结论：
（1）使用同一个目的port的p2p协议传输的tcp流特征相似度高达99%。如果他们是cc通信，那么应该都算在一起，反之就都不是cc通信流。
（2）使用不同目的端口的p2p协议传输的tcp流相似度不太一样，相似度从0.4-0.99之间。
数据：
5^5ccd5abb79ad125500000000^82.208.100.30^222.29.97.126^11086^11427^6^2217^40^1632^40^1522235821^1522236410^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522237240927^^^^^RU^Nizhniy Novgorod^44.007507^56.326904^CN^Beijing^116.388306^39.928894^^^^^2018-03-28T11:40:40.927^^^^^^^TCP^^^^^^82.208.100.30^222.29.97.126^48:1;40:39-48:1;40:37;52:2^0:2;397:1;68:1;4:36-0:40^0;0;0;0;39;38;0;1;0-0;0;0;0;40;0;0;1;0^1522235822091-1522235822092^1522236410770-1522236410965^2217-1632^^^^^^^^^^^^^^^^^
5^955a5abbbbd6115700000000^92.244.224.102^222.29.97.126^7687^11427^6^1967^36^1160^27^1522252758^1522253166^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522252854842^^^^^RU^Voronezh^39.17^51.666397^CN^Beijing^116.388306^39.928894^^^^^2018-03-28T16:00:54.842^^^^^^^TCP^^^^^^92.244.224.102^222.29.97.126^48:1;40:35-48:1;40:20;52:6^0:3;323:1;68:1;4:30;8:1-0:27^0;0;0;0;35;33;1;1;0-0;0;0;0;27;0;0;1;0^1522252759089-1522252759090^1522253166503-1522253165690^1967-1160^^^^^^^^^^^^^^^^^
5^bda75abb694b122200000000^85.93.20.50^162.105.201.228^2377^3389^6^381^7^128^3^1522231627^1522231633^^^^^^^^^^^^^RDP^RDP^Business_Systems^Remote_Access^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522232470966^^^^^DE^^9.490997^51.2993^CN^Beijing^116.388306^39.928894^^^^^2018-03-28T10:21:10.966^^^^^^^TCP^^^^^^85.93.20.50^162.105.201.228^48:1;40:6-48:1;40:2^0:4;47:1;37:1;9:1-0:3^0;0;0;0;5;3;2;1;0-0;0;0;0;3;0;0;1;0^1522231627636-1522231627637^1522231634296-1522231633823^381-128^^^^^^^^^^^^^^^^^
5^dd1a5abb7ade114a00000000^5.188.99.132^222.29.97.126^7525^11427^6^2125^40^1420^35^1522236126^1522236712^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522236397403^^^^^RU^Saint Petersburg^30.264206^59.894394^CN^Beijing^116.388306^39.928894^^^^^2018-03-28T11:26:37.403^^^^^^^TCP^^^^^^5.188.99.132^222.29.97.126^48:1;40:39-48:1;40:33;52:1^0:2;301:1;68:1;4:35;8:1-0:35^0;0;0;0;39;38;0;1;0-0;0;0;0;35;0;0;1;0^1522236127208-1522236127208^1522236713256-1522236697423^2125-1420^^^^^^^^^^^^^^^^^
5^f0b55abb7cfa112200000000^77.34.135.125^222.29.97.126^58841^11427^6^2501^38^1620^40^1522236666^1522237258^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522236938088^^^^^RU^^131.9011^43.128098^CN^Beijing^116.388306^39.928894^^^^^2018-03-28T11:35:38.088^^^^^^^TCP^^^^^^77.34.135.125^222.29.97.126^48:1;40:37-48:1;40:38;52:1^0:2;314:1;459:1;68:1;4:33-0:40^0;0;0;0;37;36;0;1;0-0;0;0;0;40;0;0;1;0^1522236667283-1522236667296^1522237258444-1522237258665^2501-1620^^^^^^^^^^^^^^^^^
5^3d1b5abcf7d1110f00000000^62.182.205.29^222.29.97.126^3436^11427^6^1979^35^1068^25^1522333649^1522334061^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522333751130^^^^^RU^Makhachkala^47.502197^42.975296^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T14:29:11.130^^^^^^^TCP^^^^^^62.182.205.29^222.29.97.126^48:1;40:34-48:1;40:19;52:5^0:3;145:1;242:1;68:1;4:29-0:25^0;0;0;0;34;32;1;1;0-0;0;0;0;25;0;0;1;0^1522333649814-1522333649814^1522334062202-1522334059416^1979-1068^^^^^^^^^^^^^^^^^
5^81625abc9cc4111900000000^87.117.59.231^222.29.97.126^2329^11427^6^2206^44^1564^38^1522310340^1522310870^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522310560794^^^^^RU^Rostov^39.723297^47.231293^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T08:02:40.794^^^^^^^TCP^^^^^^87.117.59.231^222.29.97.126^48:1;40:43-48:1;40:34;52:3^0:3;152:1;66:1;68:1;4:38-0:38^0;0;0;0;43;41;1;1;0-0;0;0;0;38;0;0;1;0^1522310341465-1522310341466^1522310871269-1522310870467^2206-1564^^^^^^^^^^^^^^^^^
