddfea-77aa-4e0a-98f4-3e95a06347b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>lett_url</th><th scope=col>lett_protocol</th><th scope=col>lett_host</th><th scope=col>lett_path</th><th scope=col>lett_query</th><th scope=col>lett_fragment</th><th scope=col>dig_url</th><th scope=col>dig_protocol</th><th scope=col>dig_host</th><th scope=col>dig_path</th><th scope=col>dig_query</th><th scope=col>dig_fragment</th><th scope=col>symb_url</th><th scope=col>symb_protocol</th><th scope=col>symb_host</th><th scope=col>symb_path</th><th scope=col>symb_query</th><th scope=col>symb_fragment</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>52</td><td>NA</td><td>21</td><td>31</td><td>NA</td><td>NA</td><td>2 </td><td>NA</td><td>0 </td><td>2 </td><td>NA</td><td>NA</td><td> 7</td><td>NA</td><td>1 </td><td> 6</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>50</td><td>NA</td><td>16</td><td>34</td><td>NA</td><td>NA</td><td>4 </td><td>NA</td><td>0 </td><td>4 </td><td>NA</td><td>NA</td><td>11</td><td>NA</td><td>2 </td><td> 9</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>47</td><td>NA</td><td>22</td><td>25</td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td> 5</td><td>NA</td><td>2 </td><td> 3</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>48</td><td>NA</td><td>39</td><td> 9</td><td>NA</td><td>NA</td><td>4 </td><td>NA</td><td>4 </td><td>0 </td><td>NA</td><td>NA</td><td> 7</td><td>NA</td><td>5 </td><td> 2</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>40</td><td>NA</td><td>23</td><td>17</td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td> 6</td><td>NA</td><td>2 </td><td> 4</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>39</td><td>NA</td><td>39</td><td> 0</td><td>NA</td><td>NA</td><td>4 </td><td>NA</td><td>4 </td><td>0 </td><td>NA</td><td>NA</td><td> 6</td><td>NA</td><td>5 </td><td> 1</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>70</td><td>NA</td><td>18</td><td>52</td><td>NA</td><td>NA</td><td>2 </td><td>NA</td><td>0 </td><td>2 </td><td>NA</td><td>NA</td><td>15</td><td>NA</td><td>2 </td><td>13</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>67</td><td>NA</td><td>19</td><td>48</td><td>NA</td><td>NA</td><td>0 </td><td>NA</td><td>0 </td><td>0 </td><td>NA</td><td>NA</td><td>10</td><td>NA</td><td>1 </td><td> 9</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td> 8</td><td>NA</td><td> 6</td><td> 2</td><td>NA</td><td>NA</td><td>2 </td><td>NA</td><td>0 </td><td>2 </td><td>NA</td><td>NA</td><td> 2</td><td>NA</td><td>1 </td><td> 1</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>48</td><td>NA</td><td>18</td><td>30</td><td>NA</td><td>NA</td><td>4 </td><td>NA</td><td>0 </td><td>4 </td><td>NA</td><td>NA</td><td>11</td><td>NA</td><td>1 </td><td>10</td><td>NA</td><td>NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{llllllllllllllllll}\n",
       " lett\\_url & lett\\_protocol & lett\\_host & lett\\_path & lett\\_query & lett\\_fragment & dig\\_url & dig\\_protocol & dig\\_host & dig\\_path & dig\\_query & dig\\_fragment & symb\\_url & symb\\_protocol & symb\\_host & symb\\_path & symb\\_query & symb\\_fragment\\\\\n",
       "\\hline\n",
       "\t 52 & NA & 21 & 31 & NA & NA & 2  & NA & 0  & 2  & NA & NA &  7 & NA & 1  &  6 & NA & NA\\\\\n",
       "\t 50 & NA & 16 & 34 & NA & NA & 4  & NA & 0  & 4  & NA & NA & 11 & NA & 2  &  9 & NA & NA\\\\\n",
       "\t 47 & NA & 22 & 25 & NA & NA & 0  & NA & 0  & 0  & NA & NA &  5 & NA & 2  &  3 & NA & NA\\\\\n",
       "\t 48 & NA & 39 &  9 & NA & NA & 4  & NA & 4  & 0  & NA & NA &  7 & NA & 5  &  2 & NA & NA\\\\\n",
       "\t 40 & NA & 23 & 17 & NA & NA & 0  & NA & 0  & 0  & NA & NA &  6 & NA & 2  &  4 & NA & NA\\\\\n",
       "\t 39 & NA & 39 &  0 & NA & NA & 4  & NA & 4  & 0  & NA & NA &  6 & NA & 5  &  1 & NA & NA\\\\\n",
       "\t 70 & NA & 18 & 52 & NA & NA & 2  & NA & 0  & 2  & NA & NA & 15 & NA & 2  & 13 & NA & NA\\\\\n",
       "\t 67 & NA & 19 & 48 & NA & NA & 0  & NA & 0  & 0  & NA & NA & 10 & NA & 1  &  9 & NA & NA\\\\\n",
       "\t  8 & NA &  6 &  2 & NA & NA & 2  & NA & 0  & 2  & NA & NA &  2 & NA & 1  &  1 & NA & NA\\\\\n",
       "\t 48 & NA & 18 & 30 & NA & NA & 4  & NA & 0  & 4  & NA & NA & 11 & NA & 1  & 10 & NA & NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| lett_url | lett_protocol | lett_host | lett_path | lett_query | lett_fragment | dig_url | dig_protocol | dig_host | dig_path | dig_query | dig_fragment | symb_url | symb_protocol | symb_host | symb_path | symb_query | symb_fragment |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 52 | NA | 21 | 31 | NA | NA | 2  | NA | 0  | 2  | NA | NA |  7 | NA | 1  |  6 | NA | NA |\n",
       "| 50 | NA | 16 | 34 | NA | NA | 4  | NA | 0  | 4  | NA | NA | 11 | NA | 2  |  9 | NA | NA |\n",
       "| 47 | NA | 22 | 25 | NA | NA | 0  | NA | 0  | 0  | NA | NA |  5 | NA | 2  |  3 | NA | NA |\n",
       "| 48 | NA | 39 |  9 | NA | NA | 4  | NA | 4  | 0  | NA | NA |  7 | NA | 5  |  2 | NA | NA |\n",
       "| 40 | NA | 23 | 17 | NA | NA | 0  | NA | 0  | 0  | NA | NA |  6 | NA | 2  |  4 | NA | NA |\n",
       "| 39 | NA | 39 |  0 | NA | NA | 4  | NA | 4  | 0  | NA | NA |  6 | NA | 5  |  1 | NA | NA |\n",
       "| 70 | NA | 18 | 52 | NA | NA | 2  | NA | 0  | 2  | NA | NA | 15 | NA | 2  | 13 | NA | NA |\n",
       "| 67 | NA | 19 | 48 | NA | NA | 0  | NA | 0  | 0  | NA | NA | 10 | NA | 1  |  9 | NA | NA |\n",
       "|  8 | NA |  6 |  2 | NA | NA | 2  | NA | 0  | 2  | NA | NA |  2 | NA | 1  |  1 | NA | NA |\n",
       "| 48 | NA | 18 | 30 | NA | NA | 4  | NA | 0  | 4  | NA | NA | 11 | NA | 1  | 10 | NA | NA |\n",
       "\n"
      ],
      "text/plain": [
       "      lett_url lett_protocol lett_host lett_path lett_query lett_fragment\n",
       " [1,] 52       NA            21        31        NA         NA           \n",
       " [2,] 50       NA            16        34        NA         NA           \n",
       " [3,] 47       NA            22        25        NA         NA           \n",
       " [4,] 48       NA            39         9        NA         NA           \n",
       " [5,] 40       NA            23        17        NA         NA           \n",
       " [6,] 39       NA            39         0        NA         NA           \n",
       " [7,] 70       NA            18        52        NA         NA           \n",
       " [8,] 67       NA            19        48        NA         NA           \n",
