fe_responses_by_region_ip_facet.ipynb

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       "                                              _bkt          _cd  \\\n",
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       "1  botsv3~307~F1874916-CBDC-4E45-BC0A-518E1190B08E  307:1010534   \n",
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       "4  botsv3~307~F1874916-CBDC-4E45-BC0A-518E1190B08E  307:1010450   \n",
       "\n",
       "  _eventtype_color  _indextime  \\\n",
       "0              NaN  1534777232   \n",
       "1              NaN  1534777232   \n",
       "2              NaN  1534777232   \n",
       "3              NaN  1534777232   \n",
       "4              NaN  1534777232   \n",
       "\n",
       "                                                _raw     _sourcetype  \\\n",
       "0  {\"requestParameters\": {\"filterSet\": {\"items\": ...  aws:cloudtrail   \n",
       "1  {\"requestParameters\": {\"filterSet\": {\"items\": ...  aws:cloudtrail   \n",
       "2  {\"requestParameters\": {\"filterSet\": {\"items\": ...  aws:cloudtrail   \n",
       "3  {\"requestParameters\": {\"filterSet\": {\"items\": ...  aws:cloudtrail   \n",
       "4  {\"requestParameters\": {\"securityGroupIdSet\": {...  aws:cloudtrail   \n",
       "\n",
       "        _time action additionalEventData.LoginTo additionalEventData.MFAUsed  \\\n",
       "0  1534776810    NaN                         NaN                         NaN   \n",
       "1  1534776809    NaN                         NaN                         NaN   \n",
       "2  1534776809    NaN                         NaN                         NaN   \n",
       "3  1534776809    NaN                         NaN                         NaN   \n",
       "4  1534776809    NaN                         NaN                         NaN   \n",
       "\n",
       "   ...                                      user_agent  \\\n",
       "0  ...  Boto/2.47.0 Python/2.7.14 Linux/4.4.0-1062-aws   \n",
       "1  ...  Boto/2.47.0 Python/2.7.14 Linux/4.4.0-1062-aws   \n",
       "2  ...  Boto/2.47.0 Python/2.7.14 Linux/4.4.0-1062-aws   \n",
       "3  ...  Boto/2.47.0 Python/2.7.14 Linux/4.4.0-1062-aws   \n",
       "4  ...  Boto/2.47.0 Python/2.7.14 Linux/4.4.0-1062-aws   \n",
       "\n",
       "                                       user_arn user_group_id  \\\n",
       "0  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "1  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "2  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "3  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "4  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "\n",
       "                 user_id user_role user_type               vendor  \\\n",
       "0  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "1  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "2  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "3  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "4  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "\n",
       "  vendor_account vendor_region  vpcEndpointId  \n",
       "0   6.230000e+11     us-west-1            NaN  \n",
       "1   6.230000e+11     us-west-1            NaN  \n",
       "2   6.230000e+11     us-west-1            NaN  \n",
       "3   6.230000e+11     us-west-1            NaN  \n",
       "4   6.230000e+11     us-west-1            NaN  \n",
       "\n",
       "[5 rows x 309 columns]"
      ],
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     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pprint import pprint\n",
    "\n",
    "df = pd.read_csv('./data/dataset.csv')\n",
    "\n",
    "# Make sure we loaded in the dataset.\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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     "data": {
      "text/plain": [
       "                                                 _bkt         _cd  \\\n",
       "4577  botsv3~303~F1874916-CBDC-4E45-BC0A-518E1190B08E  303:171332   \n",
       "4575  botsv3~303~F1874916-CBDC-4E45-BC0A-518E1190B08E  303:171388   \n",
       "4576  botsv3~303~F1874916-CBDC-4E45-BC0A-518E1190B08E  303:171360   \n",
       "4578  botsv3~303~F1874916-CBDC-4E45-BC0A-518E1190B08E  303:171304   \n",
       "4574  botsv3~303~F1874916-CBDC-4E45-BC0A-518E1190B08E  303:171416   \n",
       "\n",
       "     _eventtype_color          _indextime  \\\n",
       "4577              NaN 2018-08-20 09:09:19   \n",
       "4575              NaN 2018-08-20 09:09:19   \n",
       "4576              NaN 2018-08-20 09:09:19   \n",
       "4578              NaN 2018-08-20 09:09:19   \n",
       "4574              NaN 2018-08-20 09:09:19   \n",
       "\n",
       "                                                   _raw     _sourcetype  \\\n",
       "4577  {\"sourceIPAddress\": \"34.215.24.225\", \"eventTim...  aws:cloudtrail   \n",
       "4575  {\"sourceIPAddress\": \"34.215.24.225\", \"eventTim...  aws:cloudtrail   \n",