5^8f9b5abcf0ac123d00000000^62.182.205.205^222.29.97.126^1656^11427^6^1948^26^1044^25^1522331820^1522332225^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522333060999^^^^^RU^Makhachkala^47.502197^42.975296^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T14:17:40.999^^^^^^^TCP^^^^^^62.182.205.205^222.29.97.126^48:1;40:25-48:1;40:21;52:3^0:3;202:1;486:1;68:2;4:19-0:25^0;0;0;0;25;23;1;1;0-0;0;0;0;25;0;0;1;0^1522331820468-1522331820469^1522332226010-1522332212210^1948-1044^^^^^^^^^^^^^^^^^
5^b4725abcf7fd126d00000000^31.162.30.162^222.29.97.126^1623^11427^6^2661^42^1428^34^1522333693^1522334280^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522335114464^^^^^RU^Perm^56.284103^58.009293^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T14:51:54.464^^^^^^^TCP^^^^^^31.162.30.162^222.29.97.126^48:1;40:41-48:1;52:5;40:28^0:2;213:1;272:1;340:1;4:37-0:34^0;0;0;0;41;40;0;1;0-0;0;0;0;34;0;0;1;0^1522333694022-1522333694022^1522334266198-1522334281680^2661-1428^^^^^^^^^^^^^^^^^
5^9a3d5abcf3b3114000000000^212.3.130.129^222.29.97.126^2844^11427^6^2225^43^1364^33^1522332595^1522333154^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522332867153^^^^^RU^^37.606796^55.7386^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T14:14:27.153^^^^^^^TCP^^^^^^212.3.130.129^222.29.97.126^48:1;40:42-48:1;40:29;52:3^0:2;273:1;68:1;4:39-0:33^0;0;0;0;42;41;0;1;0-0;0;0;0;33;0;0;1;0^1522332595392-1522332595392^1522333154570-1522333154780^2225-1364^^^^^^^^^^^^^^^^^
5^90b35abcfb6a114600000000^188.19.48.52^222.29.97.126^1923^11427^6^1599^24^940^23^1522334570^1522334952^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522334641391^^^^^RU^Surgut^73.4167^61.25^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T14:44:01.391^^^^^^^TCP^^^^^^188.19.48.52^222.29.97.126^48:1;40:23-48:1;52:1;40:21^0:3;394:1;97:1;68:1;4:18-0:23^0;0;0;0;23;21;1;1;0-0;0;0;0;23;0;0;1;0^1522334570480-1522334570504^1522334952988-1522334948188^1599-940^^^^^^^^^^^^^^^^^
5^cb9a5abce46b110000000000^46.61.74.205^222.29.97.126^40807^11427^6^1644^36^1140^28^1522328683^1522329197^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522328887249^^^^^RU^Rostov-na-donu^39.723297^47.231293^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T13:08:07.249^^^^^^^TCP^^^^^^46.61.74.205^222.29.97.126^48:1;40:35-48:1;40:26;52:1^0:3;68:1;4:32-0:28^0;0;0;0;35;33;1;1;0-0;0;0;0;28;0;0;1;0^1522328684505-1522328684505^1522329198246-1522329196458^1644-1140^^^^^^^^^^^^^^^^^
5^e8315abcdb8a113100000000^5.77.252.90^222.29.97.126^27282^11427^6^2184^31^1540^38^1522326410^1522327010^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522326681740^^^^^AM^^45.0^40.0^CN^Beijing^116.388306^39.928894^^^^^2018-03-29T12:31:21.740^^^^^^^TCP^^^^^^5.77.252.90^222.29.97.126^48:1;40:30-48:1;40:36;52:1^0:1;494:1;330:1;4:28-0:38^0;0;0;0;30;30;0;1;0-0;0;0;0;38;0;0;1;0^1522326411115-1522326411116^1522327010944-1522327011140^2184-1540^^^^^^^^^^^^^^^^^
5^0f395abde2e8115500000000^212.58.114.8^222.29.97.126^6385^11427^6^1958^33^1364^33^1522393832^1522394307^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522393996904^^^^^GE^^43.5^42.0^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T07:13:16.904^^^^^^^TCP^^^^^^212.58.114.8^222.29.97.126^48:1;40:32-48:1;40:29;52:3^0:3;135:1;319:1;68:1;4:27-0:33^0;0;0;0;32;30;1;1;0-0;0;0;0;33;0;0;1;0^1522393833072-1522393833072^1522394307810-1522394301984^1958-1364^^^^^^^^^^^^^^^^^
