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comparsion.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-07T13:52:05.698424Z",
"start_time": "2018-07-07T13:52:01.830345Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\program files\\python3x64\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2785: DtypeWarning: Columns (20,21,85) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
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],
"text/plain": [
" flow_id source_ip source_port \\\n",
"225740 192.168.10.17-192.168.10.50-37758-22-6 192.168.10.50 22 \n",
"225741 192.168.10.14-23.10.108.151-59111-443-6 192.168.10.14 59111 \n",
"225742 192.168.10.17-192.168.10.50-37759-22-6 192.168.10.17 37759 \n",
"225743 162.213.33.50-192.168.10.51-443-59581-6 192.168.10.51 59581 \n",
"225744 192.168.10.17-192.168.10.50-37759-22-6 192.168.10.50 22 \n",
"\n",
" destination_ip destination_port protocol timestamp \\\n",
"225740 192.168.10.17 37758 6 2017-07-07T17:02:00 \n",
"225741 23.10.108.151 443 6 2017-07-07T17:02:00 \n",
"225742 192.168.10.50 22 6 2017-07-07T17:02:00 \n",
"225743 162.213.33.50 443 6 2017-07-07T17:02:00 \n",
"225744 192.168.10.17 37759 6 2017-07-07T17:02:00 \n",
"\n",
" flow_duration total_fwd_packets total_backward_packets \\\n",
"225740 85 1 2 \n",
"225741 113 2 0 \n",
"225742 115 1 1 \n",
"225743 191310 3 2 \n",
"225744 81 1 2 \n",
"\n",
" total_length_of_fwd_packets total_length_of_bwd_packets \\\n",
"225740 0 0 \n",
"225741 12 0 \n",
"225742 0 0 \n",
"225743 148 0 \n",
"225744 0 0 \n",
"\n",
" fwd_packet_length_max fwd_packet_length_min fwd_packet_length_mean \\\n",
"225740 0 0 0.000000 \n",
"225741 6 6 6.000000 \n",
"225742 0 0 0.000000 \n",
"225743 148 0 49.333333 \n",
"225744 0 0 0.000000 \n",
"\n",
" fwd_packet_length_std bwd_packet_length_max bwd_packet_length_min \\\n",
"225740 0.00000 0 0 \n",
"225741 0.00000 0 0 \n",
"225742 0.00000 0 0 \n",
"225743 85.44784 0 0 \n",
"225744 0.00000 0 0 \n",
"\n",
" bwd_packet_length_mean bwd_packet_length_std flow_bytes_per_s \\\n",
"225740 0.0 0.0 0 \n",
"225741 0.0 0.0 106195 \n",
"225742 0.0 0.0 0 \n",
"225743 0.0 0.0 773.614 \n",
"225744 0.0 0.0 0 \n",
"\n",
" flow_packets_per_s flow_iat_mean flow_iat_std flow_iat_max \\\n",
"225740 35294.1 42.5 7.778175 48.0 \n",
"225741 17699.1 113.0 0.000000 113.0 \n",
"225742 17391.3 115.0 0.000000 115.0 \n",
"225743 26.1356 47827.5 54961.659690 95485.0 \n",
"225744 37037 40.5 12.020815 49.0 \n",
"\n",
" flow_iat_min fwd_iat_total fwd_iat_mean fwd_iat_std fwd_iat_max \\\n",
"225740 37.0 0.0 0.0 0.00000 0.0 \n",
"225741 113.0 113.0 113.0 0.00000 113.0 \n",
"225742 115.0 0.0 0.0 0.00000 0.0 \n",
"225743 47.0 95825.0 47912.5 67175.85132 95413.0 \n",
"225744 32.0 0.0 0.0 0.00000 0.0 \n",
"\n",
" fwd_iat_min bwd_iat_total bwd_iat_mean bwd_iat_std bwd_iat_max \\\n",
"225740 0.0 48.0 48.0 0.0 48.0 \n",
"225741 113.0 0.0 0.0 0.0 0.0 \n",