       " [9,]  8       NA             6         2        NA         NA           \n",
       "[10,] 48       NA            18        30        NA         NA           \n",
       "      dig_url dig_protocol dig_host dig_path dig_query dig_fragment symb_url\n",
       " [1,] 2       NA           0        2        NA        NA            7      \n",
       " [2,] 4       NA           0        4        NA        NA           11      \n",
       " [3,] 0       NA           0        0        NA        NA            5      \n",
       " [4,] 4       NA           4        0        NA        NA            7      \n",
       " [5,] 0       NA           0        0        NA        NA            6      \n",
       " [6,] 4       NA           4        0        NA        NA            6      \n",
       " [7,] 2       NA           0        2        NA        NA           15      \n",
       " [8,] 0       NA           0        0        NA        NA           10      \n",
       " [9,] 2       NA           0        2        NA        NA            2      \n",
       "[10,] 4       NA           0        4        NA        NA           11      \n",
       "      symb_protocol symb_host symb_path symb_query symb_fragment\n",
       " [1,] NA            1          6        NA         NA           \n",
       " [2,] NA            2          9        NA         NA           \n",
       " [3,] NA            2          3        NA         NA           \n",
       " [4,] NA            5          2        NA         NA           \n",
       " [5,] NA            2          4        NA         NA           \n",
       " [6,] NA            5          1        NA         NA           \n",
       " [7,] NA            2         13        NA         NA           \n",
       " [8,] NA            1          9        NA         NA           \n",
       " [9,] NA            1          1        NA         NA           \n",
       "[10,] NA            1         10        NA         NA           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Letter, Digit and Symbol count\n",
    "ldsc_res <- lett_dig_symb_count(split_res)\n",
    "ldsc_res[20:29,]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42130d6a-ceb7-45e2-b19b-d509889c7a34",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Powtarzamy analogicznie, obliczenia dla drugiego zbioru danych, ale tym razem już nie będziemy wyświetlać wyników każdego obliczenia.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e73ca5e0-aa36-41f2-b7a3-4131aeb8ae71",
   "metadata": {},
   "outputs": [],
   "source": [
    "split_res_2 <- clean_split_url(dfm$url)\n",
    "lengths_res_2 <- url_lengths(split_res_2)\n",
    "ldl_res_2 <- letter_digit_letter(split_res_2)\n",
    "dld_res_2 <- digit_letter_digit(split_res_2)\n",
    "xyx_res_2 <- combined_url_ambiguity(split_res_2)\n",
    "ldsc_res_2 <- lett_dig_symb_count(split_res_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45ce9e2f-0269-43c1-ad13-58afaeb56bea",
   "metadata": {},
   "source": [
    "## Zebranie wszystkich parametrów do jednej ramki danych.\n",
    "\n",
    "---\n",
    "\n",
    "Najpierw tworzymy jedną macierz z wynikami wszystkich obliczeń, którą potem konwertujemy w ramkę danych."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "53f4679e-069b-47bc-beac-3be3f94f9519",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>95911</li>\n",
       "\t<li>48</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 95911\n",
       "\\item 48\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 95911\n",
       "2. 48\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 95911    48"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params_df <- as.data.frame(cbind(\n",
    "    lengths_res,\n",
    "    ldl_res,\n",
    "    dld_res,\n",
    "    xyx_res,\n",
    "    ldsc_res\n",
    "))\n",
    "params_df_2 <- as.data.frame(cbind(\n",
    "    lengths_res_2,\n",
    "    ldl_res_2,\n",
    "    dld_res_2,\n",
    "    xyx_res_2,\n",
    "    ldsc_res_2\n",
    "))\n",
    "dim(params_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7d70fcaa-0a85-48bb-8f26-37775f9cd894",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>url_l</th><th scope=col>protocol_l</th><th scope=col>host_l</th><th scope=col>path_l</th><th scope=col>query_l</th><th scope=col>fragment_l</th><th scope=col>host_by_url</th><th scope=col>path_by_url</th><th scope=col>query_by_url</th><th scope=col>path_by_host</th><th scope=col>...</th><th scope=col>dig_host</th><th scope=col>dig_path</th><th scope=col>dig_query</th><th scope=col>dig_fragment</th><th scope=col>symb_url</th><th scope=col>symb_protocol</th><th scope=col>symb_host</th><th scope=col>symb_path</th><th scope=col>symb_query</th><th scope=col>symb_fragment</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>225       </td><td>NA        </td><td> 9        </td><td>125       </td><td>90        </td><td>NA        </td><td>0.04000000</td><td>0.5555556 </td><td>0.4000000 </td><td>13.888889 </td><td>...       </td><td>0         </td><td>45        </td><td>13        </td><td>NA        </td><td>28        </td><td>NA        </td><td>1         </td><td>12        </td><td>14        </td><td>NA        </td></tr>\n",
       "\t<tr><td> 81       </td><td>NA        </td><td>15        </td><td> 66       </td><td>NA        </td><td>NA        </td><td>0.18518519</td><td>0.8148148 </td><td>       NA </td><td> 4.400000 </td><td>...       </td><td>0         </td><td> 1        </td><td>NA        </td><td>NA        </td><td>13        </td><td>NA        </td><td>2         </td><td>11        </td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>177       </td><td>NA        </td><td>16        </td><td>161       </td><td>NA        </td><td>NA        </td><td>0.09039548</td><td>0.9096045 </td><td>       NA </td><td>10.062500 </td><td>...       </td><td>0         </td><td>47        </td><td>NA        </td><td>NA        </td><td>19        </td><td>NA        </td><td>1         </td><td>18        </td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td> 60       </td><td>NA        </td><td>18        </td><td> 42       </td><td>NA        </td><td>NA        </td><td>0.30000000</td><td>0.7000000 </td><td>       NA </td><td> 2.333333 </td><td>...       </td><td>0         </td><td> 0        </td><td>NA        </td><td>NA        </td><td> 8        </td><td>NA        </td><td>2         </td><td> 6        </td><td>NA        </td><td>NA        </td></tr>\n",