5^3f275abdd295114b00000000^130.193.125.55^222.29.97.126^26627^11427^6^2777^42^1444^35^1522389653^1522390249^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522389925836^^^^^AM^^45.0^40.0^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T06:05:25.836^^^^^^^TCP^^^^^^130.193.125.55^222.29.97.126^48:1;40:41-48:1;40:31;52:3^0:2;441:1;412:1;72:1;4:35;12:2-0:35^0;0;0;0;41;40;0;1;0-0;0;0;0;35;0;0;1;0^1522389653673-1522389653673^1522390249075-1522390249290^2777-1444^^^^^^^^^^^^^^^^^
5^53355abdf712124000000000^93.100.199.247^222.29.97.126^54277^11427^6^2687^45^1712^42^1522398994^1522399583^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522400414100^^^^^RU^Saint Petersburg^30.264206^59.894394^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T09:00:14.100^^^^^^^TCP^^^^^^93.100.199.247^222.29.97.126^48:1;40:44-48:1;40:39;52:2^0:2;279:1;372:1;68:1;4:40-0:42^0;0;0;0;44;43;0;1;0-0;0;0;0;42;0;0;1;0^1522398994710-1522398994711^1522399583214-1522399583439^2687-1712^^^^^^^^^^^^^^^^^
5^667f5abe27aa112b00000000^62.182.200.186^222.29.97.126^2540^11427^6^2564^42^1500^37^1522411434^1522412022^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522411705107^^^^^RU^Makhachkala^47.502197^42.975296^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T12:08:25.107^^^^^^^TCP^^^^^^62.182.200.186^222.29.97.126^48:1;40:41-48:1;40:35;52:1^0:2;249:1;471:1;4:37;8:1-0:37^0;0;0;0;41;40;0;1;0-0;0;0;0;37;0;0;1;0^1522411434740-1522411434741^1522412022240-1522412022495^2564-1500^^^^^^^^^^^^^^^^^
5^aaa15abde2fd113a00000000^31.202.43.216^222.29.97.126^50247^11427^6^1896^33^1540^38^1522393853^1522394439^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522394125330^^^^^UA^Kharkiv^36.2527^49.980804^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T07:15:25.330^^^^^^^TCP^^^^^^31.202.43.216^222.29.97.126^48:1;40:32-48:1;40:36;52:1^0:1;440:1;4:30;8:1-0:38^0;0;0;0;32;32;0;1;0-0;0;0;0;38;0;0;1;0^1522393853770-1522393853771^1522394440546-1522394440761^1896-1540^^^^^^^^^^^^^^^^^
5^adb15abe2d4f110c00000000^222.29.100.33^182.254.171.161^8513^14001^6^1206^20^616^14^1522412879^1522413465^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522413152729^^^^^CN^Beijing^116.388306^39.928894^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T12:32:32.729^^^^^^^TCP^^^^^^222.29.100.33^182.254.171.161^48:1;40:19-48:1;52:4;40:9^0:2;245:1;9:17-0:14^0;0;0;0;19;18;0;1;0-0;0;0;0;14;0;0;1;0^1522412880118-1522412880244^1522413465248-1522413465576^1206-616^^^^^^^^^^^^^^^^^
5^c6185abde3aa110f00000000^95.68.176.62^222.29.97.126^52844^11427^6^2565^46^1644^40^1522394026^1522394624^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522394300763^^^^^RU^Ulyanovsk^48.386597^54.3282^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T07:18:20.763^^^^^^^TCP^^^^^^95.68.176.62^222.29.97.126^48:1;40:45-48:1;40:36;52:3^0:2;304:1;181:1;68:1;4:41-0:40^0;0;0;0;45;44;0;1;0-0;0;0;0;40;0;0;1;0^1522394027338-1522394027339^1522394625342-1522394625542^2565-1644^^^^^^^^^^^^^^^^^
5^e5045abdc706115100000000^31.162.6.210^222.29.97.126^1316^11427^6^2428^37^1380^34^1522386694^1522387294^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522386966954^^^^^RU^Perm^56.284103^58.009293^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T05:16:06.954^^^^^^^TCP^^^^^^31.162.6.210^222.29.97.126^48:2;40:35-48:1;40:32;52:1^0:3;527:1;277:1;4:32-0:34^0;0;0;0;35;34;0;2;0-0;0;0;0;34;0;0;1;0^1522386695194-1522386698217^1522387294773-1522387295024^2428-1380^^^^^^^^^^^^^^^^^
5^0fb25abf4c6a122a00000000^95.53.51.62^222.29.97.126^27366^11427^6^2560^49^1744^41^1522486378^1522486971^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522487799367^^^^^RU^Kotlas^46.655594^61.261093^CN^Beijing^116.388306^39.928894^^^^^2018-03-31T09:16:39.367^^^^^^^TCP^^^^^^95.53.51.62^222.29.97.126^48:1;40:48-48:1;52:8;40:32^0:2;344:1;68:1;4:45-0:41^0;0;0;0;48;47;0;1;0-0;0;0;0;41;0;0;1;0^1522486379342-1522486379344^1522486972148-1522486972352^2560-1744^^^^^^^^^^^^^^^^^
