diff --git "a/phishingdetection.ipynb" "b/phishingdetection.ipynb"
new file mode 100644--- /dev/null
+++ "b/phishingdetection.ipynb"
@@ -0,0 +1,4185 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Importing Libraries "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+ "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "\n",
+ "import numpy as np # linear algebra\n",
+ "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline\n",
+ "import seaborn as sns\n",
+ "from sklearn import metrics \n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Loading the data\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Index \n",
+ " UsingIP \n",
+ " LongURL \n",
+ " ShortURL \n",
+ " Symbol@ \n",
+ " Redirecting// \n",
+ " PrefixSuffix- \n",
+ " SubDomains \n",
+ " HTTPS \n",
+ " DomainRegLen \n",
+ " ... \n",
+ " UsingPopupWindow \n",
+ " IframeRedirection \n",
+ " AgeofDomain \n",
+ " DNSRecording \n",
+ " WebsiteTraffic \n",
+ " PageRank \n",
+ " GoogleIndex \n",
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\n",
+ "
20 rows × 32 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Index UsingIP LongURL ShortURL Symbol@ Redirecting// PrefixSuffix- \\\n",
+ "0 0 1 1 1 1 1 -1 \n",
+ "1 1 1 0 1 1 1 -1 \n",
+ "2 2 1 0 1 1 1 -1 \n",
+ "3 3 1 0 -1 1 1 -1 \n",
+ "4 4 -1 0 -1 1 -1 -1 \n",
+ "5 5 1 0 -1 1 1 -1 \n",
+ "6 6 1 0 1 1 1 -1 \n",
+ "7 7 1 0 -1 1 1 -1 \n",
+ "8 8 1 1 -1 1 1 -1 \n",
+ "9 9 1 1 1 1 1 -1 \n",
+ "10 10 1 1 -1 1 1 -1 \n",
+ "11 11 -1 1 -1 1 -1 -1 \n",
+ "12 12 1 1 -1 1 1 -1 \n",
+ "13 13 1 1 -1 1 1 1 \n",
+ "14 14 1 -1 -1 -1 1 -1 \n",
+ "15 15 1 -1 -1 1 1 -1 \n",
+ "16 16 1 -1 1 1 1 -1 \n",
+ "17 17 1 1 1 1 1 -1 \n",
+ "18 18 1 1 1 1 1 -1 \n",
+ "19 19 1 0 -1 1 1 -1 \n",
+ "\n",
+ " SubDomains HTTPS DomainRegLen ... UsingPopupWindow IframeRedirection \\\n",
+ "0 0 1 -1 ... 1 1 \n",
+ "1 -1 -1 -1 ... 1 1 \n",
+ "2 -1 -1 1 ... 1 1 \n",
+ "3 1 1 -1 ... -1 1 \n",
+ "4 1 1 -1 ... 1 1 \n",
+ "5 -1 -1 1 ... 1 1 \n",
+ "6 -1 -1 1 ... 1 1 \n",
+ "7 1 1 -1 ... 1 1 \n",
+ "8 -1 1 -1 ... 1 1 \n",
+ "9 0 1 1 ... 1 1 \n",
+ "10 1 -1 -1 ... 1 1 \n",
+ "11 0 0 1 ... -1 1 \n",
+ "12 0 -1 1 ... 1 1 \n",
+ "13 -1 1 -1 ... 1 1 \n",
+ "14 0 0 1 ... 1 1 \n",
+ "15 1 1 -1 ... 1 1 \n",
+ "16 -1 0 1 ... 1 1 \n",
+ "17 -1 1 1 ... 1 1 \n",
+ "18 -1 1 -1 ... -1 -1 \n",
+ "19 0 1 -1 ... -1 1 \n",
+ "\n",
+ " AgeofDomain DNSRecording WebsiteTraffic PageRank GoogleIndex \\\n",
+ "0 -1 -1 0 -1 1 \n",
+ "1 1 -1 1 -1 1 \n",
+ "2 -1 -1 1 -1 1 \n",
+ "3 -1 -1 0 -1 1 \n",
+ "4 1 1 1 -1 1 \n",
+ "5 1 -1 -1 -1 1 \n",
+ "6 -1 -1 0 -1 1 \n",
+ "7 1 -1 1 1 1 \n",
+ "8 1 -1 0 -1 1 \n",
+ "9 -1 1 1 1 1 \n",
+ "10 -1 -1 -1 -1 1 \n",
+ "11 1 -1 -1 -1 1 \n",
+ "12 -1 -1 0 -1 1 \n",
+ "13 1 -1 1 -1 1 \n",
+ "14 1 -1 -1 -1 1 \n",
+ "15 1 -1 0 -1 1 \n",
+ "16 -1 1 1 -1 1 \n",
+ "17 1 -1 -1 1 1 \n",
+ "18 1 -1 0 -1 1 \n",
+ "19 -1 1 1 -1 1 \n",
+ "\n",
+ " LinksPointingToPage StatsReport class \n",
+ "0 1 1 -1 \n",
+ "1 0 -1 -1 \n",
+ "2 -1 1 -1 \n",
+ "3 1 1 1 \n",
+ "4 -1 -1 1 \n",
+ "5 0 -1 -1 \n",
+ "6 0 1 -1 \n",
+ "7 0 1 1 \n",
+ "8 0 1 -1 \n",
+ "9 -1 -1 1 \n",
+ "10 0 -1 -1 \n",
+ "11 0 1 -1 \n",
+ "12 1 1 -1 \n",
+ "13 -1 1 1 \n",
+ "14 0 1 -1 \n",
+ "15 1 -1 -1 \n",
+ "16 1 -1 -1 \n",
+ "17 -1 -1 1 \n",
+ "18 0 -1 1 \n",
+ "19 -1 -1 1 \n",
+ "\n",
+ "[20 rows x 32 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = pd.read_csv('phishing.csv')\n",
+ "data.head(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Index', 'UsingIP', 'LongURL', 'ShortURL', 'Symbol@', 'Redirecting//',\n",
+ " 'PrefixSuffix-', 'SubDomains', 'HTTPS', 'DomainRegLen', 'Favicon',\n",
+ " 'NonStdPort', 'HTTPSDomainURL', 'RequestURL', 'AnchorURL',\n",
+ " 'LinksInScriptTags', 'ServerFormHandler', 'InfoEmail', 'AbnormalURL',\n",
+ " 'WebsiteForwarding', 'StatusBarCust', 'DisableRightClick',\n",
+ " 'UsingPopupWindow', 'IframeRedirection', 'AgeofDomain', 'DNSRecording',\n",
+ " 'WebsiteTraffic', 'PageRank', 'GoogleIndex', 'LinksPointingToPage',\n",
+ " 'StatsReport', 'class'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "32"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(data.columns)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index 0\n",
+ "UsingIP 0\n",
+ "LongURL 0\n",
+ "ShortURL 0\n",
+ "Symbol@ 0\n",
+ "Redirecting// 0\n",
+ "PrefixSuffix- 0\n",
+ "SubDomains 0\n",
+ "HTTPS 0\n",
+ "DomainRegLen 0\n",
+ "Favicon 0\n",
+ "NonStdPort 0\n",
+ "HTTPSDomainURL 0\n",
+ "RequestURL 0\n",
+ "AnchorURL 0\n",
+ "LinksInScriptTags 0\n",
+ "ServerFormHandler 0\n",
+ "InfoEmail 0\n",
+ "AbnormalURL 0\n",
+ "WebsiteForwarding 0\n",
+ "StatusBarCust 0\n",
+ "DisableRightClick 0\n",
+ "UsingPopupWindow 0\n",
+ "IframeRedirection 0\n",
+ "AgeofDomain 0\n",
+ "DNSRecording 0\n",
+ "WebsiteTraffic 0\n",
+ "PageRank 0\n",
+ "GoogleIndex 0\n",
+ "LinksPointingToPage 0\n",
+ "StatsReport 0\n",
+ "class 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Data doesnt have any Null values. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Input and Predictor"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X = data.drop([\"class\",\"Index\"],axis =1)\n",
+ "y = data[\"class\"]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Correlation Analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(1, 1, figsize=(15, 9))\n",
+ "sns.heatmap(data.corr(), annot=True,cmap='viridis')\n",
+ "plt.title('Correlation between different features', fontsize = 15, c='black')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Index \n",
+ " UsingIP \n",
+ " LongURL \n",
+ " ShortURL \n",
+ " Symbol@ \n",
+ " Redirecting// \n",
+ " PrefixSuffix- \n",
+ " SubDomains \n",
+ " HTTPS \n",
+ " DomainRegLen \n",
+ " ... \n",
+ " UsingPopupWindow \n",
+ " IframeRedirection \n",
+ " AgeofDomain \n",
+ " DNSRecording \n",
+ " WebsiteTraffic \n",
+ " PageRank \n",
+ " GoogleIndex \n",
+ " LinksPointingToPage \n",
+ " StatsReport \n",
+ " class \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Index \n",
+ " 1.000000 \n",
+ " -0.388620 \n",
+ " 0.006441 \n",
+ " -0.006221 \n",
+ " -0.169437 \n",
+ " -0.003771 \n",
+ " -0.007402 \n",
+ " 0.233936 \n",
+ " -0.006899 \n",
+ " -0.001290 \n",
+ " ... \n",
+ " 0.006593 \n",
+ " 0.002583 \n",
+ " 0.115175 \n",
+ " 0.400751 \n",
+ " -0.015147 \n",
+ " 0.065034 \n",