       "\t<tr><td>116       </td><td>NA        </td><td>19        </td><td> 60       </td><td>36        </td><td>NA        </td><td>0.16379310</td><td>0.5172414 </td><td>0.3103448 </td><td> 3.157895 </td><td>...       </td><td>0         </td><td> 0        </td><td>21        </td><td>NA        </td><td>13        </td><td>NA        </td><td>1         </td><td> 8        </td><td> 3        </td><td>NA        </td></tr>\n",
       "\t<tr><td> 36       </td><td>NA        </td><td>25        </td><td> 11       </td><td>NA        </td><td>NA        </td><td>0.69444444</td><td>0.3055556 </td><td>       NA </td><td> 0.440000 </td><td>...       </td><td>0         </td><td> 0        </td><td>NA        </td><td>NA        </td><td> 4        </td><td>NA        </td><td>2         </td><td> 2        </td><td>NA        </td><td>NA        </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllllllllllllllllllllllllll}\n",
       " url\\_l & protocol\\_l & host\\_l & path\\_l & query\\_l & fragment\\_l & host\\_by\\_url & path\\_by\\_url & query\\_by\\_url & path\\_by\\_host & ... & dig\\_host & dig\\_path & dig\\_query & dig\\_fragment & symb\\_url & symb\\_protocol & symb\\_host & symb\\_path & symb\\_query & symb\\_fragment\\\\\n",
       "\\hline\n",
       "\t 225        & NA         &  9         & 125        & 90         & NA         & 0.04000000 & 0.5555556  & 0.4000000  & 13.888889  & ...        & 0          & 45         & 13         & NA         & 28         & NA         & 1          & 12         & 14         & NA        \\\\\n",
       "\t  81        & NA         & 15         &  66        & NA         & NA         & 0.18518519 & 0.8148148  &        NA  &  4.400000  & ...        & 0          &  1         & NA         & NA         & 13         & NA         & 2          & 11         & NA         & NA        \\\\\n",
       "\t 177        & NA         & 16         & 161        & NA         & NA         & 0.09039548 & 0.9096045  &        NA  & 10.062500  & ...        & 0          & 47         & NA         & NA         & 19         & NA         & 1          & 18         & NA         & NA        \\\\\n",
       "\t  60        & NA         & 18         &  42        & NA         & NA         & 0.30000000 & 0.7000000  &        NA  &  2.333333  & ...        & 0          &  0         & NA         & NA         &  8         & NA         & 2          &  6         & NA         & NA        \\\\\n",
       "\t 116        & NA         & 19         &  60        & 36         & NA         & 0.16379310 & 0.5172414  & 0.3103448  &  3.157895  & ...        & 0          &  0         & 21         & NA         & 13         & NA         & 1          &  8         &  3         & NA        \\\\\n",
       "\t  36        & NA         & 25         &  11        & NA         & NA         & 0.69444444 & 0.3055556  &        NA  &  0.440000  & ...        & 0          &  0         & NA         & NA         &  4         & NA         & 2          &  2         & NA         & NA        \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| url_l | protocol_l | host_l | path_l | query_l | fragment_l | host_by_url | path_by_url | query_by_url | path_by_host | ... | dig_host | dig_path | dig_query | dig_fragment | symb_url | symb_protocol | symb_host | symb_path | symb_query | symb_fragment |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 225        | NA         |  9         | 125        | 90         | NA         | 0.04000000 | 0.5555556  | 0.4000000  | 13.888889  | ...        | 0          | 45         | 13         | NA         | 28         | NA         | 1          | 12         | 14         | NA         |\n",
       "|  81        | NA         | 15         |  66        | NA         | NA         | 0.18518519 | 0.8148148  |        NA  |  4.400000  | ...        | 0          |  1         | NA         | NA         | 13         | NA         | 2          | 11         | NA         | NA         |\n",
       "| 177        | NA         | 16         | 161        | NA         | NA         | 0.09039548 | 0.9096045  |        NA  | 10.062500  | ...        | 0          | 47         | NA         | NA         | 19         | NA         | 1          | 18         | NA         | NA         |\n",
       "|  60        | NA         | 18         |  42        | NA         | NA         | 0.30000000 | 0.7000000  |        NA  |  2.333333  | ...        | 0          |  0         | NA         | NA         |  8         | NA         | 2          |  6         | NA         | NA         |\n",
       "| 116        | NA         | 19         |  60        | 36         | NA         | 0.16379310 | 0.5172414  | 0.3103448  |  3.157895  | ...        | 0          |  0         | 21         | NA         | 13         | NA         | 1          |  8         |  3         | NA         |\n",
       "|  36        | NA         | 25         |  11        | NA         | NA         | 0.69444444 | 0.3055556  |        NA  |  0.440000  | ...        | 0          |  0         | NA         | NA         |  4         | NA         | 2          |  2         | NA         | NA         |\n",
       "\n"
      ],
      "text/plain": [
       "  url_l protocol_l host_l path_l query_l fragment_l host_by_url path_by_url\n",
       "1 225   NA          9     125    90      NA         0.04000000  0.5555556  \n",
       "2  81   NA         15      66    NA      NA         0.18518519  0.8148148  \n",
       "3 177   NA         16     161    NA      NA         0.09039548  0.9096045  \n",
       "4  60   NA         18      42    NA      NA         0.30000000  0.7000000  \n",
       "5 116   NA         19      60    36      NA         0.16379310  0.5172414  \n",
       "6  36   NA         25      11    NA      NA         0.69444444  0.3055556  \n",
       "  query_by_url path_by_host ... dig_host dig_path dig_query dig_fragment\n",
       "1 0.4000000    13.888889    ... 0        45       13        NA          \n",
       "2        NA     4.400000    ... 0         1       NA        NA          \n",
       "3        NA    10.062500    ... 0        47       NA        NA          \n",
       "4        NA     2.333333    ... 0         0       NA        NA          \n",
       "5 0.3103448     3.157895    ... 0         0       21        NA          \n",
       "6        NA     0.440000    ... 0         0       NA        NA          \n",
