Malware_Analysis_Static.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing the Libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>android</th>\n",
       "      <th>android.app.cts.permission.TEST_GRANTED</th>\n",
       "      <th>android.intent.category.MASTER_CLEAR.permission.C2D_MESSAGE</th>\n",
       "      <th>android.os.cts.permission.TEST_GRANTED</th>\n",
       "      <th>android.permission.ACCESS_ALL_DOWNLOADS</th>\n",
       "      <th>android.permission.ACCESS_ALL_EXTERNAL_STORAGE</th>\n",
       "      <th>android.permission.ACCESS_BLUETOOTH_SHARE</th>\n",
       "      <th>android.permission.ACCESS_CACHE_FILESYSTEM</th>\n",
       "      <th>android.permission.ACCESS_CHECKIN_PROPERTIES</th>\n",
       "      <th>android.permission.ACCESS_COARSE_LOCATION</th>\n",
       "      <th>...</th>\n",
       "      <th>com.android.voicemail.permission.WRITE_VOICEMAIL</th>\n",
       "      <th>com.foo.mypermission</th>\n",
       "      <th>com.foo.mypermission2</th>\n",
       "      <th>org.chromium.chrome.shell.permission.C2D_MESSAGE</th>\n",
       "      <th>org.chromium.chrome.shell.permission.DEBUG</th>\n",
       "      <th>org.chromium.chrome.shell.permission.SANDBOX</th>\n",
       "      <th>org.chromium.chromecast.shell.permission.SANDBOX</th>\n",
       "      <th>org.chromium.content_shell.permission.SANDBOX</th>\n",
       "      <th>test_permission</th>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <th>6</th>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 331 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   android  android.app.cts.permission.TEST_GRANTED  \\\n",
       "0        0                                        0   \n",
       "1        0                                        0   \n",
       "2        0                                        0   \n",
       "3        0                                        0   \n",
       "4        0                                        0   \n",
       "5        0                                        0   \n",
       "6        0                                        0   \n",
       "7        0                                        0   \n",
       "8        0                                        0   \n",
       "9        0                                        0   \n",
       "\n",
       "   android.intent.category.MASTER_CLEAR.permission.C2D_MESSAGE  \\\n",
       "0                                                  0             \n",
       "1                                                  0             \n",
       "2                                                  0             \n",
       "3                                                  0             \n",
       "4                                                  0             \n",
       "5                                                  0             \n",
       "6                                                  0             \n",
       "7                                                  0             \n",
       "8                                                  0             \n",
       "9                                                  0             \n",
       "\n",
       "   android.os.cts.permission.TEST_GRANTED  \\\n",
       "0                                       0   \n",
       "1                                       0   \n",
       "2                                       0   \n",
       "3                                       0   \n",
       "4                                       0   \n",
       "5                                       0   \n",
       "6                                       0   \n",
       "7                                       0   \n",
       "8                                       0   \n",
       "9                                       0   \n",
       "\n",
       "   android.permission.ACCESS_ALL_DOWNLOADS  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "5                                        0   \n",
       "6                                        0   \n",
       "7                                        0   \n",
       "8                                        0   \n",
       "9                                        0   \n",
       "\n",
       "   android.permission.ACCESS_ALL_EXTERNAL_STORAGE  \\\n",
       "0                                               0   \n",
       "1                                               0   \n",
       "2                                               0   \n",
       "3                                               0   \n",
       "4                                               0   \n",
       "5                                               0   \n",
       "6                                               0   \n",
       "7                                               0   \n",
       "8                                               0   \n",
       "9                                               0   \n",
       "\n",
       "   android.permission.ACCESS_BLUETOOTH_SHARE  \\\n",
       "0                                          0   \n",