+ " -0.012466 \n",
+ " 0.002623 \n",
+ " 0.163479 \n",
+ " 0.000802 \n",
+ " \n",
+ " \n",
+ " UsingIP \n",
+ " -0.388620 \n",
+ " 1.000000 \n",
+ " -0.052159 \n",
+ " 0.403547 \n",
+ " 0.158766 \n",
+ " 0.397220 \n",
+ " -0.005306 \n",
+ " -0.080921 \n",
+ " 0.071255 \n",
+ " -0.022830 \n",
+ " ... \n",
+ " 0.096953 \n",
+ " 0.054739 \n",
+ " -0.010580 \n",
+ " -0.050929 \n",
+ " 0.002728 \n",
+ " -0.091857 \n",
+ " 0.029206 \n",
+ " -0.338971 \n",
+ " -0.019420 \n",
+ " 0.094033 \n",
+ " \n",
+ " \n",
+ " LongURL \n",
+ " 0.006441 \n",
+ " -0.052159 \n",
+ " 1.000000 \n",
+ " -0.097976 \n",
+ " -0.075205 \n",
+ " -0.080788 \n",
+ " 0.055334 \n",
+ " 0.004249 \n",
+ " 0.049033 \n",
+ " -0.221807 \n",
+ " ... \n",
+ " -0.049486 \n",
+ " -0.013902 \n",
+ " 0.179678 \n",
+ " -0.040549 \n",
+ " 0.009296 \n",
+ " 0.183672 \n",
+ " 0.002825 \n",
+ " -0.023216 \n",
+ " -0.066708 \n",
+ " 0.057661 \n",
+ " \n",
+ " \n",
+ " ShortURL \n",
+ " -0.006221 \n",
+ " 0.403547 \n",
+ " -0.097976 \n",
+ " 1.000000 \n",
+ " 0.104433 \n",
+ " 0.843149 \n",
+ " -0.080458 \n",
+ " -0.041874 \n",
+ " -0.061383 \n",
+ " 0.060950 \n",
+ " ... \n",
+ " 0.036599 \n",
+ " 0.016570 \n",
+ " -0.052562 \n",
+ " 0.436163 \n",
+ " -0.047025 \n",
+ " 0.014612 \n",
+ " 0.155832 \n",
+ " -0.198463 \n",
+ " 0.085572 \n",
+ " -0.067931 \n",
+ " \n",
+ " \n",
+ " Symbol@ \n",
+ " -0.169437 \n",
+ " 0.158766 \n",
+ " -0.075205 \n",
+ " 0.104433 \n",
+ " 1.000000 \n",
+ " 0.087086 \n",
+ " -0.011711 \n",
+ " -0.058931 \n",
+ " 0.031275 \n",
+ " 0.015549 \n",
+ " ... \n",
+ " 0.290880 \n",
+ " 0.284401 \n",
+ " -0.005459 \n",
+ " -0.047820 \n",
+ " 0.032981 \n",
+ " -0.064714 \n",
+ " 0.037047 \n",
+ " -0.006124 \n",
+ " -0.080286 \n",
+ " 0.052994 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 32 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Index UsingIP LongURL ShortURL Symbol@ Redirecting// \\\n",
+ "Index 1.000000 -0.388620 0.006441 -0.006221 -0.169437 -0.003771 \n",
+ "UsingIP -0.388620 1.000000 -0.052159 0.403547 0.158766 0.397220 \n",
+ "LongURL 0.006441 -0.052159 1.000000 -0.097976 -0.075205 -0.080788 \n",
+ "ShortURL -0.006221 0.403547 -0.097976 1.000000 0.104433 0.843149 \n",
+ "Symbol@ -0.169437 0.158766 -0.075205 0.104433 1.000000 0.087086 \n",
+ "\n",
+ " PrefixSuffix- SubDomains HTTPS DomainRegLen ... \\\n",
+ "Index -0.007402 0.233936 -0.006899 -0.001290 ... \n",
+ "UsingIP -0.005306 -0.080921 0.071255 -0.022830 ... \n",
+ "LongURL 0.055334 0.004249 0.049033 -0.221807 ... \n",
+ "ShortURL -0.080458 -0.041874 -0.061383 0.060950 ... \n",
+ "Symbol@ -0.011711 -0.058931 0.031275 0.015549 ... \n",
+ "\n",
+ " UsingPopupWindow IframeRedirection AgeofDomain DNSRecording \\\n",
+ "Index 0.006593 0.002583 0.115175 0.400751 \n",
+ "UsingIP 0.096953 0.054739 -0.010580 -0.050929 \n",
+ "LongURL -0.049486 -0.013902 0.179678 -0.040549 \n",
+ "ShortURL 0.036599 0.016570 -0.052562 0.436163 \n",
+ "Symbol@ 0.290880 0.284401 -0.005459 -0.047820 \n",
+ "\n",
+ " WebsiteTraffic PageRank GoogleIndex LinksPointingToPage \\\n",
+ "Index -0.015147 0.065034 -0.012466 0.002623 \n",
+ "UsingIP 0.002728 -0.091857 0.029206 -0.338971 \n",
+ "LongURL 0.009296 0.183672 0.002825 -0.023216 \n",
+ "ShortURL -0.047025 0.014612 0.155832 -0.198463 \n",
+ "Symbol@ 0.032981 -0.064714 0.037047 -0.006124 \n",
+ "\n",
+ " StatsReport class \n",
+ "Index 0.163479 0.000802 \n",
+ "UsingIP -0.019420 0.094033 \n",
+ "LongURL -0.066708 0.057661 \n",
+ "ShortURL 0.085572 -0.067931 \n",
+ "Symbol@ -0.080286 0.052994 \n",
+ "\n",
+ "[5 rows x 32 columns]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr=data.corr()\n",
+ "corr.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Index \n",
+ " UsingIP \n",
+ " LongURL \n",
+ " ShortURL \n",
+ " Symbol@ \n",
+ " Redirecting// \n",
+ " PrefixSuffix- \n",
+ " SubDomains \n",
+ " HTTPS \n",
+ " DomainRegLen \n",
+ " ... \n",
+ " UsingPopupWindow \n",
+ " IframeRedirection \n",
+ " AgeofDomain \n",
+ " DNSRecording \n",
+ " WebsiteTraffic \n",
+ " PageRank \n",
+ " GoogleIndex \n",
+ " LinksPointingToPage \n",
+ " StatsReport \n",
+ " class \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Index \n",
+ " 1.000000 \n",
+ " -0.388620 \n",
+ " 0.006441 \n",
+ " -0.006221 \n",
+ " -0.169437 \n",
+ " -0.003771 \n",
+ " -0.007402 \n",
+ " 0.233936 \n",
+ " -0.006899 \n",
+ " -0.001290 \n",
+ " ... \n",
+ " 0.006593 \n",
+ " 0.002583 \n",
+ " 0.115175 \n",
+ " 0.400751 \n",
+ " -0.015147 \n",
+ " 0.065034 \n",
+ " -0.012466 \n",
+ " 0.002623 \n",
+ " 0.163479 \n",
+ " 0.000802 \n",
+ " \n",
+ " \n",
+ " UsingIP \n",
+ " -0.388620 \n",
+ " 1.000000 \n",
+ " -0.052159 \n",
+ " 0.403547 \n",
+ " 0.158766 \n",
+ " 0.397220 \n",
+ " -0.005306 \n",
+ " -0.080921 \n",
+ " 0.071255 \n",
+ " -0.022830 \n",
+ " ... \n",
+ " 0.096953 \n",
+ " 0.054739 \n",
+ " -0.010580 \n",
+ " -0.050929 \n",
+ " 0.002728 \n",
+ " -0.091857 \n",
+ " 0.029206 \n",
+ " -0.338971 \n",
+ " -0.019420 \n",
+ " 0.094033 \n",
+ " \n",
+ " \n",
+ " LongURL \n",
+ " 0.006441 \n",
+ " -0.052159 \n",
+ " 1.000000 \n",
+ " -0.097976 \n",
+ " -0.075205 \n",
+ " -0.080788 \n",
+ " 0.055334 \n",
+ " 0.004249 \n",
+ " 0.049033 \n",
+ " -0.221807 \n",
+ " ... \n",
+ " -0.049486 \n",
+ " -0.013902 \n",
+ " 0.179678 \n",
+ " -0.040549 \n",
+ " 0.009296 \n",
+ " 0.183672 \n",
+ " 0.002825 \n",
+ " -0.023216 \n",
+ " -0.066708 \n",
+ " 0.057661 \n",
+ " \n",
+ " \n",
+ " ShortURL \n",
+ " -0.006221 \n",
+ " 0.403547 \n",
+ " -0.097976 \n",
+ " 1.000000 \n",
+ " 0.104433 \n",
+ " 0.843149 \n",
+ " -0.080458 \n",
+ " -0.041874 \n",
+ " -0.061383 \n",
+ " 0.060950 \n",
+ " ... \n",
+ " 0.036599 \n",
+ " 0.016570 \n",
+ " -0.052562 \n",
+ " 0.436163 \n",
+ " -0.047025 \n",
+ " 0.014612 \n",
+ " 0.155832 \n",
+ " -0.198463 \n",
+ " 0.085572 \n",
+ " 0.067931 \n",
+ " \n",
+ " \n",
+ " Symbol@ \n",
+ " -0.169437 \n",
+ " 0.158766 \n",
+ " -0.075205 \n",
+ " 0.104433 \n",
+ " 1.000000 \n",
+ " 0.087086 \n",
+ " -0.011711 \n",
+ " -0.058931 \n",
+ " 0.031275 \n",
+ " 0.015549 \n",
+ " ... \n",
+ " 0.290880 \n",
+ " 0.284401 \n",
+ " -0.005459 \n",
+ " -0.047820 \n",
+ " 0.032981 \n",
+ " -0.064714 \n",
+ " 0.037047 \n",
+ " -0.006124 \n",
+ " -0.080286 \n",