       "4576  {\"sourceIPAddress\": \"34.215.24.225\", \"eventTim...  aws:cloudtrail   \n",
       "4578  {\"sourceIPAddress\": \"34.215.24.225\", \"eventTim...  aws:cloudtrail   \n",
       "4574  {\"sourceIPAddress\": \"34.215.24.225\", \"eventTim...  aws:cloudtrail   \n",
       "\n",
       "                   _time action additionalEventData.LoginTo  \\\n",
       "4577 2018-08-20 09:01:54    NaN                         NaN   \n",
       "4575 2018-08-20 09:01:54    NaN                         NaN   \n",
       "4576 2018-08-20 09:01:54    NaN                         NaN   \n",
       "4578 2018-08-20 09:01:56    NaN                         NaN   \n",
       "4574 2018-08-20 09:02:00    NaN                         NaN   \n",
       "\n",
       "     additionalEventData.MFAUsed  ...  \\\n",
       "4577                         NaN  ...   \n",
       "4575                         NaN  ...   \n",
       "4576                         NaN  ...   \n",
       "4578                         NaN  ...   \n",
       "4574                         NaN  ...   \n",
       "\n",
       "                                             user_agent  \\\n",
       "4577  Boto3/1.5.22 Python/2.7.14 Linux/4.4.0-1062-aw...   \n",
       "4575  Boto3/1.5.22 Python/2.7.14 Linux/4.4.0-1062-aw...   \n",
       "4576  Boto3/1.5.22 Python/2.7.14 Linux/4.4.0-1062-aw...   \n",
       "4578  Boto3/1.5.22 Python/2.7.14 Linux/4.4.0-1062-aw...   \n",
       "4574  Boto3/1.5.22 Python/2.7.14 Linux/4.4.0-1062-aw...   \n",
       "\n",
       "                                          user_arn user_group_id  \\\n",
       "4577  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "4575  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "4576  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "4578  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "4574  arn:aws:iam::622676721278:user/splunk_access  6.230000e+11   \n",
       "\n",
       "                    user_id user_role user_type               vendor  \\\n",
       "4577  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "4575  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "4576  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "4578  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "4574  AIDAIQDWHFKP2XVDXFKFW       NaN   IAMUser  Amazon Web Services   \n",
       "\n",
       "     vendor_account vendor_region  vpcEndpointId  \n",
       "4577   6.230000e+11     us-east-1            NaN  \n",
       "4575   6.230000e+11     us-east-1            NaN  \n",
       "4576   6.230000e+11     us-east-1            NaN  \n",
       "4578   6.230000e+11     us-east-1            NaN  \n",
       "4574   6.230000e+11     us-east-1            NaN  \n",
       "\n",
       "[5 rows x 309 columns]"
      ],
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     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "\n",
    "# Timestamp data is displayed in epoch rather than a human readable time format.\n",
    "# Let's convert it:\n",
    "\n",
    "df['_time'] = pd.to_datetime(df['_time'], unit='s')\n",
    "df['_indextime'] = pd.to_datetime(df['_indextime'], unit='s')\n",
    "df = df.sort_values('_time')\n",
    "\n",
    "# And check our conversion worked:\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                    sourceIPAddress errorCode     region\n",
       "_time                                                   \n",
       "2018-08-20 09:01:54   34.215.24.225   success  us-east-1\n",
       "2018-08-20 09:01:54   34.215.24.225   success  us-east-1\n",
       "2018-08-20 09:01:54   34.215.24.225   success  us-east-1\n",
       "2018-08-20 09:01:56   34.215.24.225   success  us-east-1\n",
       "2018-08-20 09:02:00   34.215.24.225   success  us-east-1"
      ],
      "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>sourceIPAddress</th>\n      <th>errorCode</th>\n      <th>region</th>\n    </tr>\n    <tr>\n      <th>_time</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2018-08-20 09:01:54</th>\n      <td>34.215.24.225</td>\n      <td>success</td>\n      <td>us-east-1</td>\n    </tr>\n    <tr>\n      <th>2018-08-20 09:01:54</th>\n      <td>34.215.24.225</td>\n      <td>success</td>\n      <td>us-east-1</td>\n    </tr>\n    <tr>\n      <th>2018-08-20 09:01:54</th>\n      <td>34.215.24.225</td>\n      <td>success</td>\n      <td>us-east-1</td>\n    </tr>\n    <tr>\n      <th>2018-08-20 09:01:56</th>\n      <td>34.215.24.225</td>\n      <td>success</td>\n      <td>us-east-1</td>\n    </tr>\n    <tr>\n      <th>2018-08-20 09:02:00</th>\n      <td>34.215.24.225</td>\n      <td>success</td>\n      <td>us-east-1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "# Set up our dataframe. \n",
    "# Interested columns: time, sourceIPAddress, errorCode, and regon\n",
    "df_prime = df[\n",
    "    [\n",
    "        '_time',\n",
    "        'sourceIPAddress',\n",
    "        'errorCode',\n",
    "        'region'\n",
    "    ]\n",
    "]\n",
    "\n",