       "  symb_url symb_protocol symb_host symb_path symb_query symb_fragment\n",
       "1 28       NA            1         12        14         NA           \n",
       "2 13       NA            2         11        NA         NA           \n",
       "3 19       NA            1         18        NA         NA           \n",
       "4  8       NA            2          6        NA         NA           \n",
       "5 13       NA            1          8         3         NA           \n",
       "6  4       NA            2          2        NA         NA           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(params_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "694a6377-871c-415e-b962-d214b0da5514",
   "metadata": {},
   "source": [
    "\n",
    "---\n",
    "\n",
    "Otrzymano dość dużą ramkę danych, więc przydałoby się ją troszkę zmniejszyć. Po przeanalizowaniu jej struktury  zauważono, że niektóre kolumny posiadają 0 poziomów, czyli nie przechowują żadnej informacji, więc można je usunąć. Zatem można połączyć wejściową ramkę danych z otrzymaną. Dokonano analogicznych działań dla obu zbioró danych.\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "67e3c599-715a-47db-8e0c-0629dcb599f9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'data.frame':\t95911 obs. of  48 variables:\n",
      " $ url_l        : num  225 81 177 60 116 36 61 60 19 193 ...\n",
      " $ protocol_l   : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ host_l       : num  9 15 16 18 19 25 28 19 14 19 ...\n",
      " $ path_l       : num  125 66 161 42 60 11 33 41 5 81 ...\n",
      " $ query_l      : num  90 NA NA NA 36 NA NA NA NA 92 ...\n",
      " $ fragment_l   : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ host_by_url  : num  0.04 0.1852 0.0904 0.3 0.1638 ...\n",
      " $ path_by_url  : num  0.556 0.815 0.91 0.7 0.517 ...\n",
      " $ query_by_url : num  0.4 NA NA NA 0.31 ...\n",
      " $ path_by_host : num  13.89 4.4 10.06 2.33 3.16 ...\n",
      " $ query_by_host: num  10 NA NA NA 1.89 ...\n",
      " $ query_by_path: num  0.72 NA NA NA 0.6 ...\n",
      " $ ldl_url      : num  4 0 4 0 0 0 0 0 0 10 ...\n",
      " $ ldl_protocol : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ ldl_host     : num  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ ldl_path     : num  4 0 4 0 0 0 0 0 0 0 ...\n",
      " $ ldl_query    : num  0 NA NA NA 0 NA NA NA NA 10 ...\n",
      " $ ldl_fragment : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ dld_url      : num  4 0 5 0 0 0 0 0 0 11 ...\n",
      " $ dld_protocol : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ dld_host     : num  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ dld_path     : num  4 0 5 0 0 0 0 0 0 0 ...\n",
      " $ dld_query    : num  0 NA NA NA 0 NA NA NA NA 11 ...\n",
      " $ dld_fragment : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ xyx_url      : num  8 0 8 0 0 0 0 0 0 13 ...\n",
      " $ xyx_protocol : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ xyx_host     : num  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ xyx_path     : num  8 0 8 0 0 0 0 0 0 0 ...\n",
      " $ xyx_query    : num  0 NA NA NA 0 NA NA NA NA 13 ...\n",
      " $ xyx_fragment : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ lett_url     : num  135 65 111 52 82 32 47 45 13 132 ...\n",
      " $ lett_protocol: num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ lett_host    : num  8 13 15 16 18 23 27 18 9 18 ...\n",
      " $ lett_path    : num  68 52 96 36 52 9 20 27 4 62 ...\n",
      " $ lett_query   : num  59 NA NA NA 12 NA NA NA NA 52 ...\n",
      " $ lett_fragment: num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ dig_url      : num  58 1 47 0 21 0 7 4 4 35 ...\n",
      " $ dig_protocol : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ dig_host     : num  0 0 0 0 0 0 0 0 4 0 ...\n",
      " $ dig_path     : num  45 1 47 0 0 0 7 4 0 1 ...\n",
      " $ dig_query    : num  13 NA NA NA 21 NA NA NA NA 34 ...\n",
      " $ dig_fragment : num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ symb_url     : num  28 13 19 8 13 4 7 11 2 23 ...\n",
      " $ symb_protocol: num  NA NA NA NA NA NA NA NA NA NA ...\n",
      " $ symb_host    : num  1 2 1 2 1 2 1 1 1 1 ...\n",
      " $ symb_path    : num  12 11 18 6 8 2 6 10 1 17 ...\n",
      " $ symb_query   : num  14 NA NA NA 3 NA NA NA NA 4 ...\n",
      " $ symb_fragment: num  NA NA NA NA NA NA NA NA NA NA ...\n"
     ]
    }
   ],
   "source": [
    "str(params_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b023198e-6b75-4c71-bb64-f82722e0fa91",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First DataFrame dimensions (dfdp): \n",
      " 95911 46 \n",
      "Second DataFrame dimensions (dfdm):\n",
      " 10000 49 \n"
     ]
    }
   ],
   "source": [
    "params_df[, c(\"protocol\", \"protocol_l\", \"ldl_protocol\", \n",
    "              \"dld_protocol\", \"xyx_protocol\", \"lett_protocol\", \n",
    "              \"dig_protocol\", \"symb_protocol\")] <- NULL\n",
    "\n",
    "params_df_2[, c(\"protocol\", \"protocol_l\", \"ldl_protocol\", \n",
    "                \"dld_protocol\", \"xyx_protocol\", \"lett_protocol\", \n",
    "                \"dig_protocol\", \"symb_protocol\")] <- NULL\n",
    "\n",
    "fdfp <- cbind(dfp, params_df)\n",
    "fdfm <- cbind(dfm, params_df_2)\n",
    "\n",
    "cat(\"First DataFrame dimensions (dfdp): \\n\", dim(fdfp), \n",
    "    \"\\nSecond DataFrame dimensions (dfdm):\\n\", dim(fdfm), \"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afb0717e-c18f-440c-97dd-4fcec2159ba5",
   "metadata": {},
   "source": [
    "## Wizualizacja wyników analizy.\n",
    "\n",
    "---\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "02c6e5d1-060f-425c-9b8c-c156dd39f11c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAANlBMVEUAAAAAv8RNTU1oaGh8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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fdfm[fdfm$label == \"bad\", \"color\"] <- '#6dd38c'\n",
    "fdfm[fdfm$label == \"good\", \"color\"] <- '#f3aca7'\n",
    "\n",
    "fdfp[fdfp$label == \"bad\", \"color\"] <- '#6dd38c'\n",
    "fdfp[fdfp$label == \"good\", \"color\"] <- '#f3aca7'\n",
    "\n",
    "data_distribution_df <- data.frame(counts = c(sum(fdfp$label == \"good\"), sum(fdfp$label == \"bad\")),\n",