+ " 0.052994 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 32 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Index UsingIP LongURL ShortURL Symbol@ Redirecting// \\\n",
+ "Index 1.000000 -0.388620 0.006441 -0.006221 -0.169437 -0.003771 \n",
+ "UsingIP -0.388620 1.000000 -0.052159 0.403547 0.158766 0.397220 \n",
+ "LongURL 0.006441 -0.052159 1.000000 -0.097976 -0.075205 -0.080788 \n",
+ "ShortURL -0.006221 0.403547 -0.097976 1.000000 0.104433 0.843149 \n",
+ "Symbol@ -0.169437 0.158766 -0.075205 0.104433 1.000000 0.087086 \n",
+ "\n",
+ " PrefixSuffix- SubDomains HTTPS DomainRegLen ... \\\n",
+ "Index -0.007402 0.233936 -0.006899 -0.001290 ... \n",
+ "UsingIP -0.005306 -0.080921 0.071255 -0.022830 ... \n",
+ "LongURL 0.055334 0.004249 0.049033 -0.221807 ... \n",
+ "ShortURL -0.080458 -0.041874 -0.061383 0.060950 ... \n",
+ "Symbol@ -0.011711 -0.058931 0.031275 0.015549 ... \n",
+ "\n",
+ " UsingPopupWindow IframeRedirection AgeofDomain DNSRecording \\\n",
+ "Index 0.006593 0.002583 0.115175 0.400751 \n",
+ "UsingIP 0.096953 0.054739 -0.010580 -0.050929 \n",
+ "LongURL -0.049486 -0.013902 0.179678 -0.040549 \n",
+ "ShortURL 0.036599 0.016570 -0.052562 0.436163 \n",
+ "Symbol@ 0.290880 0.284401 -0.005459 -0.047820 \n",
+ "\n",
+ " WebsiteTraffic PageRank GoogleIndex LinksPointingToPage \\\n",
+ "Index -0.015147 0.065034 -0.012466 0.002623 \n",
+ "UsingIP 0.002728 -0.091857 0.029206 -0.338971 \n",
+ "LongURL 0.009296 0.183672 0.002825 -0.023216 \n",
+ "ShortURL -0.047025 0.014612 0.155832 -0.198463 \n",
+ "Symbol@ 0.032981 -0.064714 0.037047 -0.006124 \n",
+ "\n",
+ " StatsReport class \n",
+ "Index 0.163479 0.000802 \n",
+ "UsingIP -0.019420 0.094033 \n",
+ "LongURL -0.066708 0.057661 \n",
+ "ShortURL 0.085572 0.067931 \n",
+ "Symbol@ -0.080286 0.052994 \n",
+ "\n",
+ "[5 rows x 32 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr['class']=abs(corr['class'])\n",
+ "corr.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Index \n",
+ " UsingIP \n",
+ " LongURL \n",
+ " ShortURL \n",
+ " Symbol@ \n",
+ " Redirecting// \n",
+ " PrefixSuffix- \n",
+ " SubDomains \n",
+ " HTTPS \n",
+ " DomainRegLen \n",
+ " ... \n",
+ " UsingPopupWindow \n",
+ " IframeRedirection \n",
+ " AgeofDomain \n",
+ " DNSRecording \n",
+ " WebsiteTraffic \n",
+ " PageRank \n",
+ " GoogleIndex \n",
+ " LinksPointingToPage \n",
+ " StatsReport \n",
+ " class \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " class \n",
+ " 0.000802 \n",
+ " 0.094033 \n",
+ " 0.057661 \n",
+ " -0.067931 \n",
+ " 0.052994 \n",
+ " -0.038885 \n",
+ " 0.348588 \n",
+ " 0.298231 \n",
+ " 0.714704 \n",
+ " -0.225879 \n",
+ " ... \n",
+ " 0.000136 \n",
+ " -0.003362 \n",
+ " 0.121402 \n",
+ " 0.075579 \n",
+ " 0.346003 \n",
+ " 0.104593 \n",
+ " 0.129000 \n",
+ " 0.032694 \n",
+ " 0.079632 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ " HTTPS \n",
+ " -0.006899 \n",
+ " 0.071255 \n",
+ " 0.049033 \n",
+ " -0.061383 \n",
+ " 0.031275 \n",
+ " -0.036536 \n",
+ " 0.261366 \n",
+ " 0.267531 \n",
+ " 1.000000 \n",
+ " -0.193730 \n",
+ " ... \n",
+ " -0.012945 \n",
+ " -0.002734 \n",
+ " 0.162700 \n",
+ " 0.050797 \n",
+ " 0.258625 \n",
+ " 0.074479 \n",
+ " 0.096110 \n",
+ " -0.011569 \n",
+ " 0.063126 \n",
+ " 0.714704 \n",
+ " \n",
+ " \n",
+ " AnchorURL \n",
+ " -0.005275 \n",
+ " 0.099701 \n",
+ " -0.023153 \n",
+ " 0.000607 \n",
+ " 0.057968 \n",
+ " -0.005341 \n",
+ " 0.348854 \n",
+ " 0.229374 \n",
+ " 0.535712 \n",
+ " -0.160355 \n",
+ " ... \n",
+ " 0.041211 \n",
+ " 0.013441 \n",
+ " 0.075393 \n",
+ " 0.093131 \n",
+ " 0.326172 \n",
+ " 0.099201 \n",
+ " 0.038866 \n",
+ " 0.018788 \n",
+ " 0.077115 \n",
+ " 0.692895 \n",
+ " \n",
+ " \n",
+ " PrefixSuffix- \n",
+ " -0.007402 \n",
+ " -0.005306 \n",
+ " 0.055334 \n",
+ " -0.080458 \n",
+ " -0.011711 \n",
+ " -0.085709 \n",
+ " 1.000000 \n",
+ " 0.087852 \n",
+ " 0.261366 \n",
+ " -0.096826 \n",
+ " ... \n",
+ " -0.014716 \n",
+ " -0.036894 \n",
+ " 0.074083 \n",
+ " -0.016610 \n",
+ " 0.110555 \n",
+ " -0.006855 \n",
+ " 0.067796 \n",
+ " 0.067469 \n",
+ " -0.002851 \n",
+ " 0.348588 \n",
+ " \n",
+ " \n",
+ " WebsiteTraffic \n",
+ " -0.015147 \n",
+ " 0.002728 \n",
+ " 0.009296 \n",
+ " -0.047025 \n",
+ " 0.032981 \n",
+ " -0.062761 \n",
+ " 0.110555 \n",
+ " -0.005948 \n",
+ " 0.258625 \n",
+ " -0.134571 \n",
+ " ... \n",
+ " -0.043126 \n",
+ " -0.022037 \n",
+ " 0.089814 \n",
+ " 0.048450 \n",
+ " 1.000000 \n",
+ " 0.030905 \n",
+ " -0.012529 \n",
+ " -0.019701 \n",
+ " 0.008878 \n",
+ " 0.346003 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 32 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Index UsingIP LongURL ShortURL Symbol@ \\\n",
+ "class 0.000802 0.094033 0.057661 -0.067931 0.052994 \n",
+ "HTTPS -0.006899 0.071255 0.049033 -0.061383 0.031275 \n",
+ "AnchorURL -0.005275 0.099701 -0.023153 0.000607 0.057968 \n",
+ "PrefixSuffix- -0.007402 -0.005306 0.055334 -0.080458 -0.011711 \n",
+ "WebsiteTraffic -0.015147 0.002728 0.009296 -0.047025 0.032981 \n",
+ "\n",
+ " Redirecting// PrefixSuffix- SubDomains HTTPS \\\n",
+ "class -0.038885 0.348588 0.298231 0.714704 \n",
+ "HTTPS -0.036536 0.261366 0.267531 1.000000 \n",
+ "AnchorURL -0.005341 0.348854 0.229374 0.535712 \n",
+ "PrefixSuffix- -0.085709 1.000000 0.087852 0.261366 \n",
+ "WebsiteTraffic -0.062761 0.110555 -0.005948 0.258625 \n",
+ "\n",
+ " DomainRegLen ... UsingPopupWindow IframeRedirection \\\n",
+ "class -0.225879 ... 0.000136 -0.003362 \n",
+ "HTTPS -0.193730 ... -0.012945 -0.002734 \n",
+ "AnchorURL -0.160355 ... 0.041211 0.013441 \n",
+ "PrefixSuffix- -0.096826 ... -0.014716 -0.036894 \n",
+ "WebsiteTraffic -0.134571 ... -0.043126 -0.022037 \n",
+ "\n",
+ " AgeofDomain DNSRecording WebsiteTraffic PageRank \\\n",
+ "class 0.121402 0.075579 0.346003 0.104593 \n",
+ "HTTPS 0.162700 0.050797 0.258625 0.074479 \n",
+ "AnchorURL 0.075393 0.093131 0.326172 0.099201 \n",
+ "PrefixSuffix- 0.074083 -0.016610 0.110555 -0.006855 \n",
+ "WebsiteTraffic 0.089814 0.048450 1.000000 0.030905 \n",
+ "\n",
+ " GoogleIndex LinksPointingToPage StatsReport class \n",
+ "class 0.129000 0.032694 0.079632 1.000000 \n",
+ "HTTPS 0.096110 -0.011569 0.063126 0.714704 \n",
+ "AnchorURL 0.038866 0.018788 0.077115 0.692895 \n",
+ "PrefixSuffix- 0.067796 0.067469 -0.002851 0.348588 \n",
+ "WebsiteTraffic -0.012529 -0.019701 0.008878 0.346003 \n",