    "df_prime.set_index('_time', inplace=True, drop=True)\n",
    "\n",
    "df_prime.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "us-west-1         3429\n",
       "us-east-1          848\n",
       "us-west-2          675\n",
       "ap-south-1          47\n",
       "eu-central-1        41\n",
       "ap-northeast-1      41\n",
       "eu-west-3           41\n",
       "eu-west-1           41\n",
       "eu-west-2           41\n",
       "sa-east-1           41\n",
       "ap-southeast-1      41\n",
       "ca-central-1        41\n",
       "ap-southeast-2      41\n",
       "ap-northeast-2      41\n",
       "us-east-2           41\n",
       "Name: region, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 21
    }
   ],
   "source": [
    "df_prime['region'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "IP Address: 139.198.18.205\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "us-east-1         57\n",
       "ap-south-1        47\n",
       "us-west-2         41\n",
       "ap-northeast-2    41\n",
       "sa-east-1         41\n",
       "eu-central-1      41\n",
       "ap-southeast-2    41\n",
       "ca-central-1      41\n",
       "eu-west-3         41\n",
       "eu-west-1         41\n",
       "us-east-2         41\n",
       "eu-west-2         41\n",
       "ap-southeast-1    41\n",
       "us-west-1         41\n",
       "ap-northeast-1    41\n",
       "Name: region, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "# Let's look at all the value counts for the region column for our known attacker\n",
    "df_attacker = df_prime[df_prime['sourceIPAddress'] == '139.198.18.205']\n",
    "\n",
    "print('IP Address: 139.198.18.205')\n",
    "df_attacker['region'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "IP Address: 34.215.24.225\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "us-west-1    2771\n",
       "us-east-1     726\n",
       "us-west-2     574\n",
       "Name: region, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "# Now let's look at all the value counts for the region column for a known authenticated user\n",
    "df_normal_1 = df_prime[df_prime['sourceIPAddress'] == '34.215.24.225']\n",
    "\n",
    "print('IP Address: 34.215.24.225')\n",
    "df_normal_1['region'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "IP Address: 107.77.212.175\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "us-west-1    465\n",
       "us-west-2     60\n",
       "us-east-1     27\n",
       "Name: region, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "# And another known authenticated user\n",
    "df_normal_2 = df_prime[df_prime['sourceIPAddress'] == '107.77.212.175']\n",
    "\n",
    "print('IP Address: 107.77.212.175')\n",
    "df_normal_2['region'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                numOfRequests\n",
       "sourceIPAddress region                       \n",
       "107.77.212.175  us-east-1                  27\n",
       "                us-west-1                 465\n",
       "                us-west-2                  60\n",
       "139.198.18.205  ap-northeast-1             41\n",
       "                ap-northeast-2             41\n",
       "                ap-south-1                 47\n",
       "                ap-southeast-1             41\n",
       "                ap-southeast-2             41\n",
       "                ca-central-1               41\n",
       "                eu-central-1               41\n",
       "                eu-west-1                  41\n",
       "                eu-west-2                  41\n",
       "                eu-west-3                  41\n",
       "                sa-east-1                  41\n",
       "                us-east-1                  57"
      ],
      "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></th>\n      <th>numOfRequests</th>\n    </tr>\n    <tr>\n      <th>sourceIPAddress</th>\n      <th>region</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"3\" valign=\"top\">107.77.212.175</th>\n      <th>us-east-1</th>\n      <td>27</td>\n    </tr>\n    <tr>\n      <th>us-west-1</th>\n      <td>465</td>\n    </tr>\n    <tr>\n      <th>us-west-2</th>\n      <td>60</td>\n    </tr>\n    <tr>\n      <th rowspan=\"12\" valign=\"top\">139.198.18.205</th>\n      <th>ap-northeast-1</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>ap-northeast-2</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>ap-south-1</th>\n      <td>47</td>\n    </tr>\n    <tr>\n      <th>ap-southeast-1</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>ap-southeast-2</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>ca-central-1</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>eu-central-1</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>eu-west-1</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>eu-west-2</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>eu-west-3</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>sa-east-1</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>us-east-1</th>\n      <td>57</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "source": [