"225742 0.0 0.0 0.0 0.0 0.0 \n",
"225743 412.0 95944.0 95944.0 0.0 95944.0 \n",
"225744 0.0 49.0 49.0 0.0 49.0 \n",
"\n",
" bwd_iat_min fwd_psh_flags bwd_psh_flags fwd_urg_flags \\\n",
"225740 48.0 0 0 0 \n",
"225741 0.0 0 0 0 \n",
"225742 0.0 0 0 0 \n",
"225743 95944.0 0 0 0 \n",
"225744 49.0 0 0 0 \n",
"\n",
" bwd_urg_flags fwd_header_length bwd_header_length \\\n",
"225740 0 32 64 \n",
"225741 0 40 0 \n",
"225742 0 32 32 \n",
"225743 0 104 72 \n",
"225744 0 32 64 \n",
"\n",
" fwd_packets_per_s bwd_packets_per_s min_packet_length \\\n",
"225740 11764.705880 23529.411760 0 \n",
"225741 17699.115040 0.000000 6 \n",
"225742 8695.652174 8695.652174 0 \n",
"225743 15.681355 10.454237 0 \n",
"225744 12345.679010 24691.358020 0 \n",
"\n",
" max_packet_length packet_length_mean packet_length_std \\\n",
"225740 0 0.000000 0.000000 \n",
"225741 6 6.000000 0.000000 \n",
"225742 0 0.000000 0.000000 \n",
"225743 148 24.666667 60.420747 \n",
"225744 0 0.000000 0.000000 \n",
"\n",
" packet_length_variance fin_flag_count syn_flag_count \\\n",
"225740 0.000000 0 0 \n",
"225741 0.000000 0 0 \n",
"225742 0.000000 0 0 \n",
"225743 3650.666667 0 0 \n",
"225744 0.000000 0 0 \n",
"\n",
" rst_flag_count psh_flag_count ack_flag_count urg_flag_count \\\n",
"225740 0 0 1 1 \n",
"225741 0 0 1 0 \n",
"225742 0 0 1 1 \n",
"225743 0 1 0 0 \n",
"225744 0 0 1 1 \n",
"\n",
" cwe_flag_count ece_flag_count down_per_up_ratio \\\n",
"225740 0 0 2 \n",
"225741 0 0 0 \n",
"225742 0 0 1 \n",
"225743 0 0 0 \n",
"225744 0 0 2 \n",
"\n",
" average_packet_size avg_fwd_segment_size avg_bwd_segment_size \\\n",
"225740 0.0 0.000000 0.0 \n",
"225741 9.0 6.000000 0.0 \n",
"225742 0.0 0.000000 0.0 \n",
"225743 29.6 49.333333 0.0 \n",
"225744 0.0 0.000000 0.0 \n",
"\n",
" fwd_header_length.1 fwd_avg_bytes_per_bulk fwd_avg_packets_per_bulk \\\n",
"225740 32 0 0 \n",
"225741 40 0 0 \n",
"225742 32 0 0 \n",
"225743 104 0 0 \n",
"225744 32 0 0 \n",
"\n",
" fwd_avg_bulk_rate bwd_avg_bytes_per_bulk bwd_avg_packets_per_bulk \\\n",
"225740 0 0 0 \n",
"225741 0 0 0 \n",
"225742 0 0 0 \n",
"225743 0 0 0 \n",
"225744 0 0 0 \n",
"\n",
" bwd_avg_bulk_rate subflow_fwd_packets subflow_fwd_bytes \\\n",
"225740 0 1 0 \n",
"225741 0 2 12 \n",
"225742 0 1 0 \n",
"225743 0 3 148 \n",
"225744 0 1 0 \n",
"\n",
" subflow_bwd_packets subflow_bwd_bytes init_win_bytes_forward \\\n",
"225740 2 0 243 \n",
"225741 0 0 256 \n",
"225742 1 0 290 \n",
"225743 2 0 29200 \n",
"225744 2 0 243 \n",
"\n",
" init_win_bytes_backward act_data_pkt_fwd min_seg_size_forward \\\n",
"225740 290 0 32 \n",
"225741 -1 1 20 \n",
"225742 243 0 32 \n",
"225743 235 1 32 \n",
"225744 290 0 32 \n",
"\n",
" active_mean active_std active_max active_min idle_mean idle_std \\\n",