       "1                                          0   \n",
       "2                                          0   \n",
       "3                                          0   \n",
       "4                                          0   \n",
       "5                                          0   \n",
       "6                                          0   \n",
       "7                                          0   \n",
       "8                                          0   \n",
       "9                                          0   \n",
       "\n",
       "   android.permission.ACCESS_CACHE_FILESYSTEM  \\\n",
       "0                                           0   \n",
       "1                                           0   \n",
       "2                                           0   \n",
       "3                                           0   \n",
       "4                                           0   \n",
       "5                                           0   \n",
       "6                                           0   \n",
       "7                                           0   \n",
       "8                                           0   \n",
       "9                                           0   \n",
       "\n",
       "   android.permission.ACCESS_CHECKIN_PROPERTIES  \\\n",
       "0                                             0   \n",
       "1                                             0   \n",
       "2                                             0   \n",
       "3                                             0   \n",
       "4                                             0   \n",
       "5                                             0   \n",
       "6                                             0   \n",
       "7                                             0   \n",
       "8                                             0   \n",
       "9                                             0   \n",
       "\n",
       "   android.permission.ACCESS_COARSE_LOCATION  ...  \\\n",
       "0                                          0  ...   \n",
       "1                                          0  ...   \n",
       "2                                          0  ...   \n",
       "3                                          0  ...   \n",
       "4                                          0  ...   \n",
       "5                                          1  ...   \n",
       "6                                          0  ...   \n",
       "7                                          0  ...   \n",
       "8                                          0  ...   \n",
       "9                                          1  ...   \n",
       "\n",
       "   com.android.voicemail.permission.WRITE_VOICEMAIL  com.foo.mypermission  \\\n",
       "0                                                 0                     0   \n",
       "1                                                 0                     0   \n",
       "2                                                 0                     0   \n",
       "3                                                 0                     0   \n",
       "4                                                 0                     0   \n",
       "5                                                 0                     0   \n",
       "6                                                 0                     0   \n",
       "7                                                 0                     0   \n",
       "8                                                 0                     0   \n",
       "9                                                 0                     0   \n",
       "\n",
       "   com.foo.mypermission2  org.chromium.chrome.shell.permission.C2D_MESSAGE  \\\n",
       "0                      0                                                 0   \n",
       "1                      0                                                 0   \n",
       "2                      0                                                 0   \n",
       "3                      0                                                 0   \n",
       "4                      0                                                 0   \n",
       "5                      0                                                 0   \n",
       "6                      0                                                 0   \n",
       "7                      0                                                 0   \n",
       "8                      0                                                 0   \n",
       "9                      0                                                 0   \n",
       "\n",
       "   org.chromium.chrome.shell.permission.DEBUG  \\\n",
       "0                                           0   \n",
       "1                                           0   \n",
       "2                                           0   \n",
       "3                                           0   \n",
       "4                                           0   \n",