    "# Just from a quick look at the data above, the attacker makes requests from many regions\n",
    "# while known authenticated users make requests from the exact exact same regions\n",
    "\n",
    "# Now that a quick verification has shown that regions could be a beneficial feature in\n",
    "# identifying an attacker, let's do a more comprehensive analysis.\n",
    "\n",
    "# Groupby sourceIPAddress and region, and get the count of each then convert to df\n",
    "df_aggr_region = df_prime.groupby(['sourceIPAddress', 'region']).size().to_frame()\n",
    "\n",
    "# Rename the column to numOfRequests for clarity\n",
    "df_aggr_region = df_aggr_region.rename(columns={0: \"numOfRequests\"})\n",
    "\n",
    "# Let's check it out\n",
    "df_aggr_region.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   sourceIPAddress          region  numOfRequests\n",
       "0   107.77.212.175       us-east-1             27\n",
       "1   107.77.212.175       us-west-1            465\n",
       "2   107.77.212.175       us-west-2             60\n",
       "3   139.198.18.205  ap-northeast-1             41\n",
       "4   139.198.18.205  ap-northeast-2             41\n",
       "5   139.198.18.205      ap-south-1             47\n",
       "6   139.198.18.205  ap-southeast-1             41\n",
       "7   139.198.18.205  ap-southeast-2             41\n",
       "8   139.198.18.205    ca-central-1             41\n",
       "9   139.198.18.205    eu-central-1             41\n",
       "10  139.198.18.205       eu-west-1             41\n",
       "11  139.198.18.205       eu-west-2             41\n",
       "12  139.198.18.205       eu-west-3             41\n",
       "13  139.198.18.205       sa-east-1             41\n",
       "14  139.198.18.205       us-east-1             57"
      ],
      "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>sourceIPAddress</th>\n      <th>region</th>\n      <th>numOfRequests</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>107.77.212.175</td>\n      <td>us-east-1</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>107.77.212.175</td>\n      <td>us-west-1</td>\n      <td>465</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>107.77.212.175</td>\n      <td>us-west-2</td>\n      <td>60</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>139.198.18.205</td>\n      <td>ap-northeast-1</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>139.198.18.205</td>\n      <td>ap-northeast-2</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>139.198.18.205</td>\n      <td>ap-south-1</td>\n      <td>47</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>139.198.18.205</td>\n      <td>ap-southeast-1</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>139.198.18.205</td>\n      <td>ap-southeast-2</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>139.198.18.205</td>\n      <td>ca-central-1</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>139.198.18.205</td>\n      <td>eu-central-1</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>139.198.18.205</td>\n      <td>eu-west-1</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>139.198.18.205</td>\n      <td>eu-west-2</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>139.198.18.205</td>\n      <td>eu-west-3</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>139.198.18.205</td>\n      <td>sa-east-1</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>139.198.18.205</td>\n      <td>us-east-1</td>\n      <td>57</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "# Reindex to make each group it's own seperate row\n",
    "df_aggr_region_reindx = df_aggr_region.reset_index(level=df_aggr_region.index.names)\n",
    "\n",
    "# For visualization sake\n",
    "df_aggr_region_reindx.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Get a list of all regions\n",
    "regions = df_aggr_region_reindx['region'].unique()\n",
    "\n",
    "# Create a facet plot with the sourceIPAddress as the facet\n",
    "region_plot = sns.FacetGrid(\n",
    "        data=df_aggr_region_reindx,\n",
    "        col='sourceIPAddress',\n",
    "        hue='region',\n",
    "        palette='Set1',\n",
    "        sharex=False,\n",
    "        sharey=False,\n",
    "        height=5,\n",
    "        col_wrap=3\n",
    "    )\n",
    "\n",
    "# Plot each as a barplot with x=region, y=numOfRequests\n",
    "region_plot.map_dataframe(\n",
    "    sns.barplot,\n",
    "    x='region',\n",
    "    y='numOfRequests',\n",
    "    order=regions\n",
    "    )\n",
    "\n",
    "# Add the lengend\n",
    "region_plot.add_legend()\n",
    "\n",
    "for ax in region_plot.axes.flat:\n",
    "    for label in ax.get_xticklabels():\n",
    "        label.set_rotation(90)\n",
    "\n",
    "region_plot.fig.subplots_adjust(hspace=0.6, wspace=0.2)\n",
    "\n",
    "plt.show()"
   ]
  }
 ]
}