5^1c445abe58b2120b00000000^94.43.25.34^222.29.97.126^16993^11427^6^1990^39^1500^37^1522423986^1522424576^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522425406004^^^^^GE^^43.5^42.0^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T15:56:46.004^^^^^^^TCP^^^^^^94.43.25.34^222.29.97.126^48:1;40:38-48:1;40:35;52:1^0:2;135:1;83:1;68:1;4:34-0:37^0;0;0;0;38;37;0;1;0-0;0;0;0;37;0;0;1;0^1522423987104-1522423987104^1522424576124-1522424576334^1990-1500^^^^^^^^^^^^^^^^^
5^6ec75abf4901125100000000^178.71.69.101^222.29.97.126^49857^11427^6^2972^52^1680^40^1522485505^1522486092^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522486924129^^^^^RU^Saint Petersburg^30.264206^59.894394^CN^Beijing^116.388306^39.928894^^^^^2018-03-31T09:02:04.129^^^^^^^TCP^^^^^^178.71.69.101^222.29.97.126^48:1;40:51-48:1;40:33;52:6^0:3;405:1;159:1;68:2;4:44;8:1-0:40^0;0;0;0;51;49;0;1;0-0;0;0;0;40;0;0;1;0^1522485505675-1522485505796^1522486092905-1522486078034^2972-1680^^^^^^^^^^^^^^^^^
5^85455abe6232113100000000^80.76.135.237^222.29.97.126^64046^11427^6^2502^42^1620^40^1522426418^1522426992^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522426691645^^^^^RU^Samara^50.118195^53.183502^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T16:18:11.645^^^^^^^TCP^^^^^^80.76.135.237^222.29.97.126^48:1;40:41-48:1;40:38;52:1^0:2;428:1;166:1;68:1;4:36;8:1-0:40^0;0;0;0;41;40;0;1;0-0;0;0;0;40;0;0;1;0^1522426419044-1522426419064^1522426992853-1522426993044^2502-1620^^^^^^^^^^^^^^^^^
5^87b95abf84d8123f00000000^94.143.199.98^222.29.97.126^36497^11427^6^2193^45^1548^37^1522500824^1522501411^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522502243772^^^^^KG^^75.0^41.0^CN^Beijing^116.388306^39.928894^^^^^2018-03-31T13:17:23.772^^^^^^^TCP^^^^^^94.143.199.98^222.29.97.126^48:1;40:44-48:1;40:31;52:5^0:2;153:1;68:1;4:41-0:37^0;0;0;0;44;43;0;1;0-0;0;0;0;37;0;0;1;0^1522500825053-1522500825090^1522501411982-1522501412205^2193-1548^^^^^^^^^^^^^^^^^
5^8bd65abf7b19120900000000^212.124.19.217^222.29.97.126^1555^11427^6^2622^50^1624^38^1522498329^1522498922^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522499749640^^^^^RU^Ivanovo^40.971405^56.997192^CN^Beijing^116.388306^39.928894^^^^^2018-03-31T12:35:49.640^^^^^^^TCP^^^^^^212.124.19.217^222.29.97.126^48:1;40:49-48:1;40:29;52:8^0:3;238:1;68:3;4:43-0:38^0;0;0;0;49;47;0;1;0-0;0;0;0;38;0;0;1;0^1522498330866-1522498330866^1522498923233-1522498923234^2622-1624^^^^^^^^^^^^^^^^^
5^df545abf2d02116100000000^95.139.145.75^222.29.97.126^31489^11427^6^3650^53^1700^39^1522478338^1522478929^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522478610275^^^^^RU^Tula^37.644302^54.202103^CN^Beijing^116.388306^39.928894^^^^^2018-03-31T06:43:30.275^^^^^^^TCP^^^^^^95.139.145.75^222.29.97.126^48:1;40:52-48:1;52:11;40:27^0:2;577:2;108:1;68:1;4:46;8:1-0:39^0;0;0;0;52;51;0;1;0-0;0;0;0;39;0;0;1;0^1522478339316-1522478339324^1522478930406-1522478930406^3650-1700^^^^^^^^^^^^^^^^^
5^f9125abe614a115900000000^188.186.133.122^222.29.97.126^49288^11427^6^1460^25^1272^31^1522426186^1522426635^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522426322796^^^^^RU^Tyumen^65.52721^57.152206^CN^Beijing^116.388306^39.928894^^^^^2018-03-30T16:12:02.796^^^^^^^TCP^^^^^^188.186.133.122^222.29.97.126^48:1;40:24-48:1;40:28;52:2^0:2;241:1;59:1;68:1;4:19;8:1-0:31^0;0;0;0;24;23;0;1;0-0;0;0;0;31;0;1;1;6^1522426187370-1522426187371^1522426503900-1522426636468^1460-1272^^^^^^^^^^^^^^^^^