       "5                                           0   \n",
       "6                                           0   \n",
       "7                                           0   \n",
       "8                                           0   \n",
       "9                                           0   \n",
       "\n",
       "   org.chromium.chrome.shell.permission.SANDBOX  \\\n",
       "0                                             0   \n",
       "1                                             0   \n",
       "2                                             0   \n",
       "3                                             0   \n",
       "4                                             0   \n",
       "5                                             0   \n",
       "6                                             0   \n",
       "7                                             0   \n",
       "8                                             0   \n",
       "9                                             0   \n",
       "\n",
       "   org.chromium.chromecast.shell.permission.SANDBOX  \\\n",
       "0                                                 0   \n",
       "1                                                 0   \n",
       "2                                                 0   \n",
       "3                                                 0   \n",
       "4                                                 0   \n",
       "5                                                 0   \n",
       "6                                                 0   \n",
       "7                                                 0   \n",
       "8                                                 0   \n",
       "9                                                 0   \n",
       "\n",
       "   org.chromium.content_shell.permission.SANDBOX  test_permission  type  \n",
       "0                                              0                0     1  \n",
       "1                                              0                0     1  \n",
       "2                                              0                0     1  \n",
       "3                                              0                0     1  \n",
       "4                                              0                0     1  \n",
       "5                                              0                0     1  \n",
       "6                                              0                0     1  \n",
       "7                                              0                0     1  \n",
       "8                                              0                0     1  \n",
       "9                                              0                0     1  \n",
       "\n",
       "[10 rows x 331 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Importing the dataset\n",
    "dataset = pd.read_csv(\"static_set.csv\", sep=\";\")\n",
    "dataset.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Exploratory Data Analysis(EDA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    199\n",
      "0    199\n",
      "Name: type, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#Checking the balance in our dataset\n",
    "dataset = dataset.astype(\"int64\")\n",
    "print(dataset.type.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(398, 331)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Finding the size of dataset\n",
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['android',\n",
       " 'android.app.cts.permission.TEST_GRANTED',\n",
       " 'android.intent.category.MASTER_CLEAR.permission.C2D_MESSAGE',\n",
       " 'android.os.cts.permission.TEST_GRANTED',\n",
       " 'android.permission.ACCESS_ALL_DOWNLOADS',\n",
       " 'android.permission.ACCESS_ALL_EXTERNAL_STORAGE',\n",
       " 'android.permission.ACCESS_BLUETOOTH_SHARE',\n",
       " 'android.permission.ACCESS_CACHE_FILESYSTEM',\n",
       " 'android.permission.ACCESS_CHECKIN_PROPERTIES',\n",
       " 'android.permission.ACCESS_COARSE_LOCATION',\n",
       " 'android.permission.ACCESS_CONTENT_PROVIDERS_EXTERNALLY',\n",
       " 'android.permission.ACCESS_DOWNLOAD_MANAGER',\n",
       " 'android.permission.ACCESS_DOWNLOAD_MANAGER_ADVANCED',\n",
       " 'android.permission.ACCESS_DRM_CERTIFICATES',\n",
       " 'android.permission.ACCESS_FINE_LOCATION',\n",
       " 'android.permission.ACCESS_FM_RADIO',\n",
       " 'android.permission.ACCESS_INPUT_FLINGER',\n",
       " 'android.permission.ACCESS_KEYGUARD_SECURE_STORAGE',\n",
       " 'android.permission.ACCESS_LOCATION_EXTRA_COMMANDS',\n",
       " 'android.permission.ACCESS_MOCK_LOCATION',\n",
       " 'android.permission.ACCESS_MTP',\n",
       " 'android.permission.ACCESS_NETWORK_CONDITIONS',\n",
       " 'android.permission.ACCESS_NETWORK_STATE',\n",
       " 'android.permission.ACCESS_NOTIFICATIONS',\n",
       " 'android.permission.ACCESS_PDB_STATE',\n",
       " 'android.permission.ACCESS_SURFACE_FLINGER',\n",
       " 'android.permission.ACCESS_WIFI_STATE',\n",
       " 'android.permission.ACCESS_WIMAX_STATE',\n",