    "                                   labels = c(\"good\", \"bad\"))\n",
    "ggplot(data_distribution_df, aes(x = \"\", y = counts, fill = labels)) +\n",
    "  geom_bar(stat = \"identity\", width = 1, color = \"white\") +\n",
    "  coord_polar(\"y\", start = 0) + \n",
    "  theme_void() + ggtitle(\"Porównanie bezpieczeństwa domen w zbiorze danych \\\"PhishStorm\\\".\") +\n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)) + \n",
    "  labs(fill = \"Etykieta\", color = \"Etykieta\")\n",
    "\n",
    "# ggsave(\n",
    "#   \"images/plot_1.png\",\n",
    "#   plot = last_plot(),\n",
    "#   device = \"png\",\n",
    "#   path = NULL,\n",
    "#   scale = 1.2,  \n",
    "#   #  width = 300,\n",
    "#   #  height = 300,\n",
    "#   #  units = \"mm\",\n",
    "#   dpi = 400,\n",
    "#   bg = \"transparent\"\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fd674525-03f6-41af-80e1-90e7396f6093",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAANlBMVEUAAAAAv8RNTU1oaGh8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\nQEiAwP8B1/DuibTq8WQAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_distribution_df2 <- data.frame(counts = c(sum(fdfm$label == \"good\"), sum(fdfm$label == \"bad\")),\n",
    "                                    labels = c(\"good\", \"bad\"))\n",
    "ggplot(data_distribution_df2, aes(x = \"\", y = counts, fill = labels)) +\n",
    "  geom_bar(stat = \"identity\", width = 1, color = \"white\") +\n",
    "  coord_polar(\"y\", start = 0) + \n",
    "  theme_void() + \n",
    "  ggtitle(\"Porównanie bezpieczeństwa domen w poprzednio przygotowanym\\nzbiorze danych \\\"Mendeley Data\\\".\") +\n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)) + \n",
    "  labs(fill = \"Etykieta\", color = \"Etykieta\")\n",
    "\n",
    "# ggsave(\n",
    "#   \"images/plot_1.png\",\n",
    "#   plot = last_plot(),\n",
    "#   device = \"png\",\n",
    "#   path = NULL,\n",
    "#   scale = 1.2,  \n",
    "#   #  width = 300,\n",
    "#   #  height = 300,\n",
    "#   #  units = \"mm\",\n",
    "#   dpi = 400,\n",
    "#   bg = \"transparent\"\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a50d1aea-615f-4f85-94fc-31fb827633eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAP1BMVEUAAAAzMzNNTU1oaGht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\nEhAAIQEBEBIQACEBARASEMD/A+az2yWADlWAAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(fdfp[fdfp$url_l < 500, ], aes(x = label, y = url_l, group = label, fill = label)) + \n",
    "  geom_violin() +\n",
    "  ylab(\"Długość linku\") + \n",
    "  xlab(\"Etykieta\") + \n",
    "  ggtitle(\"Porównanie długości adresów URL.\") +\n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)\n",
    "#         panel.background = element_rect(fill = \"#f0bc5e\", colour = \"black\")\n",
    "#         rect = element_rect(fill = \"#d8d7c4\") \n",
    "  ) + \n",
    " scale_fill_manual(values = c(\"#6dd38c\", \"#f3aca7\")) +\n",
    "  labs(color = \"Etykieta\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bd56b757-7ea4-4cc6-829f-2607e357b07c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAANlBMVEUAAAAAgP9NTU1oaGh8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\ngJEAiACMBEAEYCQAIgAjARCB/yFcrEm7zciwAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "splom(~data.frame(xyx_host, lett_host, dig_host, symb_host), \n",
    "      data = fdfp[sample(nrow(fdfp), 1000),],\n",
    "      pch = 1,\n",
    "      main = \"Rozkład symboli w hoscie adresu URL (host part of the URL).\",\n",
    "      groups = label,\n",
    "#       xlab = c(\"A\", \"B\", \"C\", \"D\"),\n",
    "#       xlab = \"\", # czymś takim można usunąńć ten napis \"Scatter Plot Matrix\"\n",
    "#       ylab = c(\"A\", \"B\", \"C\", \"D\"),\n",
    "      pscales = 0,\n",
    "      auto.key = list(columns = 2),\n",
    "      varnames = c(\"Ilość ciągów\\npostaci XYX\", \"Ilość liter\", \n",
    "                   \"Ilość cyfr\", \"Liczba znaków\\ninterpunkcyjnych\")\n",
    "      )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9b220a16-62c0-4b4e-9d17-b05641ac3c84",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in fdfp$url_l < 500 & sample(nrow(fdfp), 1000):\n",
      "\"długość dłuszego obiektu nie jest wielokrotnością długości krótszego obiektu\""
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAABLFBMVEUAAAAAaWwAv8QBv8QC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\naZVVFpAVpFVWWUBWkFZZZQH5f3sGUvraJCNiAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggpairs(fdfp[fdfp$url_l < 500 & sample(nrow(fdfp), 1000), ], \n",
    "        aes(color = color,\n",
    "            alpha = .5),\n",
    "        columns = c(\"xyx_host\", \"lett_host\", \"dig_host\", \"symb_host\"),\n",
    "        columnLabels = c(\"Ilość ciągów\\npostaci XYX\", \n",
    "                         \"Ilość liter\", \n",
    "                         \"Ilość cyfr\",\n",
    "                         \"Liczba znaków\\ninterpunkcyjnych\")) +\n",
    "  ggtitle(\"Rozkład symboli w hoście adresu URL.\") +\n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)\n",
    "#         panel.background = element_rect(fill = \"#f0bc5e\", colour = \"black\"),\n",
    "#         rect = element_rect(fill = \"#d8d7c4\")\n",
    "  ) + \n",
    "  labs(color = \"Etykieta\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "15b6df2d-1602-420e-af66-9f60b1e0f383",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAYFBMVEUAAAAA//9NRT5NTU1o\nXVNoaGh8b2N8fHyMfnCMjIyai3uampqnloWnp6eyoI+ysrK9qpe9vb3Hsp/Hx8fQu6bQ0NDZ\nwq3Z2dnhyrTh4eHp0brp6enw2MDw8PD/5cz///++ri18AAAACXBIWXMAABJ0AAASdAHeZh94\nAAAgAElEQVR4nO3dC5eixqKG4drDdhzjGGN6iHF7HP7/vzzcb4Jg+QEF9T5rJd3jBQrkbQVt\n2kQAPmaWHgCwBYQECBASIEBIgAAhAQKEBAgQEiBASIDARkO6GWNOmx6CA0uImo2GdFh+K5t4\nCA4sIWrWE5LJBYdw8LY31VYWz2/gqr5b9A3hxRTfGceoJeyb19FiBG/NwO5m1rd3wXpGbCqD\nm9BB9dPaPqS+IYhCGrWE3fO6BrIHnZBK6xlxLSRznXGmA1fNs5Eo7yXcTAmptJ4RF2s3DIyR\nvTb53DwPunIu84fkyGQntZ4Rl2v3ViZ1jL87huXV9132eqd2+S579nrEFzzir3djdtmUwn18\nk1t21694x93sTvdiLrXrilk9ToEJslu0xlMOqzGaxzmehjl85f86xePYh83FyP+Re57107Di\nWcR7iPcxS/g8xHLC1fwaC1WuvuS6SzzR470+ic5JtYdVLWZ8QT6EILlF9zgaN3laR9d9OYZV\nWGFIxXf7fJs4FBcmj0Tr8nO2QxU/1CbZqL+MOac3PWU3udWnk26QrevyWd2D55eUrZAaoylu\nn46n/NepuRjRc0ivhpVGknU0uIRPQ6wmXM2vsVDl6ksmm14c3OvD7ZpUa1i1xYw7z5IITRFn\n+86tm7TX0ak2hlVYYUi37IfZodwID/nV2bbUuDz/AZ3+AI/SLfBe33yTyy7x9hP/LD9l02le\nV8y06CJ4Hk/+pTmaYzqSRzy7S+3eJowGQno1rGRbyzas4