+ "\n",
+ "[5 rows x 32 columns]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "incCorr=corr.sort_values(by='class',ascending=False)\n",
+ "incCorr.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Decreasing order of Columns with respect to correlation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "class 1.000000\n",
+ "HTTPS 0.714704\n",
+ "AnchorURL 0.692895\n",
+ "PrefixSuffix- 0.348588\n",
+ "WebsiteTraffic 0.346003\n",
+ "SubDomains 0.298231\n",
+ "RequestURL 0.253478\n",
+ "LinksInScriptTags 0.248415\n",
+ "DomainRegLen 0.225879\n",
+ "ServerFormHandler 0.221380\n",
+ "GoogleIndex 0.129000\n",
+ "AgeofDomain 0.121402\n",
+ "PageRank 0.104593\n",
+ "UsingIP 0.094033\n",
+ "StatsReport 0.079632\n",
+ "DNSRecording 0.075579\n",
+ "ShortURL 0.067931\n",
+ "AbnormalURL 0.060751\n",
+ "LongURL 0.057661\n",
+ "Symbol@ 0.052994\n",
+ "StatusBarCust 0.041878\n",
+ "HTTPSDomainURL 0.040096\n",
+ "Redirecting// 0.038885\n",
+ "NonStdPort 0.036461\n",
+ "LinksPointingToPage 0.032694\n",
+ "WebsiteForwarding 0.020151\n",
+ "InfoEmail 0.018039\n",
+ "DisableRightClick 0.012675\n",
+ "IframeRedirection 0.003362\n",
+ "Index 0.000802\n",
+ "Favicon 0.000231\n",
+ "UsingPopupWindow 0.000136\n",
+ "Name: class, dtype: float64"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "incCorr['class']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Selection Top N features with respect to correlation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tenfeatures=incCorr[1:11].index\n",
+ "twenfeatures=incCorr[1:21].index"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Structutre to Store metrics\n",
+ "ML_Model = []\n",
+ "accuracy = []\n",
+ "f1_score = []\n",
+ "precision = []\n",
+ "\n",
+ "def storeResults(model, a,b,c):\n",
+ " ML_Model.append(model)\n",
+ " accuracy.append(round(a, 3))\n",
+ " f1_score.append(round(b, 3))\n",
+ " precision.append(round(c, 3))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# KNN (Non Learning Based)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Finding Optimal Value of K"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def KNN(X):\n",
+ " x=[a for a in range(1,10,2)]\n",
+ " knntrain=[]\n",
+ " knntest=[]\n",
+ " from sklearn.model_selection import train_test_split\n",
+ " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)\n",
+ " X_train.shape, y_train.shape, X_test.shape, y_test.shape\n",
+ " for i in range(1,10,2):\n",
+ " from sklearn.neighbors import KNeighborsClassifier\n",
+ " knn = KNeighborsClassifier(n_neighbors=i)\n",
+ " knn.fit(X_train,y_train)\n",
+ " y_train_knn = knn.predict(X_train)\n",
+ " y_test_knn = knn.predict(X_test)\n",
+ " acc_train_knn = metrics.accuracy_score(y_train,y_train_knn)\n",
+ " acc_test_knn = metrics.accuracy_score(y_test,y_test_knn)\n",
+ " print(\"K-Nearest Neighbors with k={}: Accuracy on training Data: {:.3f}\".format(i,acc_train_knn))\n",
+ " print(\"K-Nearest Neighbors with k={}: Accuracy on test Data: {:.3f}\".format(i,acc_test_knn))\n",
+ " knntrain.append(acc_train_knn)\n",
+ " knntest.append(acc_test_knn)\n",
+ " print()\n",
+ " import matplotlib.pyplot as plt\n",
+ " plt.plot(x,knntrain,label=\"Train accuracy\")\n",
+ " plt.plot(x,knntest,label=\"Test accuracy\")\n",
+ " plt.legend()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "K-Nearest Neighbors with k=1: Accuracy on training Data: 0.989\n",
+ "K-Nearest Neighbors with k=1: Accuracy on test Data: 0.956\n",
+ "\n",
+ "K-Nearest Neighbors with k=3: Accuracy on training Data: 0.976\n",
+ "K-Nearest Neighbors with k=3: Accuracy on test Data: 0.946\n",
+ "\n",
+ "K-Nearest Neighbors with k=5: Accuracy on training Data: 0.965\n",
+ "K-Nearest Neighbors with k=5: Accuracy on test Data: 0.941\n",
+ "\n",
+ "K-Nearest Neighbors with k=7: Accuracy on training Data: 0.958\n",
+ "K-Nearest Neighbors with k=7: Accuracy on test Data: 0.936\n",
+ "\n",
+ "K-Nearest Neighbors with k=9: Accuracy on training Data: 0.953\n",
+ "K-Nearest Neighbors with k=9: Accuracy on test Data: 0.938\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "Xmain=X\n",
+ "Xten=X[tenfeatures]\n",
+ "Xtwen=X[twenfeatures]\n",
+ "\n",
+ "KNN(Xmain)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "As K value increases, Accuracy keeps on decreasing. With K as 1 giving maximum accuracy, it will overfit"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### X with top ten features"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "K-Nearest Neighbors with k=1: Accuracy on training Data: 0.943\n",
+ "K-Nearest Neighbors with k=1: Accuracy on test Data: 0.928\n",
+ "\n",
+ "K-Nearest Neighbors with k=3: Accuracy on training Data: 0.946\n",
+ "K-Nearest Neighbors with k=3: Accuracy on test Data: 0.933\n",
+ "\n",
+ "K-Nearest Neighbors with k=5: Accuracy on training Data: 0.947\n",
+ "K-Nearest Neighbors with k=5: Accuracy on test Data: 0.936\n",
+ "\n",
+ "K-Nearest Neighbors with k=7: Accuracy on training Data: 0.946\n",
+ "K-Nearest Neighbors with k=7: Accuracy on test Data: 0.938\n",
+ "\n",
+ "K-Nearest Neighbors with k=9: Accuracy on training Data: 0.944\n",
+ "K-Nearest Neighbors with k=9: Accuracy on test Data: 0.935\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "KNN(Xten)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The difference between the train and test accuracy is the lesser compared with X with all features and X with twenty features. It is good fit"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### X with top twenty features"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "K-Nearest Neighbors with k=1: Accuracy on training Data: 0.981\n",
+ "K-Nearest Neighbors with k=1: Accuracy on test Data: 0.951\n",
+ "\n",
+ "K-Nearest Neighbors with k=3: Accuracy on training Data: 0.970\n",
+ "K-Nearest Neighbors with k=3: Accuracy on test Data: 0.940\n",
+ "\n",
+ "K-Nearest Neighbors with k=5: Accuracy on training Data: 0.960\n",
+ "K-Nearest Neighbors with k=5: Accuracy on test Data: 0.942\n",
+ "\n",
+ "K-Nearest Neighbors with k=7: Accuracy on training Data: 0.956\n",
+ "K-Nearest Neighbors with k=7: Accuracy on test Data: 0.939\n",
+ "\n",
+ "K-Nearest Neighbors with k=9: Accuracy on training Data: 0.950\n",