       " 'android.permission.ACCOUNT_MANAGER',\n",
       " 'android.permission.ALLOW_ANY_CODEC_FOR_PLAYBACK',\n",
       " 'android.permission.ASEC_ACCESS',\n",
       " 'android.permission.ASEC_CREATE',\n",
       " 'android.permission.ASEC_DESTROY',\n",
       " 'android.permission.ASEC_MOUNT_UNMOUNT',\n",
       " 'android.permission.ASEC_RENAME',\n",
       " 'android.permission.AUTHENTICATE_ACCOUNTS',\n",
       " 'android.permission.BACKUP',\n",
       " 'android.permission.BATTERY_STATS',\n",
       " 'android.permission.BIND_ACCESSIBILITY_SERVICE',\n",
       " 'android.permission.BIND_APPWIDGET',\n",
       " 'android.permission.BIND_CARRIER_MESSAGING_SERVICE',\n",
       " 'android.permission.BIND_CONDITION_PROVIDER_SERVICE',\n",
       " 'android.permission.BIND_CONNECTION_SERVICE',\n",
       " 'android.permission.BIND_DEVICE_ADMIN',\n",
       " 'android.permission.BIND_DIRECTORY_SEARCH',\n",
       " 'android.permission.BIND_DREAM_SERVICE',\n",
       " 'android.permission.BIND_INCALL_SERVICE',\n",
       " 'android.permission.BIND_INPUT_METHOD',\n",
       " 'android.permission.BIND_JOB_SERVICE',\n",
       " 'android.permission.BIND_KEYGUARD_APPWIDGET',\n",
       " 'android.permission.BIND_NFC_SERVICE',\n",
       " 'android.permission.BIND_NOTIFICATION_LISTENER_SERVICE',\n",
       " 'android.permission.BIND_PACKAGE_VERIFIER',\n",
       " 'android.permission.BIND_PRINT_SERVICE',\n",
       " 'android.permission.BIND_PRINT_SPOOLER_SERVICE',\n",
       " 'android.permission.BIND_REMOTEVIEWS',\n",
       " 'android.permission.BIND_REMOTE_DISPLAY',\n",
       " 'android.permission.BIND_TEXT_SERVICE',\n",
       " 'android.permission.BIND_TRUST_AGENT',\n",
       " 'android.permission.BIND_TV_INPUT',\n",
       " 'android.permission.BIND_VOICE_INTERACTION',\n",
       " 'android.permission.BIND_VPN_SERVICE',\n",
       " 'android.permission.BIND_WALLPAPER',\n",
       " 'android.permission.BLUETOOTH',\n",
       " 'android.permission.BLUETOOTH_ADMIN',\n",
       " 'android.permission.BLUETOOTH_MAP',\n",
       " 'android.permission.BLUETOOTH_PRIVILEGED',\n",
       " 'android.permission.BLUETOOTH_STACK',\n",
       " 'android.permission.BODY_SENSORS',\n",
       " 'android.permission.BRICK',\n",
       " 'android.permission.BROADCAST_CALLLOG_INFO',\n",
       " 'android.permission.BROADCAST_NETWORK_PRIVILEGED',\n",
       " 'android.permission.BROADCAST_PACKAGE_REMOVED',\n",
       " 'android.permission.BROADCAST_SMS',\n",
       " 'android.permission.BROADCAST_STICKY',\n",
       " 'android.permission.BROADCAST_WAP_PUSH',\n",
       " 'android.permission.CALL_PHONE',\n",
       " 'android.permission.CALL_PRIVILEGED',\n",
       " 'android.permission.CAMERA',\n",
       " 'android.permission.CAMERA_DISABLE_TRANSMIT_LED',\n",
       " 'android.permission.CAPTURE_AUDIO_HOTWORD',\n",
       " 'android.permission.CAPTURE_AUDIO_OUTPUT',\n",
       " 'android.permission.CAPTURE_SECURE_VIDEO_OUTPUT',\n",
       " 'android.permission.CAPTURE_TV_INPUT',\n",
       " 'android.permission.CAPTURE_VIDEO_OUTPUT',\n",
       " 'android.permission.CARRIER_FILTER_SMS',\n",
       " 'android.permission.CHANGE_BACKGROUND_DATA_SETTING',\n",
       " 'android.permission.CHANGE_COMPONENT_ENABLED_STATE',\n",
       " 'android.permission.CHANGE_CONFIGURATION',\n",
       " 'android.permission.CHANGE_NETWORK_STATE',\n",
       " 'android.permission.CHANGE_WIFI_MULTICAST_STATE',\n",
       " 'android.permission.CHANGE_WIFI_STATE',\n",
       " 'android.permission.CHANGE_WIMAX_STATE',\n",
       " 'android.permission.CLEAR_APP_CACHE',\n",
       " 'android.permission.CLEAR_APP_USER_DATA',\n",
       " 'android.permission.CONFIGURE_WIFI_DISPLAY',\n",
       " 'android.permission.CONFIRM_FULL_BACKUP',\n",
       " 'android.permission.CONNECTIVITY_INTERNAL',\n",
       " 'android.permission.CONTROL_INCALL_EXPERIENCE',\n",
       " 'android.permission.CONTROL_KEYGUARD',\n",
       " 'android.permission.CONTROL_LOCATION_UPDATES',\n",
       " 'android.permission.CONTROL_VPN',\n",
       " 'android.permission.CONTROL_WIFI_DISPLAY',\n",
       " 'android.permission.COPY_PROTECTED_DATA',\n",
       " 'android.permission.CRYPT_KEEPER',\n",
       " 'android.permission.DELETE_CACHE_FILES',\n",
       " 'android.permission.DELETE_PACKAGES',\n",
       " 'android.permission.DEVICE_POWER',\n",
       " 'android.permission.DIAGNOSTIC',\n",
       " 'android.permission.DISABLE_KEYGUARD',\n",
       " 'android.permission.DOWNLOAD_CACHE_NON_PURGEABLE',\n",
       " 'android.permission.DOWNLOAD_WITHOUT_NOTIFICATION',\n",
       " 'android.permission.DUMP',\n",
       " 'android.permission.EXPAND_STATUS_BAR',\n",
       " 'android.permission.FACTORY_TEST',\n",
       " 'android.permission.FILTER_EVENTS',\n",
       " 'android.permission.FLASHLIGHT',\n",
       " 'android.permission.FORCE_BACK',\n",
       " 'android.permission.FORCE_STOP_PACKAGES',\n",
       " 'android.permission.FRAME_STATS',\n",
       " 'android.permission.FREEZE_SCREEN',\n",
       " 'android.permission.GET_ACCOUNTS',\n",
       " 'android.permission.GET_APP_OPS_STATS',\n",