"225740 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"225741 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"225742 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"225743 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"225744 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" idle_max idle_min label external_ip \n",
"225740 0.0 0.0 BENIGN NaN \n",
"225741 0.0 0.0 BENIGN NaN \n",
"225742 0.0 0.0 BENIGN NaN \n",
"225743 0.0 0.0 BENIGN NaN \n",
"225744 0.0 0.0 BENIGN NaN "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"import pandas as pd\n",
"pd.set_option('display.max_columns', None)\n",
"\n",
"fname = os.path.join('CICIDS2017', 'Friday-WorkingHours-Afternoon-DDos.pcap_ISCX_clean.csv')\n",
"\n",
"flows = pd.read_csv(fname)\n",
"flows.tail()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-07T13:52:05.849239Z",
"start_time": "2018-07-07T13:52:05.701415Z"
}
},
"outputs": [],
"source": [
"# drop unused fields.\n",
"flows.drop(['flow_id'], axis=1, inplace=True)\n",
"flows.drop(['timestamp'], axis=1, inplace=True)\n",
"# TODO: Drop/replace all NaN values"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-07T13:52:14.477337Z",
"start_time": "2018-07-07T13:52:05.850237Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"import numpy as np\n",
"from keras.preprocessing.text import Tokenizer\n",
"# tokenize the LABELS\n",
"label_tokenizer = Tokenizer(num_words=20) \n",
"label_tokenizer.fit_on_texts(flows['label'])\n",
"\n",
"# Run the fitted tokenizer on the label column and save the encoded data as dataframe\n",
"enc_labels = label_tokenizer.texts_to_sequences(flows['label'])\n",
"enc_labels = np.concatenate(enc_labels).ravel()\n",
"\n",
"# finally, drop the label column\n",
"flows.drop(['label'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-07T13:52:28.757005Z",
"start_time": "2018-07-07T13:52:14.478307Z"
}
},
"outputs": [],
"source": [
"# Generate OHE labels\n",
"df_source_ip = pd.get_dummies(flows['source_ip'], prefix='source_ip')\n",
"df_destination_ip = pd.get_dummies(flows['destination_ip'], prefix='destination_ip')\n",
"df_external_ip = pd.get_dummies(flows['external_ip'], prefix='external_ip')\n",
"\n",
"#Append the label columns to the dataset\n",
"flows = pd.concat([flows, df_source_ip], axis=1)\n",
"flows = pd.concat([flows, df_destination_ip], axis=1)\n",
"flows = pd.concat([flows, df_external_ip], axis=1)\n",
"\n",
"#drop the original columns\n",
"flows.drop(['source_ip'], axis=1, inplace=True)\n",
"flows.drop(['destination_ip'], axis=1, inplace=True)\n",
"flows.drop(['external_ip'], axis=1, inplace=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-07T13:52:30.230372Z",
"start_time": "2018-07-07T13:52:28.758002Z"
}
},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>source_port</th>\n",
" <th>destination_port</th>\n",
" <th>protocol</th>\n",
" <th>flow_duration</th>\n",
" <th>total_fwd_packets</th>\n",
" <th>total_backward_packets</th>\n",
" <th>total_length_of_fwd_packets</th>\n",
" <th>total_length_of_bwd_packets</th>\n",