+ "K-Nearest Neighbors with k=9: Accuracy on test Data: 0.938\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "KNN(Xtwen)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "As K value increases, Accuracy keeps on decreasing. With K as 1 giving maximum accuracy, it will overfit"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### K=5, X[ten] has given best accuracy. But it didnt exploit most of the features which may lead to underfit\n",
+ "### Note\n",
+ "***The value of k in the KNN algorithm is related to the error rate of the model. A small value of K could lead to overfitting as well as a big value of k can lead to underfitting*** \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.neighbors import KNeighborsClassifier\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)\n",
+ "X_train.shape, y_train.shape, X_test.shape, y_test.shape\n",
+ "\n",
+ "knn = KNeighborsClassifier(n_neighbors=5)\n",
+ "knn.fit(X_train,y_train)\n",
+ "\n",
+ "y_train_knn = knn.predict(X_train)\n",
+ "y_test_knn = knn.predict(X_test)\n",
+ "\n",
+ "acc_train_knn = metrics.accuracy_score(y_train,y_train_knn)\n",
+ "acc_test_knn = metrics.accuracy_score(y_test,y_test_knn)\n",
+ "\n",
+ "f1_score_train_knn = metrics.f1_score(y_train,y_train_knn)\n",
+ "f1_score_test_knn = metrics.f1_score(y_test,y_test_knn)\n",
+ "\n",
+ "precision_score_train_knn = metrics.precision_score(y_train,y_train_knn)\n",
+ "precision_score_test_knn = metrics.precision_score(y_test,y_test_knn)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "storeResults('K-Nearest Neighbors',acc_test_knn,f1_score_test_knn,precision_score_train_knn)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# SVM"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def SVM(X, y):\n",
+ " x=[a for a in range(1,10,2)]\n",
+ " svmtrain=[]\n",
+ " svmtest=[]\n",
+ " from sklearn.model_selection import train_test_split\n",
+ " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)\n",
+ " X_train.shape, y_train.shape, X_test.shape, y_test.shape\n",
+ " from sklearn.svm import SVC\n",
+ " for i in range(1,10,2):\n",
+ " svm = SVC(kernel='linear', C=i)\n",
+ " svm.fit(X_train, y_train)\n",
+ " y_train_svm = svm.predict(X_train)\n",
+ " y_test_svm = svm.predict(X_test)\n",
+ " acc_train_svm = metrics.accuracy_score(y_train, y_train_svm)\n",
+ " acc_test_svm = metrics.accuracy_score(y_test, y_test_svm)\n",
+ " print(\"SVM with C={}: Accuracy on training Data: {:.3f}\".format(i,acc_train_svm))\n",
+ " print(\"SVM with C={}: Accuracy on test Data: {:.3f}\".format(i,acc_test_svm))\n",
+ " svmtrain.append(acc_train_svm)\n",
+ " svmtest.append(acc_test_svm)\n",
+ " print()\n",
+ " import matplotlib.pyplot as plt\n",
+ " plt.plot(x,svmtrain,label=\"Train accuracy\")\n",
+ " plt.plot(x,svmtest,label=\"Test accuracy\")\n",
+ " plt.legend()\n",
+ " plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "SVM with C=1: Accuracy on training Data: 0.926\n",
+ "SVM with C=1: Accuracy on test Data: 0.935\n",
+ "\n",
+ "SVM with C=3: Accuracy on training Data: 0.926\n",
+ "SVM with C=3: Accuracy on test Data: 0.935\n",
+ "\n",
+ "SVM with C=5: Accuracy on training Data: 0.926\n",
+ "SVM with C=5: Accuracy on test Data: 0.935\n",
+ "\n",
+ "SVM with C=7: Accuracy on training Data: 0.926\n",
+ "SVM with C=7: Accuracy on test Data: 0.935\n",
+ "\n",
+ "SVM with C=9: Accuracy on training Data: 0.926\n",
+ "SVM with C=9: Accuracy on test Data: 0.935\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "Xmain=X\n",
+ "Xten=X[tenfeatures]\n",
+ "Xtwen=X[twenfeatures]\n",
+ "\n",
+ "SVM(Xmain,y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "SVM with C=1: Accuracy on training Data: 0.919\n",
+ "SVM with C=1: Accuracy on test Data: 0.925\n",
+ "\n",
+ "SVM with C=3: Accuracy on training Data: 0.919\n",
+ "SVM with C=3: Accuracy on test Data: 0.925\n",
+ "\n",
+ "SVM with C=5: Accuracy on training Data: 0.919\n",
+ "SVM with C=5: Accuracy on test Data: 0.925\n",
+ "\n",
+ "SVM with C=7: Accuracy on training Data: 0.919\n",
+ "SVM with C=7: Accuracy on test Data: 0.925\n",
+ "\n",
+ "SVM with C=9: Accuracy on training Data: 0.919\n",
+ "SVM with C=9: Accuracy on test Data: 0.925\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "SVM(Xten,y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "SVM with C=1: Accuracy on training Data: 0.920\n",
+ "SVM with C=1: Accuracy on test Data: 0.929\n",
+ "\n",
+ "SVM with C=3: Accuracy on training Data: 0.920\n",
+ "SVM with C=3: Accuracy on test Data: 0.929\n",
+ "\n",
+ "SVM with C=5: Accuracy on training Data: 0.920\n",
+ "SVM with C=5: Accuracy on test Data: 0.929\n",
+ "\n",
+ "SVM with C=7: Accuracy on training Data: 0.920\n",
+ "SVM with C=7: Accuracy on test Data: 0.929\n",
+ "\n",
+ "SVM with C=9: Accuracy on training Data: 0.920\n",
+ "SVM with C=9: Accuracy on test Data: 0.929\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "SVM(Xtwen,y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "SVM with C=1: Accuracy on training data: 0.926\n",
+ "SVM with C=1: Accuracy on test data: 0.935\n",
+ "SVM with C=1: F1 score on training data: 0.934\n",
+ "SVM with C=1: F1 score on test data: 0.942\n",
+ "SVM with C=1: Precision on training data: 0.926\n",
+ "SVM with C=1: Precision on test data: 0.930\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.svm import SVC\n",
+ "from sklearn import metrics\n",
+ "\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+ "\n",
+ "svm = SVC(kernel='linear', C=1, random_state=42)\n",
+ "svm.fit(X_train, y_train)\n",
+ "\n",
+ "\n",
+ "y_train_svm = svm.predict(X_train)\n",
+ "y_test_svm = svm.predict(X_test)\n",
+ "\n",
+ "\n",
+ "acc_train_svm = metrics.accuracy_score(y_train, y_train_svm)\n",
+ "acc_test_svm = metrics.accuracy_score(y_test, y_test_svm)\n",
+ "\n",
+ "f1_score_train_svm = metrics.f1_score(y_train, y_train_svm)\n",
+ "f1_score_test_svm = metrics.f1_score(y_test, y_test_svm)\n",
+ "\n",
+ "precision_score_train_svm = metrics.precision_score(y_train, y_train_svm)\n",
+ "precision_score_test_svm = metrics.precision_score(y_test, y_test_svm)\n",
+ "\n",
+ "print(\"SVM with C={}: Accuracy on training data: {:.3f}\".format(1, acc_train_svm))\n",
+ "print(\"SVM with C={}: Accuracy on test data: {:.3f}\".format(1, acc_test_svm))\n",
+ "print(\"SVM with C={}: F1 score on training data: {:.3f}\".format(1, f1_score_train_svm))\n",