SV8GmI14Wp+jYUqV1914119rXdN\nqjWs2mJeix9vh7TTrju3btJeR/W5rML6Qsr3kZIfwZdH/BqqWvnJhte+fJe+4qm21V120yDM\ntr0ovUXtZ2/zuvzCbKN+ZHm0xmOKVzf1uZpsmo90fvG9g1ta1S5qhZQ5lUvwaliPIH8aGLGE\nT0N8XqbWQhWrL73xNVvL9e57J1UOq7GY+ejvjWXuXMB79zpKxnBq/uRy26pCKmUvDS7p5afs\n51beU/vyc7KdXNM7XZNN8Fzd9NHcpssttn5d9uWQ7X9ExQ/R2u3zL625Jj9fi92l5N7pJHfn\ne9QVUt7R0LD2RcYjlvBpiM/L1FqoYvUl36SzCcvV+npS5bAai5m/4DxlQ+28c+MmT+uoY024\nbUUjreQ/KtPtIPmRZmr/bl1+T7aH+MH6Sh62U/ZDsLVxxDf6Ou3Ln+hPO9f1Wdd+QrZvUZ/r\nObv1MWzMJnr+V1R1NDQsU7x/NmIJu4bY/mdzocqJlnNvPoH2Tqo+rGrOj2yqQTbVzjs3btK9\njghpCsXDvj8VwVRXRF0r3+SvIIL0vyDeLoJyf6B+069dMenn69ohNfdvnudefHcqttH7UEiX\n8v3lgWGZ2o+KoSXsGmJ/SI0FaH0zJqT2sBLpU0zY3NNs3bl+E0KaT2ut1n8uB1Fj5TcuT37g\n5z+rw9aBs+xr/JPc7I6X24sNJ+h6QNshNeYaPb6yQ2v7gZDC6nMaA8MKztXwh5awa4jtfwbd\nwzLNp6bBkOrDai7XPjnyEfbfuX4TQppPa60enveROi/P9h7Cci8iaj9Ou8aj3bnhHIpXXx3j\nKW/RmGsqzHar9y/2kepb/sCwrvlhhTFL2DXE9j+bC1UP6ZKPLN93euTz6J5UOazmYiadhsVL\n4e4712/SvY4IaQrPP8rbR+06L88OrGY3aD6uzXRePSN9ZUeRvvL3haLnW3QeSUuuDF4etWs8\ngwwOK6zeMhpYwq4hNv75aC9UPaTk6EFy1C4/dH9KP57X32Q+rOZi5i9uzy/GUb9J9zoipCm0\n12r5hmXjdfjT5enDlXyXPD00d4uzr/v04jB4EVL1Lkft533zFs25Jq9aqmNX5b1rR7DKaeRG\nDWufHWkeXsLOIdYXpjGsa9QKKZM2eWwMsXv15MNqLGZ6JKR1AKPdR/0mneuIkKbwtFaL7enY\nurp5efqqJDlAG5YdNB+na7Hd1N87bD32YX6bFzsgzbkWBxvSZ7Dr6E82DAzrlh9/H1zC7iHm\nX4/5uBoLVQ+p/qmCe36bVyHlw2osZvqsXLxb0BNS/Sad64iQpvC8VsNj0PisXefl5THYxrZS\n/3qLt6zgeLunD2p3SNknwZq/CNW6RWuu6f7RPtuXST/UVtx7bEidwzoU78kOLGH3EIuvhzzB\n+kI1Vs7XzgTZsdFsGPuvwd2tW2sxs6MlzcfmqY/aTTrXESFhtWQb76XaYeub5mVNH10YQEho\nUIV0C8oXeWHPNGs3WT9CQoMmpOz1avoyNN3jOry8yRYQEhqEIWXHvtPPqnecZqN2ky0gJDRo\nQtqlRyhScUi7r9c32QJCAgQICRAgJECAkAABQgIECAkQICRAgJAGdL+v8v67Le9OZ3AOr28w\n+ec91/SB0jmwNgYQ0kIzWBnWxgBCWmgGK8PaGDBtSB/cnpCc4vXaeHUC+uh+DMzuUv/FPdP8\nNcLLzgTHxino3z8x/Otf87u/P8FRw97FS30JzD7/ddrWyfR7z+S/+hPdT8nrkF6dgD7/Ve99\nsUU+nbI/v6B+Cvr3Twz/MqQv8/4ERw77fqoG3z6Zfu+Z/Fd/ovspeR3SqxPQl2fjKH+bur5J\nVlfWT0H//onhX4YUP3O8PcGRww5qF3acTL+YavNM/qs/0f2UvA7pxQnov7ITvhdn8ek4+Vdx\ndf0U9G+fGN4872lUp9Q/vT/B4WHH47wkjd7SL1HHyfT7zuS//hPdT8nvkPpPQF+cPjH/Nem+\nU/aHzVPQv31i+OeQ8o7O2TXvTnB42NfGl6jnZPpdw1z/ie6n5Pda6D8Bfbl9lC+02qfs77r6\n7RPDP22GeUfFyfPfneC4YTe+VK/Rgq6pVmfyH7M8/vJ8LfSegP55i4w6/93657snhm9vhsUp\n9U3+uuvdCY4bdk9I5nmq9TP5E9Irnq+F3hPQv/jR3vFXUMpbv3ti+NZmWI7hXlzz5gSHhx21\nv3SfTD/72jiTPyG94vla6D0BfbGz8VXuSLR3Noo/x1X8ZcrMmyeGb/6r65T6701weNhR+0v3\nyfRNcbChOpP/+k90PyXf10LfCegv2dGrr/7DX8Wp5vO/AZjf780Twzf+1XlK/fcmODzsqP2l\n+2T6jWfa7Blp/Se6n5Lva6H3BPStN2SeT9mfC2p/ki56+8Tw7ddl1RyLa96c4OCwn790nkw/\n+9o8k/+L2ZOT78vfewL6/CMCh2ITeTplf/5eZ/uvW753YvjhkN6c4OCwn790nkw/+9o8k/+L\n2ROS78vfewL66H5Mz4JfXv50yv5L9Umz2p3fOzH8iJDePNP84LCfvnSeTD//2jiT/4vZE5Lv\nyy8nPzH8ls40v2GEpCU/MfymzjS/YYSklL0wE54YXj5BTISQlNLNXnliePkEMRFCUpKfGH5j\nZ5rfMEICBAgJECAkQICQAAFCAgQICRAgJECAkAABQgIECAkQICRAgJAAAUICBAgJECAkQICQ\nAAFCAgQICRAgJECAkAABQgIECAkQICRAgJAAAUICBAgJECAkQICQAAFCAgQICRAgJECAkAAB\nQgIEJg3JlUoZR4srA9nQOAhpRq6Mw5mBbGgchDQjV8bhzEA2NA5CmpEr43BmIBsaByHNyJVx\nODOQDY2DkGbkyjicGciGxkFIM3JlHM4MZEPjIKQZuTIOZwayoXEQ0oxcGYczA9nQOAhpRq6M\nw5mBbGgc04YErIJgW/98Ei8m/htYAUICBAgJECAkQICQAAFC8oB5tRZfXomxCMkDhDQ9QvIA\nIU2PkDxASNMjJA/Erfw0336m3//6YYpvf//8Zn4SkgYhecCYH8mHWL7H3/6ZfZ4lLel78t0P\nQpIgJA/Ez0H//v73m/k7+Tb+399pPH/nl7KKFQjJA8b8iv//y/yoLoj/98P8k17KKlYgJA/k\nrWRf/vfrz+/pd41L8SFC8kA9me/ZTtJvQtIiJA/UkvnD/PevX/8jJDlC8oDJ94Z+5Nn8L99H\nSvac/iEkCULyQHHU7lfW1L/ZPtIvjtoJEZIHjPkjfcso/vZn/ovRyVNU+ubSH4QkQUgeyD7Z\n8Gf6fRzO93/yI+F/8skGGUICBAgJECAkQMD5kIBVEGzrn09ioYkDKoQECBASIEBIgAAhAQKE\nBAgQEiBASIAAIQEChAQIEBIgQEiAACEBAoQECBASIEBIgAAhAQKEBAgQEiBASIAAIQEChAQI\nEBIgQEiAACEBAoQECHRvqOUZWMecipWQgM4N1RRXmL5bDE5ChZCwCl0bqin+b3pvMjQJGULC\nKvSHFBESMFZ3SPmu0WIhSf9aBjC9rk3WFLtGPCMB47CPBAgQEiBASIAAIQECvCELCPARIUCA\nD60CAoQECBASIEBIgAAhAQKEBAgQEiBASIAAIQEChAQIEBIgQEiAACEBAoQECBASIEBIgAAh\nAQKEBAgQEiBASIAAIQEChAQIEBIgQEiAACEBAoQECBASIEBIgAAhAQKEBAhsNySzCOGiY002\nHNJ/FkBIviIkQoIAIRESBAiJkCBASIQEAUIiJAgQEiFBgJAICQKEREgQICRCggAhERIECImQ\nIEBIhAQBQiIkCBASIUGAkAgJAoRESBAgJEKCACEREgQIiZAgQEiEBAFCIiQIEBIhQYCQCAkC\nhERIECAkQoIAIRESBAiJkCBASIQEAUIiJAgQEiFBgJAICQKEREgQICRCggAhERIECImQIEBI\nhAQBQiIkCBASIUGg95HPrjBmeNMgJEJC3yOfBWRe3GJwEhKEhFXoeeRNraGhjYOQCAndj7yJ\nCImQ8AY3QzIV+2kQEubTucmaiGckQsI7uh751nEGQiIkDOl45Kt8CImQME5XSOVLPUIiJIzz\n8g1ZQiIkjPP6kw28IUtIGIWPCBESBPjQKiFBgJAICQKEREgQICRCggAhERIECImQIEBIhAQB\nQiIkCBASIUGAkAgJAoRESBAgJEKCACEREgQIiZAgQEiEBAFCIiQIEBIhQYCQCAkChERIECAk\nQoIAIRESBAiJkCBASIQEAUIiJAgQEiFBgJAICQKEREgQICRCggAhERIECImQIEBIhAQBQiIk\nCBASIUGAkAgJAoRESBAgJEKCACEREgQIiZAgQEiEBAFCIiQIEBIhQYCQCAkChERIECAkQoIA\nIRESBAiJkCBASIQEAUIiJAgQEiFBgJAICQKEREgQICRCggAhERIECImQIEBIhAQBQiIkCBAS\nIUGAkAgJAoRESBAgJEKCACEREgQIiZAgQEiEBAFCIiQIEBIhQYCQtCEtQ7jCYYeQtCEtMVOe\nBx1ASNpNeomZEpIDCEm7SS8xU0JyACFpN+klZkpIDuh+DMod2DE7soRU26SXmCkhOaDzMTDF\nFabvFoOTUCGkMXMVrnDY6XoMTPF/03uToUnIENKYuQpXOOz0PwZLhqR4i4SQMKP+TZZnJJtN\neomZEpIDeh+DaveIkN7YpJeYKSE5gJC0m/QSMyUkB/Q9Bqa6kpDe2KSXmCkhOaDnMTBP/397\nEhqENGauwhUOOz1vyNa/ENIbm/QSMyUkB/S+IVt+s/AbsvYW2aSXmCkhOaDzDdnqcPjyHxGy\n37qEW6rbMyUkBzj/oVX7rUu4pbo9U0JyACFJEZKvCEmKkHxFSFKE5CtCkiIkXxGSFCH5ipCk\nCMlXhCRFSL4iJClC8hUhSRGSrwhJipB8RUhShOQrQpIiJF8RkhQh+YqQpAjJV4QkRUi+IiQp\nQvIVIUkRkq8ISYqQfEVIUoTkK0KSIiRfEZIUIfmKkKQIyVeEJEVIviIkKULyFSFJEZKvCEmK\nkHxFSFKE5CtCkiIkXxGSFCH5ipCkCMlXhCRFSL4iJClC8hUhSRGSrwhJipB8RUhShOQrQpIi\nJF9NFlLy59BNxXri9luXcEt1e6aE5ABCkiIkX/HSToqQfEVIUoTkq2lDepyC+P/B6WE/cfut\nS7iluj1TQnLApCHdg3TnyJjgbj1x+61LuKW6PVNCcsCkIe3NMXkuepzMwXri9luXcEt1e6aE\n5IBJQyoP1nHUbtq52q5dyEwaUmCynaMHIU07V9u1C5lJQzqZ/TX+ct2bk/XE7bcu4Zbq9kz/\nY5Zh+5hu0rRH7fb5Kt/bT9x+6xJuqW7PlOdBB0z8PtLXIcno8sHE7R9n4Tbj9kwJyQG8IStF\nSL4iJClC8tW0IV12UXTfmd3VfuL2j7Nwm3F7poTkgElDCpMjO0FytMG6JEJyd662j+kmTRbS\nMUoO2n1FN7OLvuwP2xGSu3O1fUw3abrfRwqu6Qcabsl7SLwhu8W5Wm8xWzRZSPfzLu3nYEJC\n2uZcrbeYLZr4Q6u30AQRL+22OVfbx3STpj7YYMw5eUIKrSdu/zgLtxm3Z0pIDpj48HeQfspu\n92U/cfvHWbjNuD1TQnIAb8hKEZKvCEmKkHw19YdWk89/H+xf2RGSw3O1f1Q3iF+jkCIkX00a\n0sUEyeG6MDDWv0hBSO7O1fYx3aRJQ9qZW/o1+ZiQ7cTtH2fhNuP2TAnJAZz8RIqQfDXTM1Jg\nPXH7x1m4zbg9U84U4QD2kaS8CmmZudpuSRPjqJ2UV5v0MnO13pSmNcfJT3gfibnq5mq/LU2q\n748bvTFePtmw8Ez9muuUW9sHOsdl+q4YP4nUPbA/e34xcfs1Lnz03J6pX3P9cIOaSte4TO81\noyfR+Gt9nxxrISTm2pzrIuwqWD6kRVYWIKENKffpqztXn8mBhsmekUQICaswT0hX+z80ZntH\nYE7ThnR6ft34JkLCKkwaUtWR/clPbO8IzGnSkALzFe3N/b7/4JTFtncE5jTpG7LJK7pz/Gx0\n++C8drZ3BOY06UeEkqmEySe/2UfCxk36odVD/NLubnbRlZCwcdP/WZf0VymO+okDDpn21yjO\nyXVHY/9HzQkJ6+D8CSKnnDigQkiAwLQhPU7JWU+C02OKiQPumDSke5AerjPG/hPghIRVmDSk\nvTkmz0WPk+FDq9g2508QaXtHYE6ThhSYbOfo8UFIwCrYbuG1bb33mpPZJ59Wve7t30gyv4EV