5^064f5ac0869e126700000000^5.140.162.68^222.29.97.126^39309^11427^6^2233^37^1192^29^1522566814^1522567255^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522568093326^^^^^RU^Yekaterinburg^60.612503^56.8575^CN^Beijing^116.388306^39.928894^^^^^2018-04-01T07:34:53.326^^^^^^^TCP^^^^^^5.140.162.68^222.29.97.126^48:2;40:35-48:1;40:26;52:2^0:4;384:1;165:1;68:1;4:30-0:29^0;0;0;0;35;33;1;2;0-0;0;0;0;29;0;0;1;0^1522566815395-1522566818395^1522567256129-1522567241339^2233-1192^^^^^^^^^^^^^^^^^
5^8a815ac0b88e124000000000^188.19.48.166^222.29.97.126^2789^11427^6^2923^51^1636^38^1522579598^1522580192^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522581016443^^^^^RU^Surgut^73.4167^61.25^CN^Beijing^116.388306^39.928894^^^^^2018-04-01T11:10:16.443^^^^^^^TCP^^^^^^188.19.48.166^222.29.97.126^52:1;40:50-48:1;40:28;52:9^0:2;315:1;304:1;68:1;4:46-0:38^0;0;0;0;50;49;0;1;0-0;0;0;0;38;0;0;1;0^1522579599212-1522579599401^1522580192953-1522580193200^2923-1636^^^^^^^^^^^^^^^^^
5^afe55ac0b076125300000000^46.8.138.248^162.105.90.101^24298^13141^6^1605^26^896^21^1522577526^1522577887^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522578725075^^^^^RU^Khabarovsk^135.0838^48.482697^CN^Beijing^116.388306^39.928894^^^^^2018-04-01T10:32:05.075^^^^^^^TCP^^^^^^46.8.138.248^162.105.90.101^48:1;40:25-48:1;40:16;52:4^0:3;148:1;249:1;68:1;4:19;16:1-0:21^0;0;0;0;25;23;1;1;0-0;0;0;0;21;0;0;1;0^1522577527291-1522577527314^1522577887811-1522577874655^1605-896^^^^^^^^^^^^^^^^^
5^258b5ac0e209122400000000^188.19.163.160^222.29.97.126^4904^11427^6^1978^30^1088^24^1522590217^1522590617^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522591454956^^^^^RU^Nyagan^65.3936^62.140594^CN^Beijing^116.388306^39.928894^^^^^2018-04-01T14:04:14.956^^^^^^^TCP^^^^^^188.19.163.160^222.29.97.126^48:1;40:29-48:1;52:10;40:13^0:3;178:1;246:2;4:23;8:1-0:24^0;0;0;0;29;27;1;1;0-0;0;0;0;24;0;0;1;0^1522590217784-1522590217837^1522590618069-1522590609891^1978-1088^^^^^^^^^^^^^^^^^
5^3b765ac20a01123100000000^94.43.127.208^222.29.97.126^10281^11427^6^2292^34^1192^29^1522665985^1522666573^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522667405276^^^^^GE^^43.5^42.0^CN^Beijing^116.388306^39.928894^^^^^2018-04-02T11:10:05.276^^^^^^^TCP^^^^^^94.43.127.208^222.29.97.126^48:1;40:33-48:1;40:26;52:2^0:3;322:1;458:1;4:26;8:2;24:1-0:29^0;0;0;0;33;31;0;1;0-0;0;0;0;29;0;0;1;0^1522665986107-1522665986108^1522666573797-1522666562695^2292-1192^^^^^^^^^^^^^^^^^
5^4d755ac1e59d126100000000^5.18.207.35^222.29.97.126^33544^11427^6^2660^35^1340^33^1522656669^1522657256^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522658087356^^^^^RU^Saint Petersburg^30.264206^59.894394^CN^Beijing^116.388306^39.928894^^^^^2018-04-02T08:34:47.356^^^^^^^TCP^^^^^^5.18.207.35^222.29.97.126^48:1;40:34-48:1;40:31;52:1^0:1;516:1;544:1;68:1;4:31-0:33^0;0;0;0;34;34;0;1;0-0;0;0;0;33;0;0;1;0^1522656669545-1522656669546^1522657256360-1522657256560^2660-1340^^^^^^^^^^^^^^^^^
5^89a45ac0f3b4123500000000^185.177.104.18^222.29.97.126^26941^11427^6^2685^43^1388^33^1522594740^1522595299^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522596161471^^^^^AM^^45.0^40.0^CN^Beijing^116.388306^39.928894^^^^^2018-04-01T15:22:41.471^^^^^^^TCP^^^^^^185.177.104.18^222.29.97.126^48:1;40:42-48:1;40:27;52:5^0:2;263:1;538:1;4:39-0:33^0;0;0;0;42;41;0;1;0-0;0;0;0;33;0;0;1;0^1522594741079-1522594741079^1522595299986-1522595300177^2685-1388^^^^^^^^^^^^^^^^^