+ "print(\"SVM with C={}: F1 score on test data: {:.3f}\".format(1, f1_score_test_svm))\n",
+ "print(\"SVM with C={}: Precision on training data: {:.3f}\".format(1, precision_score_train_svm))\n",
+ "print(\"SVM with C={}: Precision on test data: {:.3f}\".format(1, precision_score_test_svm))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "storeResults('Support Vector Machines',acc_test_svm,f1_score_test_svm,precision_score_train_svm)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Gradient Boost (Boosting Based)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "((8843, 30), (8843,), (2211, 30), (2211,))"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)\n",
+ "X_train.shape, y_train.shape, X_test.shape, y_test.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "GradientBoostingClassifier(learning_rate=0.7, max_depth=4) In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
+ ],
+ "text/plain": [
+ "GradientBoostingClassifier(learning_rate=0.7, max_depth=4)"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from sklearn.ensemble import GradientBoostingClassifier\n",
+ "gbc = GradientBoostingClassifier(max_depth=4,learning_rate=0.7)\n",
+ "gbc.fit(X_train,y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y_train_gbc = gbc.predict(X_train)\n",
+ "y_test_gbc = gbc.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Gradient Boosting Classifier : Accuracy on training Data: 0.989\n",
+ "Gradient Boosting Classifier : Accuracy on test Data: 0.974\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "acc_train_gbc = metrics.accuracy_score(y_train,y_train_gbc)\n",
+ "acc_test_gbc = metrics.accuracy_score(y_test,y_test_gbc)\n",
+ "print(\"Gradient Boosting Classifier : Accuracy on training Data: {:.3f}\".format(acc_train_gbc))\n",
+ "print(\"Gradient Boosting Classifier : Accuracy on test Data: {:.3f}\".format(acc_test_gbc))\n",
+ "print()\n",
+ "\n",
+ "f1_score_train_gbc = metrics.f1_score(y_train,y_train_gbc)\n",
+ "f1_score_test_gbc = metrics.f1_score(y_test,y_test_gbc)\n",
+ "\n",
+ "precision_score_train_gbc = metrics.precision_score(y_train,y_train_gbc)\n",
+ "precision_score_test_gbc = metrics.precision_score(y_test,y_test_gbc)\n",
+ "\n",
+ "storeResults('Gradient Boosting Classifier',acc_test_gbc,f1_score_test_gbc,precision_score_train_gbc)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Gradient Boost classifier has higher accuracy hence this model will be used hereafter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Comparision of Model Scores"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df = pd.DataFrame({\n",
+ " 'Modelname': ML_Model,\n",
+ " 'Accuracy Score': accuracy,\n",
+ " 'F1 Score': f1_score,\n",
+ " 'Precision Score': precision\n",
+ "})\n",
+ "df.set_index('Modelname', inplace=True)\n",
+ "\n",
+ "# plot the scores for each model\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(10,10))\n",
+ "df.plot(kind='bar', ax=ax)\n",
+ "ax.set_xticklabels(df.index, rotation=0)\n",
+ "ax.set_ylim([0.9, 1])\n",
+ "ax.set_yticks([0.9,0.91,0.92,0.93,0.94,0.95,0.96,0.97,0.98,0.99,1])\n",
+ "ax.set_xlabel('Model')\n",
+ "ax.set_ylabel('Score')\n",
+ "ax.set_title('Model Scores')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Decoding URL"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Defaulting to user installation because normal site-packages is not writeable\n",
+ "Requirement already satisfied: python-whois in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (0.9.3)\n",
+ "Requirement already satisfied: python-dateutil in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from python-whois) (2.8.2)\n",
+ "Requirement already satisfied: six>=1.5 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from python-dateutil->python-whois) (1.16.0)\n",
+ "Note: you may need to restart the kernel to use updated packages.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "DEPRECATION: Loading egg at c:\\program files\\python311\\lib\\site-packages\\vboxapi-1.0-py3.11.egg is deprecated. pip 24.3 will enforce this behaviour change. A possible replacement is to use pip for package installation.. Discussion can be found at https://github.com/pypa/pip/issues/12330\n"
+ ]
+ }
+ ],
+ "source": [
+ "pip install python-whois"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Defaulting to user installation because normal site-packages is not writeable\n",
+ "Requirement already satisfied: python-googlesearch in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (1.1.1)\n",
+ "Requirement already satisfied: beautifulsoup4 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from python-googlesearch) (4.12.3)\n",
+ "Requirement already satisfied: requests in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from python-googlesearch) (2.31.0)\n",
+ "Requirement already satisfied: pyuseragents in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from python-googlesearch) (1.0.5)\n",
+ "Requirement already satisfied: inquirer in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from python-googlesearch) (3.2.4)\n",
+ "Requirement already satisfied: soupsieve>1.2 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from beautifulsoup4->python-googlesearch) (2.5)\n",
+ "Requirement already satisfied: blessed>=1.19.0 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from inquirer->python-googlesearch) (1.20.0)\n",
+ "Requirement already satisfied: editor>=1.6.0 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from inquirer->python-googlesearch) (1.6.6)\n",
+ "Requirement already satisfied: readchar>=3.0.6 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from inquirer->python-googlesearch) (4.0.6)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from requests->python-googlesearch) (3.3.2)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from requests->python-googlesearch) (3.6)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from requests->python-googlesearch) (2.2.1)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from requests->python-googlesearch) (2024.2.2)\n",
+ "Requirement already satisfied: wcwidth>=0.1.4 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from blessed>=1.19.0->inquirer->python-googlesearch) (0.2.13)\n",