\ncP4EkUuvIGCMOU4Qubc+YTEhYSWcf0N26RUEjEFIgAAhIWFY0Z8hJCQI6UOEhAQhfYiQkCCk\nDxHS1v38Zn7mnfz1X/Pfv7JLa9/WbgBrhLRx35M3xP9IO0m/Nd9/d3z7g5A+NM+HVgP7P8a8\n9ApauV/m27+///2WdPJ3/u3fnd+yoj8zS0j3Dz60uvQKWrkf5tfvJCdTffu99e0/xQ3wgclC\nChsfjd1ZT3zpFbRyeSDJl8Fv8YHpnpF29Y7sT1m89ApaOUKayTz7SB9MfOkVtHKENBOO2m1b\nxz7Sj45v/yGkDxHStg0etfvFUTuJic+0Wu4oWU986RW0dt/zB+B33/tIP6o3mmBv0pDOn/9G\nO4/vp35+M9/zV25/fas+2VB9+yefbBCY+OQnH/xubD7xpVfQNmRPPpgOR+22zST7Qf/3I37O\nwaQm/vtI9ucqLia+9ApauT+zV9bflh7H5k18yuK99TuxxcSBVfhwQ49ev7T7eDacaRWrQEiA\ngPNvyE45cUCFkACBiUMKD8mruoP1n0ciJKzDDOf+jm/BHxrDxk0a0sXs07/ocjFH/cQBh0z+\n95HyP36pnzjgkMk/IkRI8MGkIe3yZ6TbB+dssL0jMKc59pHCDz4FTkhYhWmP2h3yzzV88Bf7\nrO8JzGiG95HM4WuaiQPO4JMNgAAhAQLThvQ4JSf9Dk72v99HSFiFiX+xL38XiY8IYeMmDWlv\njslz0eNkDvqJD95zEdbDxbrNc/KTJT7ZYP6zAELy1eSftUs8CAkbN2lIJ5Oe/OS6Nyf9xAfv\nSUiYzwy/j7TQJxsICTOa+H2kr+STDfsPzrdKSFiF7b4hS0iYESEREgSmfmm3X+xDq4SEGS17\nsKF8B7P3rUxCwipM/It9QRh/6f3FPlPcu/zmjYkPDouQMJ+Jf9X8ln7t+VVzU/zf1P45euKD\nwyIkzGfJjwiZ5jeEhPWa6Rkp6L5jvmv0FJLiU6CEhBkJNlnrfSRT7BrxjIS1W/KoHftI2Iw5\nPiLU9z4SIWEzlvxkAyFhMyYN6fD6tycICZsxz+HvF/fkDVlswcSHvwdOH8RHhLARk4b0OKS/\nITvNxAfvSUiYz8Qv7SZ8k2rwnoSE+RASIUGAX+wjJAgQEiFBYLqQ7qfAfHLW75cTH3NPQsJ8\nJgspOe+3+eSs368mPuqehIT5TBbS0ewf0WNvjlNMfNQ9CQnzmSyk7HTF9+7fRPp04qPuSUiY\nz2Qh5Ue8P/37DISEVSAkQoIAIRESBAiJkCAwYUiSv2RHSFgFQiIkCPARIUKCACEREgQIiZAg\nQEiEBAFCIiQIEBIhQYCQCAkChERIECAkQoIAIRESBAiJkCBASIQEAUIiJAgQEiFBgJAICQKE\nREgQICRCggAhERIECImQIEBIhAQBQiIkCBASIUGAkAgJAoRESBAgJEKCACEREgQIiZAgQEiE\nBAFCIiQIEBIhQYCQCAkChERIECAkQoIAIRESBAiJkCBASIQEAUIiJAgQEiFBgJAICQKEREgQ\nICRCggAhERIECImQIEBIhAQBQiIkCBASIUGAkAgJAoRESBAgJEKCACEREgQIiZAgQEiEBAFC\nIiQIEBIhQYCQCAkCi4eU3duYnqkQElZh6ZCygEzvZAgJq7BwSKbWUOd0CAmrsGxIJiIkbIKb\nIZmK/bQJCfMRbLIfbOsRz0jYhiWfkVrHGQgJ67VgSFU+hIS1WzKk8iUlIWHtln4fiWckbIIT\nIfGGLNbOjZD4iBBWbvGQJps4IWFGhERIECAkQoIAIRESBAiJkCBASIQEAUIiJAgQEiFBgJAI\nCQLOh2SPkDAf50Oy36aFfYyf6ZTrAg4jJClC8hUhSRGSrwhJipB8RUhShOQrQpIiJF8RkhQh\n+YqQpAjJV4QkRUi+IiQpQvIVIUkRkq8ISYqQfEVIUoTkK0KSIiRfEZIUIfmKkKQIyVeEJEVI\nviIkKULyFSFJEZKvCEmKkHxFSFKE5CtCkiIkXxGSFCH5ipCkCMlXhCRFSL4iJClC8hUhSRGS\nrwhJipB8RUhShOQrQpIiJF8RkhQh+YqQpAjJV4QkRUi+IiQpQvIVIUkRkq8ISYqQfEVIUoTk\nK0KSIiRfEZIUIfmKkKQIyVeEJEVIviIkKULyFSFJEZKvCEmKkHxFSFKE5CtCkiIkXxGSFCH5\nipCkCMlXhCRFSL4iJClC8hUhSRGSrwhJipB8RUhShOQrQpIiJF8RkhQh+YqQpAjJV4QkRUi+\nIiQpQvIVIUkRkq8ISYqQfLVsSCZWfNNzC/ttWtjH+Jnarwus2qIhmeLe5TfPN7HfpoV9jJ+p\n9brAui0Zkin+b2r/bN/GfpsW9jF+prbrAiu3/D4SIWED3AzJVOy3aWEf42f62brAatU2WetJ\nfDaAiGckrN/iz0iEhC1YOqTyoB0hYc0WDsk8/b99A/ttWtjH+Jl+sC6wZgu/IVv/QkhYr8Xf\nkC2/4Q1ZrNiib8hWRwv5iBDWbemDDYMTt9+mhX2Mn+mU6wIOIyQpQvIVIUkRkq8ISYqQfEVI\nUoTkK0KSIiRfEZIUIfmKkKQIyVeEJEVIviIkKULyFSFJEZKvCEmKkHxFSFKE5CtCkiIkXxGS\nFCH5ipCkCMlXhCRFSL4iJClC8hUhSRGSrwhJipB8RUhShOQrQpIiJF8RkhQh+YqQpAjJV4Qk\nRUi+IiQpQvIVIUkRkq8ISYqQfEVIUoTkK0KSIiRfEZIUIfmKkKQIyVeEJEVIviIkKULyFSFJ\nEZKvCEmKkHxFSFKE5CtCkiIkXxGSFCH5ipCkCMlXhCRFSL4iJClC8hUhSRGSrwhJipB8RUhS\nhOQrQpIiJF8RkhQh+YqQpAjJV4QkRUi+IiQpQvIVIUkRkq8ISYqQfEVIUoTkK0KSIiRfEZIU\nIfmKkKQIyVeEJEVIviIkKULyFSFJEZKvCEmKkHxFSFKE5CtCkiIkXxGSFCH5ipCkCMlXhCRF\nSL4iJClC8hUhSRGSrwhJipB8RUhShOQrQpIiJF85EpIxPVMhJKyCGyGZ3smsLaRlfP4I4ENO\nhGT6p7O2kJaYKc+DDiAkqYVC4nlwcW6GtNCWAQg4FJJy4sAM3HxGUk4cmAEhAQKEBAgQEiDg\nREiv3pD9fOLA9NwI6cVHhAQTBybnSEjLTBxQISRAgJAAAUICBAgJECAkQICQAAFCAgQICRAg\nJEDA+ZCAVRBs659PYqGJv4FxtLgykA2Ng5Bm5Mo4nBnIhsZBSDNyZRzODGRD4yCkGbkyDmcG\nsqFxENKMXBmHMwPZ0DgIaUaujMOZgWxoHIQ0I1fG4cxANjQOQpqRK+NwZiAbGgchzciVcTgz\nkA2Ng5Bm5Mo4nBnIhsbhyqIAq0ZIgAAhAQKEBAgQEiBASIAAIQEChAQIEBIgQEiAwOZDyhdQ\ncoKLD0ZRzH/hcVTzX3ogxSOz/Dg0trEU/YrtN1p0UcvZLzwOdwZSPDLLj0NkEwvRz1SbzYLL\nWs5+4XG0G1o2aTfGobKFZehnIidCiorZuzKO5QdiHBmHzBaW4SVCag/DiQ2YkNbGmZDc2G6M\ncWKFmMiVFaKyhWV4yYntppi7C+NwYSAO7aupbGEZXnIlJFfGETnwGrN9JHXpFaKwhWV4yZEN\n2Dz9fznLh1Seut6NFaKwhWV4yY2QTP3Lwoe/lw8pKufuwjg0trAMLznzhqwT43DoDVlnxqGx\niYV4pXguWPKTKLU/wrP0J2L4iNBEtrEUwMIICRAgJECAkAABQgIECAkQICRAgJAAAUICBAgJ\nECAkQICQAAFCAgQICRAgJECAkAABQgIECAkQICRAgJAAAUKykZ2N52nd3c3x6bt3pth56dsn\nBxm6Q+f15YX5oqX211ETRERIdnpCOgfP370zxc5LFwzJmOuYCSIiJDs9Ie2uz9+9M8WRl1pN\nauyd6ot2MnvrCfqGdWSjJ6RPpzjyUqtJjb1TY9GKc/FZTNA3rCMbta3tsjO7S/+YKmUAAAPi\nSURBVHphuI/3KsL021Ng9vfq5vk1D7NL/5l8je98NsE5+alvTtnETiY4Zbcvp1l/aXfNdrtC\nk87iaIrnvPBgyjvG8z3ld3rszCGbVNAaXjnu/IpqiVqLRkhvYB3ZqLa2fbZXHn93yfYqLsWF\nwaO4dXnNIdv6v8w5vvM5uSxMb3pKJnYoJlSbZmMfKUi/OabdRabYCTtnEz+Vdzxkdzqklx06\nhpdOsLqitkTNReOl3TtYRzbKre3LBLfoFpivZDu/Jf/eJf/bP4oNPlFeE2ZPKkdzj+8c3+aS\n/z9IJlZOqDbNRkjn5JLkhlHWYjGU9C4mqu6Y3mmfdBwmXx775EmsGl5yfe2K2hLVFi13a1yH\nfqwjG2VIh3RTDJOf3KbcKtMnnkf5nFG7ZmeSzTvbmq/pNfeoyCWb0KE1zdpmfE8uucZPNbfk\nuaf2yjEqn2Wu6R1NMfn4kmR+j2Sq1SCycZdX1CZQW7TsCevWvA79WEc2ypCMKf8d7+wcbp0/\nwatrLskTyTX5X33vozWh1rfV1Pbx1n8yt/ju99qLsugenvf1F2SNaZTn728Or3ZFbYkaixbt\ngrB1Hfqxjmx0hRSdg2TP6N6x4ZXXpE9TZ3O3CymMEwp20W6Xv8rL7MsiXobUHN6YkK4mf9oj\npBFYRzY6Q4q39NOu2Alpya+JnxfCJAS7kOLXhNd4z+uUHJErj2Qcze4S3ntD6hhEa6KZXR7N\n3VSjO+Sv/AhpBNaRjad9pMa+xr61j1S7zy3e70iPEzyHdI1a+0iHp23+ZI7xdWH8/2Nzsvd8\nHym547V2p0N1NKG6dTXumqPJjoVf0klnd79xsGE81pGNrqN2u+zw2S7ZGPfJzkx51K66Jvk+\nKA8wNEPKJhT2H7VLG0meioypZZAUeMv2kcL6Ubv0ynRS8XgO9UGU486uyITZgfuv4iBIemH+\nlERII7CObFSvpKr3fL6qT6e13keqXZNssLtyCo2QjumbQFHU+z5SlNSwS6+vPdmdap+KS98c\nOtbvlE0q2TOqBlEbd3B/ms6pGlf8rJo+JbX3p9CBtWOjtktyCRqfbMg+b5AcImt/siG7Jt42\nz+UUmvtIp/STDo1ptkM6p9v5uXqyi5IXZfG08xeX5+qTDfm1l12c1r0xiHzc5RXFIJMMD2G1\nfOlyHCJCGoW1M6/QtN4BwjYQ0rz25jJ8I6wPIc2p8fE2bAkhzSmoDpNhWwgJECAkQICQAAFC\nAgQICRAgJECAkAABQgIECAkQICRAgJAAAUICBAgJECAkQICQAAFCAgQICRAgJECAkAABQgIE\nCAkQICRAgJAAAUICBAgJECAkQOD/AXC+nK6ddDy3AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "histogram(~ symb_url  | label  , \n",
    "          data = fdfp[sample(nrow(fdfp), 2000),],\n",
    "          main = \"Porównanie ilości znaków interpunkcyjnych\\nw dobrych i złych domenach.\",\n",
    "          xlab = \"Ilość symboli w adresie URL\",\n",
    "          ylab = \"Procent całości\",\n",
    "          layout = c(1, 2),\n",
    "          nint = 20,\n",
    "          xlim = c(0, 50)\n",
    "         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1ed0f481-c0c0-4a26-b261-d8b5e97fc21e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAUVBMVEUAAAAzMzNNTU1oaGh8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\nEAkgAYgEkABEAkgAIgEkAJEAEvD/cG/rdOfwQtgAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(fdfp[fdfp$url_l < 500, ], aes(x = symb_url, fill = label)) + \n",
    "  geom_histogram(binwidth = 2, alpha = 0.6, position = 'identity') +\n",