       " 'android.permission.GET_DETAILED_TASKS',\n",
       " 'android.permission.GET_PACKAGE_SIZE',\n",
       " 'android.permission.GET_TASKS',\n",
       " 'android.permission.GET_TOP_ACTIVITY_INFO',\n",
       " 'android.permission.GLOBAL_SEARCH',\n",
       " 'android.permission.GLOBAL_SEARCH_CONTROL',\n",
       " 'android.permission.GRANT_REVOKE_PERMISSIONS',\n",
       " 'android.permission.HARDWARE_TEST',\n",
       " 'android.permission.HDMI_CEC',\n",
       " 'android.permission.INJECT_EVENTS',\n",
       " 'android.permission.INSTALL_LOCATION_PROVIDER',\n",
       " 'android.permission.INSTALL_PACKAGES',\n",
       " 'android.permission.INTERACT_ACROSS_USERS',\n",
       " 'android.permission.INTERACT_ACROSS_USERS_FULL',\n",
       " 'android.permission.INTERNAL_SYSTEM_WINDOW',\n",
       " 'android.permission.INTERNET',\n",
       " 'android.permission.INVOKE_CARRIER_SETUP',\n",
       " 'android.permission.KILL_BACKGROUND_PROCESSES',\n",
       " 'android.permission.LAUNCH_TRUST_AGENT_SETTINGS',\n",
       " 'android.permission.LOCATION_HARDWARE',\n",
       " 'android.permission.LOOP_RADIO',\n",
       " 'android.permission.MANAGE_ACCOUNTS',\n",
       " 'android.permission.MANAGE_ACTIVITY_STACKS',\n",
       " 'android.permission.MANAGE_APP_TOKENS',\n",
       " 'android.permission.MANAGE_CA_CERTIFICATES',\n",
       " 'android.permission.MANAGE_DEVICE_ADMINS',\n",
       " 'android.permission.MANAGE_DOCUMENTS',\n",
       " 'android.permission.MANAGE_MEDIA_PROJECTION',\n",
       " 'android.permission.MANAGE_NETWORK_POLICY',\n",
       " 'android.permission.MANAGE_USB',\n",
       " 'android.permission.MANAGE_USERS',\n",
       " 'android.permission.MANAGE_VOICE_KEYPHRASES',\n",
       " 'android.permission.MASTER_CLEAR',\n",
       " 'android.permission.MEDIA_CONTENT_CONTROL',\n",
       " 'android.permission.MMS_SEND_OUTBOX_MSG',\n",
       " 'android.permission.MODIFY_APPWIDGET_BIND_PERMISSIONS',\n",
       " 'android.permission.MODIFY_AUDIO_ROUTING',\n",
       " 'android.permission.MODIFY_AUDIO_SETTINGS',\n",
       " 'android.permission.MODIFY_NETWORK_ACCOUNTING',\n",
       " 'android.permission.MODIFY_PARENTAL_CONTROLS',\n",
       " 'android.permission.MODIFY_PHONE_STATE',\n",
       " 'android.permission.MOUNT_FORMAT_FILESYSTEMS',\n",
       " 'android.permission.MOUNT_UNMOUNT_FILESYSTEMS',\n",
       " 'android.permission.MOVE_PACKAGE',\n",
       " 'android.permission.NET_ADMIN',\n",
       " 'android.permission.NET_TUNNELING',\n",
       " 'android.permission.NFC',\n",
       " 'android.permission.NFC_HANDOVER_STATUS',\n",
       " 'android.permission.OEM_UNLOCK_STATE',\n",
       " 'android.permission.PACKAGE_USAGE_STATS',\n",
       " 'android.permission.PACKAGE_VERIFICATION_AGENT',\n",
       " 'android.permission.PERFORM_CDMA_PROVISIONING',\n",
       " 'android.permission.PERSISTENT_ACTIVITY',\n",
       " 'android.permission.PROCESS_CALLLOG_INFO',\n",
       " 'android.permission.PROCESS_OUTGOING_CALLS',\n",
       " 'android.permission.PROVIDE_TRUST_AGENT',\n",
       " 'android.permission.READ_CALENDAR',\n",
       " 'android.permission.READ_CALL_LOG',\n",
       " 'android.permission.READ_CELL_BROADCASTS',\n",
       " 'android.permission.READ_CONTACTS',\n",
       " 'android.permission.READ_DREAM_STATE',\n",
       " 'android.permission.READ_EXTERNAL_STORAGE',\n",
       " 'android.permission.READ_FRAME_BUFFER',\n",
       " 'android.permission.READ_INPUT_STATE',\n",
       " 'android.permission.READ_INSTALL_SESSIONS',\n",
       " 'android.permission.READ_LOGS',\n",
       " 'android.permission.READ_NETWORK_USAGE_HISTORY',\n",
       " 'android.permission.READ_PHONE_STATE',\n",
       " 'android.permission.READ_PRECISE_PHONE_STATE',\n",
       " 'android.permission.READ_PRIVILEGED_PHONE_STATE',\n",
       " 'android.permission.READ_PROFILE',\n",
       " 'android.permission.READ_SEARCH_INDEXABLES',\n",
       " 'android.permission.READ_SMS',\n",
       " 'android.permission.READ_SOCIAL_STREAM',\n",
       " 'android.permission.READ_SYNC_SETTINGS',\n",
       " 'android.permission.READ_SYNC_STATS',\n",
       " 'android.permission.READ_USER_DICTIONARY',\n",
       " 'android.permission.READ_WIFI_CREDENTIAL',\n",
       " 'android.permission.REAL_GET_TASKS',\n",
       " 'android.permission.REBOOT',\n",
       " 'android.permission.RECEIVE_BLUETOOTH_MAP',\n",
       " 'android.permission.RECEIVE_BOOT_COMPLETED',\n",
       " 'android.permission.RECEIVE_DATA_ACTIVITY_CHANGE',\n",
       " 'android.permission.RECEIVE_EMERGENCY_BROADCAST',\n",
       " 'android.permission.RECEIVE_MMS',\n",
       " 'android.permission.RECEIVE_SMS',\n",
       " 'android.permission.RECEIVE_WAP_PUSH',\n",
       " 'android.permission.RECORD_AUDIO',\n",
       " 'android.permission.RECOVERY',\n",
       " 'android.permission.REGISTER_CALL_PROVIDER',\n",
       " 'android.permission.REGISTER_CONNECTION_MANAGER',\n",
       " 'android.permission.REGISTER_SIM_SUBSCRIPTION',\n",
       " 'android.permission.REMOTE_AUDIO_PLAYBACK',\n",