+ "Requirement already satisfied: six>=1.9.0 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from blessed>=1.19.0->inquirer->python-googlesearch) (1.16.0)\n",
+ "Requirement already satisfied: jinxed>=1.1.0 in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from blessed>=1.19.0->inquirer->python-googlesearch) (1.2.1)\n",
+ "Requirement already satisfied: runs in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from editor>=1.6.0->inquirer->python-googlesearch) (1.2.2)\n",
+ "Requirement already satisfied: xmod in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from editor>=1.6.0->inquirer->python-googlesearch) (1.8.1)\n",
+ "Requirement already satisfied: setuptools>=41.0 in c:\\program files\\python311\\lib\\site-packages (from readchar>=3.0.6->inquirer->python-googlesearch) (65.5.0)\n",
+ "Requirement already satisfied: ansicon in c:\\users\\asus\\appdata\\roaming\\python\\python311\\site-packages (from jinxed>=1.1.0->blessed>=1.19.0->inquirer->python-googlesearch) (1.89.0)\n",
+ "Note: you may need to restart the kernel to use updated packages.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "DEPRECATION: Loading egg at c:\\program files\\python311\\lib\\site-packages\\vboxapi-1.0-py3.11.egg is deprecated. pip 24.3 will enforce this behaviour change. A possible replacement is to use pip for package installation.. Discussion can be found at https://github.com/pypa/pip/issues/12330\n"
+ ]
+ }
+ ],
+ "source": [
+ "pip install python-googlesearch"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import ipaddress\n",
+ "import re\n",
+ "import urllib.request\n",
+ "from bs4 import BeautifulSoup\n",
+ "import socket\n",
+ "import requests\n",
+ "import google\n",
+ "import whois\n",
+ "from datetime import date, datetime\n",
+ "import time\n",
+ "from dateutil.parser import parse as date_parse\n",
+ "from urllib.parse import urlparse\n",
+ "\n",
+ "class FeatureExtraction:\n",
+ " features = []\n",
+ " def __init__(self,url):\n",
+ " self.features = []\n",
+ " self.url = url\n",
+ " self.domain = \"\"\n",
+ " self.whois_response = \"\"\n",
+ " self.urlparse = \"\"\n",
+ " self.response = \"\"\n",
+ " self.soup = \"\"\n",
+ "\n",
+ " try:\n",
+ " self.response = requests.get(url)\n",
+ " self.soup = BeautifulSoup(response.text, 'html.parser')\n",
+ " except:\n",
+ " pass\n",
+ "\n",
+ " try:\n",
+ " self.urlparse = urlparse(url)\n",
+ " self.domain = self.urlparse.netloc\n",
+ " except:\n",
+ " pass\n",
+ "\n",
+ " try:\n",
+ " self.whois_response = whois.whois(self.domain)\n",
+ " except:\n",
+ " pass\n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " self.features.append(self.UsingIp())\n",
+ " self.features.append(self.longUrl())\n",
+ " self.features.append(self.shortUrl())\n",
+ " self.features.append(self.symbol())\n",
+ " self.features.append(self.redirecting())\n",
+ " self.features.append(self.prefixSuffix())\n",
+ " self.features.append(self.SubDomains())\n",
+ " self.features.append(self.Hppts())\n",
+ " self.features.append(self.DomainRegLen())\n",
+ " self.features.append(self.Favicon())\n",
+ " \n",
+ "\n",
+ " self.features.append(self.NonStdPort())\n",
+ " self.features.append(self.HTTPSDomainURL())\n",
+ " self.features.append(self.RequestURL())\n",
+ " self.features.append(self.AnchorURL())\n",
+ " self.features.append(self.LinksInScriptTags())\n",
+ " self.features.append(self.ServerFormHandler())\n",
+ " self.features.append(self.InfoEmail())\n",
+ " self.features.append(self.AbnormalURL())\n",
+ " self.features.append(self.WebsiteForwarding())\n",
+ " self.features.append(self.StatusBarCust())\n",
+ "\n",
+ " self.features.append(self.DisableRightClick())\n",
+ " self.features.append(self.UsingPopupWindow())\n",
+ " self.features.append(self.IframeRedirection())\n",
+ " self.features.append(self.AgeofDomain())\n",
+ " self.features.append(self.DNSRecording())\n",
+ " self.features.append(self.WebsiteTraffic())\n",
+ " self.features.append(self.PageRank())\n",
+ " self.features.append(self.GoogleIndex())\n",
+ " self.features.append(self.LinksPointingToPage())\n",
+ " self.features.append(self.StatsReport())\n",
+ "\n",
+ "\n",
+ " # 1.UsingIp\n",
+ " def UsingIp(self):\n",
+ " try:\n",
+ " ipaddress.ip_address(self.url)\n",
+ " return -1\n",
+ " except:\n",
+ " return 1\n",
+ "\n",
+ " # 2.longUrl\n",
+ " def longUrl(self):\n",
+ " if len(self.url) < 54:\n",
+ " return 1\n",
+ " if len(self.url) >= 54 and len(self.url) <= 75:\n",
+ " return 0\n",
+ " return -1\n",
+ "\n",
+ " # 3.shortUrl\n",
+ " def shortUrl(self):\n",
+ " match = re.search('bit\\.ly|goo\\.gl|shorte\\.st|go2l\\.ink|x\\.co|ow\\.ly|t\\.co|tinyurl|tr\\.im|is\\.gd|cli\\.gs|'\n",
+ " 'yfrog\\.com|migre\\.me|ff\\.im|tiny\\.cc|url4\\.eu|twit\\.ac|su\\.pr|twurl\\.nl|snipurl\\.com|'\n",
+ " 'short\\.to|BudURL\\.com|ping\\.fm|post\\.ly|Just\\.as|bkite\\.com|snipr\\.com|fic\\.kr|loopt\\.us|'\n",
+ " 'doiop\\.com|short\\.ie|kl\\.am|wp\\.me|rubyurl\\.com|om\\.ly|to\\.ly|bit\\.do|t\\.co|lnkd\\.in|'\n",
+ " 'db\\.tt|qr\\.ae|adf\\.ly|goo\\.gl|bitly\\.com|cur\\.lv|tinyurl\\.com|ow\\.ly|bit\\.ly|ity\\.im|'\n",
+ " 'q\\.gs|is\\.gd|po\\.st|bc\\.vc|twitthis\\.com|u\\.to|j\\.mp|buzurl\\.com|cutt\\.us|u\\.bb|yourls\\.org|'\n",
+ " 'x\\.co|prettylinkpro\\.com|scrnch\\.me|filoops\\.info|vzturl\\.com|qr\\.net|1url\\.com|tweez\\.me|v\\.gd|tr\\.im|link\\.zip\\.net', self.url)\n",
+ " if match:\n",
+ " return -1\n",
+ " return 1\n",
+ "\n",
+ " # 4.Symbol@\n",
+ " def symbol(self):\n",
+ " if re.findall(\"@\",self.url):\n",
+ " return -1\n",
+ " return 1\n",
+ " \n",
+ " # 5.Redirecting//\n",
+ " def redirecting(self):\n",
+ " if self.url.rfind('//')>6:\n",
+ " return -1\n",
+ " return 1\n",
+ " \n",
+ " # 6.prefixSuffix\n",
+ " def prefixSuffix(self):\n",
+ " try:\n",
+ " match = re.findall('\\-', self.domain)\n",
+ " if match:\n",
+ " return -1\n",
+ " return 1\n",
+ " except:\n",
+ " return -1\n",
+ " \n",
+ " # 7.SubDomains\n",
+ " def SubDomains(self):\n",
+ " dot_count = len(re.findall(\"\\.\", self.url))\n",
+ " if dot_count == 1:\n",
+ " return 1\n",
+ " elif dot_count == 2:\n",
+ " return 0\n",
+ " return -1\n",
+ "\n",
+ " # 8.HTTPS\n",
+ " def Hppts(self):\n",
+ " try:\n",
+ " https = self.urlparse.scheme\n",
+ " if 'https' in https:\n",
+ " return 1\n",
+ " return -1\n",
+ " except:\n",
+ " return 1\n",