" <th>fwd_packet_length_max</th>\n",
" <th>fwd_packet_length_min</th>\n",
" <th>fwd_packet_length_mean</th>\n",
" <th>fwd_packet_length_std</th>\n",
" <th>bwd_packet_length_max</th>\n",
" <th>bwd_packet_length_min</th>\n",
" <th>bwd_packet_length_mean</th>\n",
" <th>bwd_packet_length_std</th>\n",
" <th>flow_bytes_per_s</th>\n",
" <th>flow_packets_per_s</th>\n",
" <th>flow_iat_mean</th>\n",
" <th>flow_iat_std</th>\n",
" <th>flow_iat_max</th>\n",
" <th>flow_iat_min</th>\n",
" <th>fwd_iat_total</th>\n",
" <th>fwd_iat_mean</th>\n",
" <th>fwd_iat_std</th>\n",
" <th>fwd_iat_max</th>\n",
" <th>fwd_iat_min</th>\n",
" <th>bwd_iat_total</th>\n",
" <th>bwd_iat_mean</th>\n",
" <th>bwd_iat_std</th>\n",
" <th>bwd_iat_max</th>\n",
" <th>bwd_iat_min</th>\n",
" <th>fwd_psh_flags</th>\n",
" <th>bwd_psh_flags</th>\n",
" <th>fwd_urg_flags</th>\n",
" <th>bwd_urg_flags</th>\n",
" <th>fwd_header_length</th>\n",
" <th>bwd_header_length</th>\n",
" <th>fwd_packets_per_s</th>\n",
" <th>bwd_packets_per_s</th>\n",
" <th>min_packet_length</th>\n",
" <th>max_packet_length</th>\n",
" <th>packet_length_mean</th>\n",
" <th>packet_length_std</th>\n",
" <th>packet_length_variance</th>\n",
" <th>fin_flag_count</th>\n",
" <th>syn_flag_count</th>\n",
" <th>rst_flag_count</th>\n",
" <th>psh_flag_count</th>\n",
" <th>ack_flag_count</th>\n",
" <th>urg_flag_count</th>\n",
" <th>cwe_flag_count</th>\n",
" <th>ece_flag_count</th>\n",
" <th>down_per_up_ratio</th>\n",
" <th>average_packet_size</th>\n",
" <th>avg_fwd_segment_size</th>\n",
" <th>avg_bwd_segment_size</th>\n",
" <th>fwd_header_length.1</th>\n",
" <th>fwd_avg_bytes_per_bulk</th>\n",
" <th>fwd_avg_packets_per_bulk</th>\n",
" <th>fwd_avg_bulk_rate</th>\n",
" <th>bwd_avg_bytes_per_bulk</th>\n",
" <th>bwd_avg_packets_per_bulk</th>\n",
" <th>bwd_avg_bulk_rate</th>\n",
" <th>subflow_fwd_packets</th>\n",
" <th>subflow_fwd_bytes</th>\n",
" <th>subflow_bwd_packets</th>\n",
" <th>subflow_bwd_bytes</th>\n",
" <th>init_win_bytes_forward</th>\n",
" <th>init_win_bytes_backward</th>\n",
" <th>act_data_pkt_fwd</th>\n",
" <th>min_seg_size_forward</th>\n",
" <th>active_mean</th>\n",
" <th>active_std</th>\n",
" <th>active_max</th>\n",
" <th>active_min</th>\n",
" <th>idle_mean</th>\n",
" <th>idle_std</th>\n",
" <th>idle_max</th>\n",
" <th>idle_min</th>\n",
" <th>source_ip_1.1.70.73</th>\n",
" <th>source_ip_1.193.219.24</th>\n",
" <th>source_ip_101.69.185.208</th>\n",
" <th>source_ip_101.69.185.240</th>\n",
" <th>source_ip_103.43.91.16</th>\n",
" <th>source_ip_104.105.77.229</th>\n",
" <th>source_ip_104.106.241.83</th>\n",
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" <th>source_ip_104.106.252.25</th>\n",
" <th>source_ip_104.107.3.159</th>\n",
" <th>source_ip_104.118.220.130</th>\n",
" <th>source_ip_104.118.223.29</th>\n",
" <th>source_ip_104.154.79.29</th>\n",
" <th>source_ip_104.16.124.228</th>\n",
" <th>source_ip_104.16.127.51</th>\n",