       " 'android.permission.REMOVE_DRM_CERTIFICATES',\n",
       " 'android.permission.REMOVE_TASKS',\n",
       " 'android.permission.REORDER_TASKS',\n",
       " 'android.permission.RESTART_PACKAGES',\n",
       " 'android.permission.RETRIEVE_WINDOW_CONTENT',\n",
       " 'android.permission.RETRIEVE_WINDOW_TOKEN',\n",
       " 'android.permission.SCORE_NETWORKS',\n",
       " 'android.permission.SEND_DOWNLOAD_COMPLETED_INTENTS',\n",
       " 'android.permission.SEND_RESPOND_VIA_MESSAGE',\n",
       " 'android.permission.SEND_SMS',\n",
       " 'android.permission.SERIAL_PORT',\n",
       " 'android.permission.SET_ACTIVITY_WATCHER',\n",
       " 'android.permission.SET_ALWAYS_FINISH',\n",
       " 'android.permission.SET_ANIMATION_SCALE',\n",
       " 'android.permission.SET_DEBUG_APP',\n",
       " 'android.permission.SET_INPUT_CALIBRATION',\n",
       " 'android.permission.SET_KEYBOARD_LAYOUT',\n",
       " 'android.permission.SET_ORIENTATION',\n",
       " 'android.permission.SET_POINTER_SPEED',\n",
       " 'android.permission.SET_PREFERRED_APPLICATIONS',\n",
       " 'android.permission.SET_PROCESS_LIMIT',\n",
       " 'android.permission.SET_SCREEN_COMPATIBILITY',\n",
       " 'android.permission.SET_TIME',\n",
       " 'android.permission.SET_TIME_ZONE',\n",
       " 'android.permission.SET_WALLPAPER',\n",
       " 'android.permission.SET_WALLPAPER_COMPONENT',\n",
       " 'android.permission.SET_WALLPAPER_HINTS',\n",
       " 'android.permission.SHUTDOWN',\n",
       " 'android.permission.SIGNAL_PERSISTENT_PROCESSES',\n",
       " 'android.permission.START_ANY_ACTIVITY',\n",
       " 'android.permission.START_PRINT_SERVICE_CONFIG_ACTIVITY',\n",
       " 'android.permission.START_TASKS_FROM_RECENTS',\n",
       " 'android.permission.STATUS_BAR',\n",
       " 'android.permission.STATUS_BAR_SERVICE',\n",
       " 'android.permission.STOP_APP_SWITCHES',\n",
       " 'android.permission.SUBSCRIBED_FEEDS_READ',\n",
       " 'android.permission.SUBSCRIBED_FEEDS_WRITE',\n",
       " 'android.permission.SYSTEM_ALERT_WINDOW',\n",
       " 'android.permission.TEMPORARY_ENABLE_ACCESSIBILITY',\n",
       " 'android.permission.TRANSMIT_IR',\n",
       " 'android.permission.TRUST_LISTENER',\n",
       " 'android.permission.TV_INPUT_HARDWARE',\n",
       " 'android.permission.UPDATE_APP_OPS_STATS',\n",
       " 'android.permission.UPDATE_DEVICE_STATS',\n",
       " 'android.permission.UPDATE_LOCK',\n",
       " 'android.permission.USER_ACTIVITY',\n",
       " 'android.permission.USE_CREDENTIALS',\n",
       " 'android.permission.USE_SIP',\n",
       " 'android.permission.VIBRATE',\n",
       " 'android.permission.WAKE_LOCK',\n",
       " 'android.permission.WRITE_APN_SETTINGS',\n",
       " 'android.permission.WRITE_CALENDAR',\n",
       " 'android.permission.WRITE_CALL_LOG',\n",
       " 'android.permission.WRITE_CONTACTS',\n",
       " 'android.permission.WRITE_DREAM_STATE',\n",
       " 'android.permission.WRITE_EXTERNAL_STORAGE',\n",
       " 'android.permission.WRITE_GSERVICES',\n",
       " 'android.permission.WRITE_MEDIA_STORAGE',\n",
       " 'android.permission.WRITE_PROFILE',\n",
       " 'android.permission.WRITE_SECURE_SETTINGS',\n",
       " 'android.permission.WRITE_SETTINGS',\n",
       " 'android.permission.WRITE_SMS',\n",
       " 'android.permission.WRITE_SOCIAL_STREAM',\n",
       " 'android.permission.WRITE_SYNC_SETTINGS',\n",
       " 'android.permission.WRITE_USER_DICTIONARY',\n",
       " 'com.android.alarm.permission.SET_ALARM',\n",
       " 'com.android.browser.permission.PRELOAD',\n",
       " 'com.android.browser.permission.READ_HISTORY_BOOKMARKS',\n",
       " 'com.android.browser.permission.WRITE_HISTORY_BOOKMARKS',\n",
       " 'com.android.certinstaller.INSTALL_AS_USER',\n",
       " 'com.android.cts.intent.sender.permission.SAMPLE',\n",
       " 'com.android.cts.keysets_permdef.keysets_perm',\n",
       " 'com.android.cts.permissionAllowedWithSignature',\n",
       " 'com.android.cts.permissionNormal',\n",
       " 'com.android.cts.permissionNotUsedWithSignature',\n",
       " 'com.android.cts.permissionWithSignature',\n",
       " 'com.android.email.permission.ACCESS_PROVIDER',\n",
       " 'com.android.email.permission.READ_ATTACHMENT',\n",
       " 'com.android.frameworks.coretests.DANGEROUS',\n",
       " 'com.android.frameworks.coretests.NORMAL',\n",
       " 'com.android.frameworks.coretests.SIGNATURE',\n",
       " 'com.android.frameworks.coretests.keysets_permdef.keyset_perm',\n",
       " 'com.android.frameworks.coretests.permission.TEST_DENIED',\n",
       " 'com.android.frameworks.coretests.permission.TEST_GRANTED',\n",
       " 'com.android.gallery3d.filtershow.permission.READ',\n",
       " 'com.android.gallery3d.filtershow.permission.WRITE',\n",
       " 'com.android.gallery3d.permission.GALLERY_PROVIDER',\n",
       " 'com.android.launcher.permission.INSTALL_SHORTCUT',\n",
       " 'com.android.launcher.permission.PRELOAD_WORKSPACE',\n",
       " 'com.android.launcher.permission.READ_SETTINGS',\n",
       " 'com.android.launcher.permission.UNINSTALL_SHORTCUT',\n",