+ "\n",
+ " # 9.DomainRegLen\n",
+ " def DomainRegLen(self):\n",
+ " try:\n",
+ " expiration_date = self.whois_response.expiration_date\n",
+ " creation_date = self.whois_response.creation_date\n",
+ " try:\n",
+ " if(len(expiration_date)):\n",
+ " expiration_date = expiration_date[0]\n",
+ " except:\n",
+ " pass\n",
+ " try:\n",
+ " if(len(creation_date)):\n",
+ " creation_date = creation_date[0]\n",
+ " except:\n",
+ " pass\n",
+ "\n",
+ " age = (expiration_date.year-creation_date.year)*12+ (expiration_date.month-creation_date.month)\n",
+ " if age >=12:\n",
+ " return 1\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 10. Favicon\n",
+ " def Favicon(self):\n",
+ " try:\n",
+ " for head in self.soup.find_all('head'):\n",
+ " for head.link in self.soup.find_all('link', href=True):\n",
+ " dots = [x.start(0) for x in re.finditer('\\.', head.link['href'])]\n",
+ " if self.url in head.link['href'] or len(dots) == 1 or domain in head.link['href']:\n",
+ " return 1\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 11. NonStdPort\n",
+ " def NonStdPort(self):\n",
+ " try:\n",
+ " port = self.domain.split(\":\")\n",
+ " if len(port)>1:\n",
+ " return -1\n",
+ " return 1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 12. HTTPSDomainURL\n",
+ " def HTTPSDomainURL(self):\n",
+ " try:\n",
+ " if 'https' in self.domain:\n",
+ " return -1\n",
+ " return 1\n",
+ " except:\n",
+ " return -1\n",
+ " \n",
+ " # 13. RequestURL\n",
+ " def RequestURL(self):\n",
+ " try:\n",
+ " for img in self.soup.find_all('img', src=True):\n",
+ " dots = [x.start(0) for x in re.finditer('\\.', img['src'])]\n",
+ " if self.url in img['src'] or self.domain in img['src'] or len(dots) == 1:\n",
+ " success = success + 1\n",
+ " i = i+1\n",
+ "\n",
+ " for audio in self.soup.find_all('audio', src=True):\n",
+ " dots = [x.start(0) for x in re.finditer('\\.', audio['src'])]\n",
+ " if self.url in audio['src'] or self.domain in audio['src'] or len(dots) == 1:\n",
+ " success = success + 1\n",
+ " i = i+1\n",
+ "\n",
+ " for embed in self.soup.find_all('embed', src=True):\n",
+ " dots = [x.start(0) for x in re.finditer('\\.', embed['src'])]\n",
+ " if self.url in embed['src'] or self.domain in embed['src'] or len(dots) == 1:\n",
+ " success = success + 1\n",
+ " i = i+1\n",
+ "\n",
+ " for iframe in self.soup.find_all('iframe', src=True):\n",
+ " dots = [x.start(0) for x in re.finditer('\\.', iframe['src'])]\n",
+ " if self.url in iframe['src'] or self.domain in iframe['src'] or len(dots) == 1:\n",
+ " success = success + 1\n",
+ " i = i+1\n",
+ "\n",
+ " try:\n",
+ " percentage = success/float(i) * 100\n",
+ " if percentage < 22.0:\n",
+ " return 1\n",
+ " elif((percentage >= 22.0) and (percentage < 61.0)):\n",
+ " return 0\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return 0\n",
+ " except:\n",
+ " return -1\n",
+ " \n",
+ " # 14. AnchorURL\n",
+ " def AnchorURL(self):\n",
+ " try:\n",
+ " i,unsafe = 0,0\n",
+ " for a in self.soup.find_all('a', href=True):\n",
+ " if \"#\" in a['href'] or \"javascript\" in a['href'].lower() or \"mailto\" in a['href'].lower() or not (url in a['href'] or self.domain in a['href']):\n",
+ " unsafe = unsafe + 1\n",
+ " i = i + 1\n",
+ "\n",
+ " try:\n",
+ " percentage = unsafe / float(i) * 100\n",
+ " if percentage < 31.0:\n",
+ " return 1\n",
+ " elif ((percentage >= 31.0) and (percentage < 67.0)):\n",
+ " return 0\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 15. LinksInScriptTags\n",
+ " def LinksInScriptTags(self):\n",
+ " try:\n",
+ " i,success = 0,0\n",
+ " \n",
+ " for link in self.soup.find_all('link', href=True):\n",
+ " dots = [x.start(0) for x in re.finditer('\\.', link['href'])]\n",
+ " if self.url in link['href'] or self.domain in link['href'] or len(dots) == 1:\n",
+ " success = success + 1\n",
+ " i = i+1\n",
+ "\n",
+ " for script in self.soup.find_all('script', src=True):\n",
+ " dots = [x.start(0) for x in re.finditer('\\.', script['src'])]\n",
+ " if self.url in script['src'] or self.domain in script['src'] or len(dots) == 1:\n",
+ " success = success + 1\n",
+ " i = i+1\n",
+ "\n",
+ " try:\n",
+ " percentage = success / float(i) * 100\n",
+ " if percentage < 17.0:\n",
+ " return 1\n",
+ " elif((percentage >= 17.0) and (percentage < 81.0)):\n",
+ " return 0\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return 0\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 16. ServerFormHandler\n",
+ " def ServerFormHandler(self):\n",
+ " try:\n",
+ " if len(self.soup.find_all('form', action=True))==0:\n",
+ " return 1\n",
+ " else :\n",
+ " for form in self.soup.find_all('form', action=True):\n",
+ " if form['action'] == \"\" or form['action'] == \"about:blank\":\n",
+ " return -1\n",
+ " elif self.url not in form['action'] and self.domain not in form['action']:\n",
+ " return 0\n",
+ " else:\n",
+ " return 1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 17. InfoEmail\n",
+ " def InfoEmail(self):\n",
+ " try:\n",
+ " if re.findall(r\"[mail\\(\\)|mailto:?]\", self.soap):\n",
+ " return -1\n",
+ " else:\n",
+ " return 1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 18. AbnormalURL\n",
+ " def AbnormalURL(self):\n",
+ " try:\n",
+ " if self.response.text == self.whois_response:\n",
+ " return 1\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 19. WebsiteForwarding\n",
+ " def WebsiteForwarding(self):\n",
+ " try:\n",
+ " if len(self.response.history) <= 1:\n",
+ " return 1\n",
+ " elif len(self.response.history) <= 4:\n",
+ " return 0\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 20. StatusBarCust\n",
+ " def StatusBarCust(self):\n",
+ " try:\n",
+ " if re.findall(\"\", self.response.text):\n",
+ " return 1\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 21. DisableRightClick\n",
+ " def DisableRightClick(self):\n",
+ " try:\n",
+ " if re.findall(r\"event.button ?== ?2\", self.response.text):\n",
+ " return 1\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 22. UsingPopupWindow\n",
+ " def UsingPopupWindow(self):\n",
+ " try:\n",
+ " if re.findall(r\"alert\\(\", self.response.text):\n",
+ " return 1\n",
+ " else:\n",
+ " return -1\n",
+ " except:\n",
+ " return -1\n",
+ "\n",
+ " # 23. IframeRedirection\n",
+ " def IframeRedirection(self):\n",
+ " try:\n",
+ " if re.findall(r\"[