" <th>source_ip_104.16.142.239</th>\n",
" <th>source_ip_104.16.143.239</th>\n",
" <th>source_ip_104.16.160.13</th>\n",
" <th>source_ip_104.16.18.35</th>\n",
" <th>source_ip_104.16.204.165</th>\n",
" <th>source_ip_104.16.205.165</th>\n",
" <th>source_ip_104.16.206.165</th>\n",
" <th>source_ip_104.16.207.165</th>\n",
" <th>source_ip_104.16.208.165</th>\n",
" <th>source_ip_104.16.23.235</th>\n",
" <th>source_ip_104.16.23.35</th>\n",
" <th>source_ip_104.16.24.216</th>\n",
" <th>source_ip_104.16.24.235</th>\n",
" <th>source_ip_104.16.25.216</th>\n",
" <th>source_ip_104.16.25.235</th>\n",
" <th>source_ip_104.16.250.39</th>\n",
" <th>source_ip_104.16.251.39</th>\n",
" <th>source_ip_104.16.26.216</th>\n",
" <th>source_ip_104.16.26.235</th>\n",
" <th>source_ip_104.16.27.216</th>\n",
" <th>source_ip_104.16.27.235</th>\n",
" <th>source_ip_104.16.27.35</th>\n",
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" <th>source_ip_104.16.32.229</th>\n",
" <th>source_ip_104.16.4.3</th>\n",
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" <th>source_ip_104.17.241.25</th>\n",
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" <th>source_ip_104.19.194.102</th>\n",
" <th>source_ip_104.19.195.102</th>\n",
" <th>source_ip_104.19.196.102</th>\n",
" <th>source_ip_104.192.142.100</th>\n",
" <th>source_ip_104.193.82.52</th>\n",
" <th>source_ip_104.193.82.53</th>\n",
" <th>source_ip_104.196.11.69</th>\n",
" <th>source_ip_104.196.121.62</th>\n",
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" <th>source_ip_104.196.63.196</th>\n",
" <th>source_ip_104.196.69.241</th>\n",
" <th>source_ip_104.197.43.56</th>\n",
" <th>source_ip_104.199.123.9</th>\n",
" <th>source_ip_104.20.1.134</th>\n",
" <th>source_ip_104.20.10.120</th>\n",
" <th>source_ip_104.20.10.37</th>\n",
" <th>source_ip_104.20.11.37</th>\n",
" <th>source_ip_104.20.15.243</th>\n",
" <th>source_ip_104.20.16.243</th>\n",
" <th>source_ip_104.20.16.99</th>\n",
" <th>source_ip_104.20.254.41</th>\n",
" <th>source_ip_104.20.255.41</th>\n",
" <th>source_ip_104.20.53.8</th>\n",
" <th>source_ip_104.20.60.121</th>\n",
" <th>source_ip_104.20.61.121</th>\n",
" <th>source_ip_104.20.84.39</th>\n",
" <th>source_ip_104.20.9.120</th>\n",
" <th>source_ip_104.23.130.81</th>\n",
" <th>source_ip_104.24.112.60</th>\n",
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" <th>source_ip_104.76.108.221</th>\n",
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" <th>destination_ip_88.212.201.193</th>\n",
" <th>destination_ip_88.212.201.197</th>\n",
" <th>destination_ip_88.212.201.94</th>\n",
" <th>destination_ip_88.212.201.95</th>\n",
" <th>destination_ip_88.212.240.204</th>\n",
" <th>destination_ip_88.212.241.113</th>\n",
" <th>destination_ip_88.99.115.103</th>\n",
" <th>destination_ip_88.99.183.3</th>\n",
" <th>destination_ip_88.99.183.4</th>\n",
" <th>destination_ip_88.99.95.152</th>\n",