    "  ylab(\"Ilość wystąpień\") + \n",
    "  xlab(\"Ilość symboli w adresie URL\") + \n",
    "  ggtitle(\"Porównanie ilości znaków interpunkcyjnych\\nw dobrych i złych domenach.\") +\n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)\n",
    "#         panel.background = element_rect(fill = \"#f0bc5e\", colour = \"black\"),\n",
    "#         rect = element_rect(fill = \"#d8d7c4\")\n",
    "  ) + \n",
    "  scale_fill_manual(values = c(\"#6dd38c\", \"#f3aca7\")) +\n",
    "  labs(fill = \"Etykieta\", color = \"Etykieta\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a059ca11-caf2-41fd-8113-fb18b9d980a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAhFBMVEUAAAAAv8QBv8QCv8QC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\nggTACvx/LjEUIa/SlKAAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p <- ggplot(fdfp[fdfp$url_l < 1000, ], aes(x = xyx_query, y = xyx_url, color = label)) +\n",
    "    geom_point(alpha = .7, na.rm = TRUE) + \n",
    "    theme(legend.position = \"left\") +\n",
    "    ylab(\"Letter-Digit-Letter lub Digit-Letter-Digit w całym adresie URL\") + \n",
    "    xlab(\"Letter-Digit-Letter lub Digit-Letter-Digit w zapytaniu\") + \n",
    "    ggtitle(\"Porównanie podejrzanych ciągów w adresach URL.\") +\n",
    "    theme(plot.title = element_text(family = \"\", \n",
    "                                    face = 'bold', \n",
    "                                    colour = 'black', \n",
    "                                    size = 12)) + \n",
    "    labs(color = \"Etykieta\")\n",
    "\n",
    "ggMarginal(p, type = \"histogram\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "67fbf4bd-3c3f-4fc9-914d-0ec2d57c6114",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAANlBMVEUAAAAAgP9NTU1oaGh8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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "splom(~data.frame(host_l, path_l, query_l, fragment_l, xyx_host, xyx_path, xyx_query), \n",
    "      data = fdfp[sample(nrow(fdfp), 2000),],\n",
    "      pch = 1,\n",
    "      main = \"Rozkład znaków w domenach.\",\n",
    "      groups = label,\n",
    "      pscales = 0,\n",
    "      auto.key = list(columns = 2),\n",
    "      varnames = c(\"Długość\\nhosta\", \"Długość\\nścieżki\", \"Długość\\nzapytania\", \n",
    "                   \"Długość\\nfragmentu\", \"XYX\\nhost\", \"XYX\\nścieżka\", \n",
    "                   \"XYX\\nzapytanie\")\n",
    "      )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "43c0b3e6-d563-4e5d-a9a4-858ff89185ae",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAVFBMVEUAAAAzMzNNTU1hRUNo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\niERSlIBIJEUJyP8HZl6Nu6o3v3UAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = fdfp[fdfp$url_l < 200, ], aes(x = symb_url, group = label, fill = label)) +\n",
    "  geom_density(adjust = 5, alpha = .4) +\n",
    "  ylab(\"Gęstość\") + \n",
    "  xlab(\"Ilość znaków interpunkcyjnych w linku\") + \n",
    "  ggtitle(\"Gęstość ilości znaków interpunkcyjnych w linkach\") + \n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)\n",
    "#         panel.background = element_rect(fill = \"#f0bc5e\", colour = \"black\"),\n",
    "#         rect = element_rect(fill = \"#d8d7c4\")\n",
    "  ) + \n",
    "  scale_fill_manual(values = c(\"#6dd38c\", \"#f3aca7\")) +\n",
    "  labs(fill = \"Etykieta\", color = \"Etykieta\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cb314a22-2059-4f6e-875d-32fd0f134e50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAVFBMVEUAAAAsVDgzMzNNTU1o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\nFIJIhCgEkQhRCCIRohBEIkQh/w8wdmZ3uOTU0AAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = fdfm, aes(x = js_len, group = label, fill = label)) +\n",
    "  geom_density(adjust = 1, alpha = .4) +\n",
    "  ylab(\"Gęstość\") +\n",
    "  xlab(\"Długość kodu JavaScript\") +\n",
    "  ggtitle(\"Gęstość długości kodu JavaScript na stronach internetowych.\") + \n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)\n",
    "#         panel.background = element_rect(fill = \"#f0bc5e\", colour = \"black\"),\n",
    "#         rect = element_rect(fill = \"#d8d7c4\")\n",
    "  ) + \n",
    "  scale_fill_manual(values = c(\"#f3aca7\", \"#6dd38c\")) +\n",
    "  labs(fill = \"Etykieta\", color = \"Etykieta\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "756c8696-9dbd-4639-b236-bca5d16cfa45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAAP1BMVEUAAAAAv8QzMzNNTU1o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\n5KD/B8iBxlpIAPGoAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = fdfm, aes(x = js_len, y = js_obf_len, color = label) ) +\n",
    "  geom_point() +\n",
    "  ylab(\"Długość zaciemnionego kodu JavaScript.\") + \n",
    "  xlab(\"Długość kodu JavaScript\") + \n",
    "  ggtitle(\"Związek pomiędzy długością kodu JavaScript\\na biezpiecznością domen\")  + \n",
    "  theme(plot.title = element_text(family = \"\", \n",
    "                                  face = 'bold', \n",
    "                                  colour = 'black', \n",
    "                                  size = 12)\n",
    "#         panel.background = element_rect(fill = \"#f0bc5e\", colour = \"black\"),\n",
    "#         rect = element_rect(fill = \"#d8d7c4\")\n",
    "  ) + \n",
    "  scale_fill_manual(values = c(\"#6dd38c\", \"#f3aca7\")) +\n",
    "  labs(fill = \"Etykieta\", color = \"Etykieta\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "970a0d69-3105-4dd8-a650-36fe91131cb5",
   "metadata": {},
   "source": [
    "## Wnioski\n",
    "\n",
    "---\n",
    "\n",
    "Przeprowadzając powyższą analizę wiele się nauczyliśmy. Zauważyliśmy jakie związki leksykalne występują w przypadku domen złych. Wiemy jakie \"zamiany\" występują najczęściej. Przyglądając się linkom nie zawsze da się to wszystko wyłapać od razu. Zatem najważniejszym, ale nie jedynym, wnioskiem płynącym z naszego projektu jest fakt, że trzeba uważać w jakie linki się wchodzi.\n",
    "**Dostałeś/łaś podejrzanego maila? Nie otwieraj żadnych linków!**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0367062c-9f85-47d7-bc02-d189cbd1c753",
   "metadata": {},
   "source": [
    "<p align=\"center\">\n",
    "  <img src=\"./images/README_poster_450pdi.png\" alt=\"Poster of the project\">\n",
    "</p>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}