5^9d7b5ac22d8e122e00000000^188.233.8.74^222.29.97.126^9394^11427^6^1916^34^1184^27^1522675086^1522675676^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522676505824^^^^^RU^Volgograd^44.5018^48.719406^CN^Beijing^116.388306^39.928894^^^^^2018-04-02T13:41:45.824^^^^^^^TCP^^^^^^188.233.8.74^222.29.97.126^48:1;40:33-48:1;40:18;52:8^0:1;376:1;4:29;8:1;16:1;32:1-0:27^0;0;0;0;33;33;0;1;0-0;0;0;0;27;0;0;1;0^1522675086850-1522675086907^1522675677100-1522675667679^1916-1184^^^^^^^^^^^^^^^^^
5^23c05ac2de68121500000000^10.2.213.252^59.110.72.178^6852^1883^6^2227^46^1241^29^1522720360^1522720570^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522721406410^^^^^^^^^CN^Hangzhou^120.16141^30.293594^^^^^2018-04-03T02:10:06.410^^^^^^^TCP^^^^^^10.2.213.252^59.110.72.178^60:1;40:45-60:1;40:27;52:1^0:23;112:1;60:1;2:20;155:1-0:7;4:1;5:1;2:20^0;0;0;0;45;23;0;1;1-0;0;0;0;27;22;2;1;1^1522720361524-1522720361530^1522720571772-1522720571782^2227-1241^^^^^^^^^^^^^^^^^
5^40505ac31c7c126900000000^162.105.22.11^220.167.223.206^1045^4222^6^3529^83^3476^80^1522736252^1522736851^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522737670656^^^^^CN^Beijing^116.388306^39.928894^CN^Xining^101.76669^36.6167^^^^^2018-04-03T06:41:10.656^^^^^^^TCP^^^^^^162.105.22.11^220.167.223.206^48:1;40:82-48:1;40:76;52:3^0:38;20:1;4:43;9:1-0:36;55:1;4:42;9:1^0;0;0;0;82;45;0;1;0-0;0;0;0;80;44;0;1;0^1522736253021-1522736253044^1522736840298-1522736851280^3529-3476^^^^^^^^^^^^^^^^^
5^49525ac6127f126e00000000^162.105.13.159^195.154.217.56^46982^51223^6^589^12^653^15^1522930303^1522930904^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522931723037^^^^^CN^Beijing^116.388306^39.928894^FR^^2.3386993^48.8582^^^^^2018-04-05T12:35:23.037^^^^^^^TCP^^^^^^162.105.13.159^195.154.217.56^48:1;40:11-48:1;40:13;52:1^0:4;68:1;4:5;5:1;8:1-0:7;4:7;5:1^0;0;0;0;11;8;0;1;0-0;0;0;0;15;8;0;1;0^1522930303812-1522930304176^1522930905210-1522930905210^589-653^^^^^^^^^^^^^^^^^
5^0d115ac72b2a126d00000000^110.96.32.160^162.105.146.215^30899^4193^6^2028^20^999^22^1523002154^1523002703^^^^^^^^^^^^^SSL^SSL^Network^Infrastructure^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523003572640^^^^^CN^Beijing^116.388306^39.928894^CN^Beijing^116.388306^39.928894^^^^^2018-04-06T08:32:52.640^^^^^^^TCP^^^^^^110.96.32.160^162.105.146.215^48:1;40:19-48:1;40:15;52:6^0:1;231:1;517:1;36:13;1:4-0:21;39:1^0;0;0;0;19;15;0;1;0-0;0;0;0;22;1;0;1;0^1523002155231-1523002155232^1523002696419-1523002703262^2028-999^^^^^^^^^^^^^^^^^
5^387d5ac6eee6120300000000^178.69.228.16^162.105.240.49^24367^22892^6^2687^39^1392^34^1522986726^1522987316^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522988144496^^^^^RU^Vologda^39.899994^59.216705^CN^Beijing^116.388306^39.928894^^^^^2018-04-06T04:15:44.496^^^^^^^TCP^^^^^^178.69.228.16^162.105.240.49^48:1;40:38-48:1;40:31;52:2^0:2;480:1;435:1;68:1;4:34-0:34^0;0;0;0;38;37;0;1;0-0;0;0;0;34;0;0;1;0^1522986726480-1522986728357^1522987316824-1522987316868^2687-1392^^^^^^^^^^^^^^^^^
5^6f945ac63aaf125600000000^10.128.171.89^118.186.230.199^2269^4593^6^856^14^344^8^1522940591^1522941141^^^^^^^^^^^^^^Thunder^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1522942009922^^^^^^^^^CN^Langfang^116.6947^39.509705^^^^^2018-04-05T15:26:49.922^^^^^^^TCP^^^^^^10.128.171.89^118.186.230.199^52:1;40:13-52:2;40:6^0:2;185:1;9:11-0:8^0;0;0;0;13;12;0;1;0-0;0;0;0;8;0;0;1;0^1522940592644-1522940592649^1522941141989-1522941012648^856-344^^^^^^^^^^^^^^^^^
5^ed045ac856ff121800000010^188.19.37.245^222.29.97.155^1073^11427^6^1144^26^1088^26^1523078911^1523089104^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523089930663^^^^^RU^Roshchino^61.263596^55.310104^CN^Beijing^116.388306^39.928894^^^^^2018-04-07T08:32:10.663^^^^^^^TCP^^^^^^188.19.37.245^222.29.97.155^40:26-40:22;52:4^4:26-0:26^0;0;0;0;26;26;0;0;0-0;0;0;0;26;0;0;0;0^1523088525150-1523088525351^1523089089531-1523089104890^1144-1088^^^^^^^^^^^^^^^^^