" <th>destination_ip_89.108.121.109</th>\n",
" <th>destination_ip_89.163.159.108</th>\n",
" <th>destination_ip_89.163.159.117</th>\n",
" <th>destination_ip_89.163.159.98</th>\n",
" <th>destination_ip_89.184.67.69</th>\n",
" <th>destination_ip_89.185.38.84</th>\n",
" <th>destination_ip_89.185.38.86</th>\n",
" <th>destination_ip_89.186.73.156</th>\n",
" <th>destination_ip_91.135.176.224</th>\n",
" <th>destination_ip_91.189.89.198</th>\n",
" <th>destination_ip_91.189.89.199</th>\n",
" <th>destination_ip_91.189.91.157</th>\n",
" <th>destination_ip_91.192.148.102</th>\n",
" <th>destination_ip_91.192.148.17</th>\n",
" <th>destination_ip_91.192.148.28</th>\n",
" <th>destination_ip_91.192.148.30</th>\n",
" <th>destination_ip_91.192.149.101</th>\n",
" <th>destination_ip_91.192.149.14</th>\n",
" <th>destination_ip_91.207.59.161</th>\n",
" <th>destination_ip_91.211.74.51</th>\n",
" <th>destination_ip_91.215.100.39</th>\n",
" <th>destination_ip_91.215.100.40</th>\n",
" <th>destination_ip_91.215.103.64</th>\n",
" <th>destination_ip_91.215.103.65</th>\n",
" <th>destination_ip_91.216.195.218</th>\n",
" <th>destination_ip_92.242.195.4</th>\n",
" <th>destination_ip_93.158.134.119</th>\n",
" <th>destination_ip_93.158.134.36</th>\n",
" <th>destination_ip_93.158.134.90</th>\n",
" <th>destination_ip_93.184.216.16</th>\n",
" <th>destination_ip_93.184.216.172</th>\n",
" <th>destination_ip_93.184.216.180</th>\n",
" <th>destination_ip_93.190.69.32</th>\n",
" <th>destination_ip_93.190.69.37</th>\n",
" <th>destination_ip_93.93.53.199</th>\n",
" <th>destination_ip_94.124.132.36</th>\n",
" <th>destination_ip_94.124.134.53</th>\n",
" <th>destination_ip_94.199.251.101</th>\n",
" <th>destination_ip_94.23.171.206</th>\n",
" <th>destination_ip_94.23.66.70</th>\n",
" <th>destination_ip_94.31.29.128</th>\n",
" <th>destination_ip_94.31.29.138</th>\n",
" <th>destination_ip_94.31.29.249</th>\n",
" <th>destination_ip_94.31.29.55</th>\n",
" <th>destination_ip_94.31.29.64</th>\n",
" <th>destination_ip_94.31.29.99</th>\n",
" <th>destination_ip_95.131.143.205</th>\n",
" <th>destination_ip_95.154.251.132</th>\n",
" <th>destination_ip_95.154.251.137</th>\n",
" <th>destination_ip_95.163.95.109</th>\n",
" <th>destination_ip_95.163.95.118</th>\n",
" <th>destination_ip_95.213.11.181</th>\n",
" <th>destination_ip_96.16.146.227</th>\n",
" <th>destination_ip_96.16.161.233</th>\n",
" <th>destination_ip_96.6.167.11</th>\n",
" <th>destination_ip_96.6.167.135</th>\n",
" <th>destination_ip_97.107.129.217</th>\n",
" <th>destination_ip_98.139.225.35</th>\n",
" <th>destination_ip_98.139.225.43</th>\n",
" <th>destination_ip_99.224.25.39</th>\n",
" <th>external_ip_205.174.165.69</th>\n",
" <th>external_ip_205.174.165.70</th>\n",
" <th>external_ip_205.174.165.71</th>\n",
" </tr>\n",
" </thead>\n",
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"
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