       " 'com.android.launcher.permission.WRITE_SETTINGS',\n",
       " 'com.android.launcher3.permission.READ_SETTINGS',\n",
       " 'com.android.launcher3.permission.RECEIVE_FIRST_LOAD_BROADCAST',\n",
       " 'com.android.launcher3.permission.RECEIVE_LAUNCH_BROADCASTS',\n",
       " 'com.android.launcher3.permission.WRITE_SETTINGS',\n",
       " 'com.android.permission.WHITELIST_BLUETOOTH_DEVICE',\n",
       " 'com.android.printspooler.permission.ACCESS_ALL_PRINT_JOBS',\n",
       " 'com.android.providers.tv.permission.ACCESS_ALL_EPG_DATA',\n",
       " 'com.android.providers.tv.permission.ACCESS_WATCHED_PROGRAMS',\n",
       " 'com.android.providers.tv.permission.READ_EPG_DATA',\n",
       " 'com.android.providers.tv.permission.WRITE_EPG_DATA',\n",
       " 'com.android.smspush.WAPPUSH_MANAGER_BIND',\n",
       " 'com.android.voicemail.permission.ADD_VOICEMAIL',\n",
       " 'com.android.voicemail.permission.READ_VOICEMAIL',\n",
       " 'com.android.voicemail.permission.WRITE_VOICEMAIL',\n",
       " 'com.foo.mypermission',\n",
       " 'com.foo.mypermission2',\n",
       " 'org.chromium.chrome.shell.permission.C2D_MESSAGE',\n",
       " 'org.chromium.chrome.shell.permission.DEBUG',\n",
       " 'org.chromium.chrome.shell.permission.SANDBOX',\n",
       " 'org.chromium.chromecast.shell.permission.SANDBOX',\n",
       " 'org.chromium.content_shell.permission.SANDBOX',\n",
       " 'test_permission',\n",
       " 'type']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Printing the attributes in our dataset\n",
    "list(dataset.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "android.permission.INTERNET                  195\n",
       "android.permission.READ_PHONE_STATE          190\n",
       "android.permission.ACCESS_NETWORK_STATE      167\n",
       "android.permission.WRITE_EXTERNAL_STORAGE    136\n",
       "android.permission.ACCESS_WIFI_STATE         135\n",
       "android.permission.READ_SMS                  124\n",
       "android.permission.WRITE_SMS                 104\n",
       "android.permission.RECEIVE_BOOT_COMPLETED    102\n",
       "android.permission.ACCESS_COARSE_LOCATION     80\n",
       "android.permission.CHANGE_WIFI_STATE          75\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top 10 Attributes that contribute to Malicious samples\n",
    "pd.Series.sort_values(dataset[dataset.type==1].sum(axis=0), ascending=False)[1:11]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "android.permission.INTERNET                  104\n",
       "android.permission.WRITE_EXTERNAL_STORAGE     76\n",
       "android.permission.ACCESS_NETWORK_STATE       62\n",
       "android.permission.WAKE_LOCK                  36\n",
       "android.permission.RECEIVE_BOOT_COMPLETED     30\n",
       "android.permission.ACCESS_WIFI_STATE          29\n",
       "android.permission.READ_PHONE_STATE           24\n",
       "android.permission.VIBRATE                    21\n",
       "android.permission.ACCESS_FINE_LOCATION       18\n",
       "android.permission.READ_EXTERNAL_STORAGE      15\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top 10 Attributes that contribute to Benign samples\n",
    "pd.Series.sort_values(dataset[dataset.type==0].sum(axis=0), ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23875925d60>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=2, sharex=True)\n",
    "pd.Series.sort_values(dataset[dataset.type==1].sum(axis=0), ascending=False)[1:11].plot.bar(ax=axs[0], color='red')\n",
    "pd.Series.sort_values(dataset[dataset.type==0].sum(axis=0), ascending=False)[:10].plot.bar(ax=axs[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining set of independent set and dependent sets\n",
    "X = dataset.iloc[:, 1:330]\n",
    "y = dataset['type']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Splitting the dataset into training set and test set\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y,\n",
    "                                                    test_size=0.20,\n",
    "                                                    random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------Logistic Regression----------------\n",
      "\n",
      "\n",
      "Accuracy of Logistic Regression Model :  0.9375\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.97      0.93        34\n",
      "           1       0.98      0.91      0.94        46\n",
      "\n",
      "    accuracy                           0.94        80\n",
      "   macro avg       0.93      0.94      0.94        80\n",
      "weighted avg       0.94      0.94      0.94        80\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Fitting data to Logistic Regression\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "log = LogisticRegression(random_state = 0)\n",
    "log.fit(X_train, y_train)\n",
    "\n",
    "# Predicting the test set results\n",
    "y_pred = log.predict(X_test)\n",
    "\n",
    "# Accuracy Matrices\n",
    "from sklearn.metrics import classification_report, accuracy_score\n",