5^77195acb50c1120e00000000^222.29.90.151^211.149.209.11^63557^14000^6^913^15^460^11^1523273921^1523274507^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523275337927^^^^^CN^Beijing^116.388306^39.928894^CN^Chengdu^104.06671^30.666702^^^^^2018-04-09T12:02:17.927^^^^^^^TCP^^^^^^222.29.90.151^211.149.209.11^48:1;40:14-48:1;40:9;52:1^0:1;188:1;9:13-0:11^0;0;0;0;14;14;0;1;0-0;0;0;0;11;0;0;1;0^1523273922406-1523273922476^1523274507529-1523274417825^913-460^^^^^^^^^^^^^^^^^
5^330f5accaa82124200000000^123.184.138.107^162.105.155.177^30725^14091^6^665^8^128^3^1523362434^1523362473^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523363307830^^^^^CN^Shenyang^123.4328^41.792206^CN^Beijing^116.388306^39.928894^^^^^2018-04-10T12:28:27.830^^^^^^^TCP^^^^^^123.184.138.107^162.105.155.177^48:1;40:7-48:1;40:2^0:3;94:1;5:1;85:1;17:1;136:1-0:3^0;0;0;0;7;5;1;1;0-0;0;0;0;3;0;0;1;0^1523362435905-1523362435905^1523362474175-1523362444126^665-128^^^^^^^^^^^^^^^^^
5^7e8c5acb72bb122100000000^88.147.174.173^162.105.240.49^11992^22892^6^1819^31^1100^27^1523282619^1523283206^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523284039417^^^^^RU^Engels^46.1174^51.647903^CN^Beijing^116.388306^39.928894^^^^^2018-04-09T14:27:19.417^^^^^^^TCP^^^^^^88.147.174.173^162.105.240.49^48:1;40:30-48:1;40:25;52:1^0:2;314:1;85:1;68:1;4:26-0:27^0;0;0;0;30;29;0;1;0-0;0;0;0;27;0;0;1;0^1523282619343-1523282619390^1523283207093-1523283207155^1819-1100^^^^^^^^^^^^^^^^^
5^ca145accba12123b00000000^110.96.32.160^162.105.146.215^26716^4193^6^1485^15^602^12^1523366418^1523367004^^^^^^^^^^^^^HTTP^HTTP_29^Network^Proxy^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523367834707^^^^^CN^Beijing^116.388306^39.928894^CN^Beijing^116.388306^39.928894^^^^^2018-04-10T13:43:54.707^^^^^^^TCP^^^^^^110.96.32.160^162.105.146.215^48:1;40:14-48:1;40:4;52:7^0:3;99:1;517:1;252:1;1:9-0:11;30:1^0;0;0;0;14;3;0;1;0-0;0;0;0;12;1;0;1;0^1523366419154-1523366419154^1523367004450-1523367004451^1485-602^^^^^^^^^^^^^^^^^
5^ca245acc286f110900000000^103.214.48.116^222.29.101.67^1098^3389^6^369^7^352^7^1523329135^1523329160^^^^^^^^^^^^^RDP^RDP^Business_Systems^Remote_Access^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523328452816^^^^^CN^Hefei^117.28079^31.863907^CN^Beijing^116.388306^39.928894^^^^^2018-04-10T02:47:32.816^^^^^^^TCP^^^^^^103.214.48.116^222.29.101.67^48:2;40:5-48:2;40:4;52:1^0:4;31:2;11:1-0:3;11:4^0;0;0;0;5;3;1;2;0-0;0;0;0;7;4;0;2;0^1523329136274-1523329136280^1523329160794-1523329160577^369-352^^^^^^^^^^^^^^^^^
5^91b25acdcf4a125800000002^222.29.23.38^118.178.8.124^41994^14102^6^1144^26^2284^54^1523437386^1523438971^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523440003132^^^^^CN^Beijing^116.388306^39.928894^CN^Hangzhou^120.16141^30.293594^^^^^2018-04-11T09:46:43.132^^^^^^^TCP^^^^^^222.29.23.38^118.178.8.124^40:26-40:54^4:26-4:31;0:23^0;0;0;0;26;26;0;0;0-0;0;0;0;54;31;0;0;1^1523438587892-1523438599790^1523438947831-1523438971797^1144-2284^^^^^^^^^^^^^^^^^
5^c3c45acde3c1125200000000^83.102.199.50^162.105.240.49^32710^22892^6^1256^27^1100^27^1523442625^1523443212^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523444042027^^^^^RU^^37.606796^55.7386^CN^Beijing^116.388306^39.928894^^^^^2018-04-11T10:54:02.027^^^^^^^TCP^^^^^^83.102.199.50^162.105.240.49^48:1;40:26-48:1;40:25;52:1^0:1;68:1;4:25-0:27^0;0;0;0;26;26;0;1;0-0;0;0;0;27;0;0;1;0^1523442626200-1523442626206^1523443212655-1523443212724^1256-1100^^^^^^^^^^^^^^^^^