    "print(\"----------------Logistic Regression----------------\\n\\n\")\n",
    "print(\"Accuracy of Logistic Regression Model : \", accuracy_score(y_test, y_pred))\n",
    "print(\"\\n\",classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------K-Nearest Neighbors----------------\n",
      "\n",
      "Number of neighbors used is 5\n",
      "\n",
      "Accuracy of Logistic Regression Model :  0.85\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.76      0.94      0.84        34\n",
      "           1       0.95      0.78      0.86        46\n",
      "\n",
      "    accuracy                           0.85        80\n",
      "   macro avg       0.85      0.86      0.85        80\n",
      "weighted avg       0.87      0.85      0.85        80\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Fitting data to K-Nearest Neighbors\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "knn = KNeighborsClassifier(n_neighbors = 5, metric = 'minkowski', p = 5)\n",
    "knn.fit(X_train, y_train)\n",
    "\n",
    "# Predicting the test set results\n",
    "y_pred = knn.predict(X_test)\n",
    "\n",
    "# Accuracy Matrices\n",
    "from sklearn.metrics import classification_report, accuracy_score\n",
    "print(\"----------------K-Nearest Neighbors----------------\\n\")\n",
    "print(\"Number of neighbors used is 5\\n\")\n",
    "print(\"Accuracy of Logistic Regression Model : \", accuracy_score(y_test, y_pred))\n",
    "print(\"\\n\",classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------Decision Tree Classifier----------------\n",
      "\n",
      "\n",
      "Accuracy of Logistic Regression Model :  0.9375\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.97      0.93        34\n",
      "           1       0.98      0.91      0.94        46\n",
      "\n",
      "    accuracy                           0.94        80\n",
      "   macro avg       0.93      0.94      0.94        80\n",
      "weighted avg       0.94      0.94      0.94        80\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Fitting data to Decision Tree Classifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "dec = DecisionTreeClassifier(random_state=42)\n",
    "dec.fit(X_train, y_train)\n",
    "\n",
    "# Predicting the test set results\n",
    "y_pred = dec.predict(X_test)\n",
    "\n",
    "# Accuracy Matrices\n",
    "from sklearn.metrics import classification_report, accuracy_score\n",
    "print(\"----------------Decision Tree Classifier----------------\\n\\n\")\n",
    "print(\"Accuracy of Logistic Regression Model : \", accuracy_score(y_test, y_pred))\n",
    "print(\"\\n\",classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------Random Forest Classifier----------------\n",
      "\n",
      "\n",
      "Accuracy of Logistic Regression Model :  0.9\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.84      0.94      0.89        34\n",
      "           1       0.95      0.87      0.91        46\n",
      "\n",
      "    accuracy                           0.90        80\n",
      "   macro avg       0.90      0.91      0.90        80\n",
      "weighted avg       0.91      0.90      0.90        80\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Fitting data to Random Forest Classifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rand = RandomForestClassifier (n_estimators = 1000, criterion = 'entropy', random_state = 0)\n",
    "rand.fit(X_train, y_train)\n",
    "\n",
    "# Predicting the test set results\n",
    "y_pred = rand.predict(X_test)\n",
    "\n",
    "# Accuracy Matrices\n",
    "from sklearn.metrics import classification_report, accuracy_score\n",
    "print(\"----------------Random Forest Classifier----------------\\n\\n\")\n",
    "print(\"Accuracy of Logistic Regression Model : \", accuracy_score(y_test, y_pred))\n",
    "print(\"\\n\",classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------Naive Bayes Classifier----------------\n",
      "\n",
      "\n",
      "Accuracy of Logistic Regression Model :  0.8375\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.76      0.91      0.83        34\n",
      "           1       0.92      0.78      0.85        46\n",
      "\n",
      "    accuracy                           0.84        80\n",
      "   macro avg       0.84      0.85      0.84        80\n",
      "weighted avg       0.85      0.84      0.84        80\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Naive Bayes Classifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "nvb = GaussianNB()\n",
    "nvb.fit(X_train, y_train)\n",
    "\n",
    "# Predicting the test set results\n",
    "y_pred = nvb.predict(X_test)\n",
    "\n",
    "# Accuracy Matrices\n",
    "from sklearn.metrics import classification_report, accuracy_score\n",
    "print(\"----------------Naive Bayes Classifier----------------\\n\\n\")\n",
    "print(\"Accuracy of Logistic Regression Model : \", accuracy_score(y_test, y_pred))\n",
    "print(\"\\n\",classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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