5^999b5ad09d34126300000000^10.2.171.2^77.111.245.13^64146^8000^6^854^7^324^8^1523621172^1523621298^^^^^^^^^^^^^SSL^SSL^Network^Infrastructure^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523622133956^^^^^^^^^FR^^6.187805^48.692093^^^^^2018-04-13T12:22:13.956^^^^^^^TCP^^^^^^34:23:87:57:88:a0^77.111.245.13^52:1;40:6-44:1;40:7^0:3;517:1;43:1;1:2-0:8^0;0;0;0;6;2;0;1;1-0;0;0;0;8;0;0;1;2^1523621173132-1523621173584^1523621298461-1523621298903^854-324^^^^^^^^^^^^^^^^^
5^a7e55acfb8e8121f00000000^123.249.9.83^162.105.227.73^1273^3389^6^440^8^404^8^1523562728^1523562752^^^^^^^^^^^^^RDP^RDP^Business_Systems^Remote_Access^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523563586123^^^^^CN^Shenzhen^114.1333^22.533295^CN^Beijing^116.388306^39.928894^^^^^2018-04-12T20:06:26.123^^^^^^^TCP^^^^^^123.249.9.83^162.105.227.73^48:2;40:6-48:2;40:4;52:2^0:4;31:3;11:1-0:4;11:4^0;0;0;0;6;4;1;2;0-0;0;0;0;8;4;0;2;0^1523562728759-1523562728760^1523562753044-1523562752966^440-404^^^^^^^^^^^^^^^^^
5^0eac5ad1d5f9125a00000000^60.189.189.113^222.29.105.174^2418^10912^6^2890^50^2053^47^1523701241^1523701822^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523702656724^^^^^CN^Taizhou^119.90811^32.490707^CN^Beijing^116.388306^39.928894^^^^^2018-04-14T10:44:16.724^^^^^^^TCP^^^^^^60.189.189.113^222.29.105.174^48:1;40:49-48:2;40:43;52:2^0:12;81:1;9:24;63:2;18:4;27:5;153:1;99:1-0:30;68:1;4:15;5:1^0;0;0;0;49;38;0;1;0-0;0;0;0;47;17;0;2;0^1523701241285-1523701241286^1523701823006-1523701822782^2890-2053^^^^^^^^^^^^^^^^^
5^d8c65ad206c7123900000000^62.33.118.109^162.105.240.49^38154^22892^6^1796^29^1380^34^1523713735^1523714325^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523715154423^^^^^RU^Saransk^45.183304^54.183304^CN^Beijing^116.388306^39.928894^^^^^2018-04-14T14:12:34.423^^^^^^^TCP^^^^^^62.33.118.109^162.105.240.49^48:1;40:28-48:1;40:32;52:1^0:1;228:1;296:1;4:26-0:34^0;0;0;0;28;28;0;1;0-0;0;0;0;34;0;0;1;2^1523713736601-1523713736607^1523714263302-1523714326787^1796-1380^^^^^^^^^^^^^^^^^
5^81fe5ad3bf36125200000000^5.188.10.2^162.105.167.160^2743^3389^6^381^7^128^3^1523826486^1523826497^^^^^^^^^^^^^RDP^RDP^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523827329352^^^^^RU^Saint Petersburg^30.264206^59.894394^CN^Beijing^116.388306^39.928894^^^^^2018-04-15T21:22:09.352^^^^^^^TCP^^^^^^5.188.10.2^162.105.167.160^48:1;40:6-48:1;40:2^0:4;47:1;37:1;9:1-0:3^0;0;0;0;5;3;2;1;0-0;0;0;0;3;0;0;1;0^1523826486694-1523826486696^1523826497356-1523826497022^381-128^^^^^^^^^^^^^^^^^
5^ae445ad57c03124f00000000^162.105.227.140^45.124.65.239^13449^13290^6^665^7^468^11^1523940355^1523940813^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523941646554^^^^^CN^Beijing^116.388306^39.928894^HK^^114.16669^22.25^^^^^2018-04-17T05:07:26.554^^^^^^^TCP^^^^^^162.105.227.140^45.124.65.239^52:1;40:6-40:8;52:2;44:1^0:3;23:1;188:1;126:1;36:1-0:11^0;0;0;0;6;4;0;1;0-0;0;0;0;11;0;2;3;3^1523940356109-1523940357981^1523940814338-1523940814487^665-468^^^^^^^^^^^^^^^^^
5^ead65ad653f4122f00000000^14.23.160.186^162.105.16.37^1405^20992^6^3273^68^3012^73^1523995636^1523995937^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523996771149^^^^^CN^Guangzhou^113.25^23.1167^CN^Beijing^116.388306^39.928894^^^^^2018-04-17T20:26:11.149^^^^^^^TCP^^^^^^14.23.160.186^162.105.16.37^48:1;40:67-48:1;40:68;52:4^0:10;5:1;9:54;18:3-0:64;4:9^0;0;0;0;67;58;0;1;0-0;0;0;0;73;9;1;1;0^1523995636925-1523995636926^1523995937708-1523995938200^3273-3012^^^^^^^^^^^^^^^^^
5^eaf35ad6385e120e00000000^162.105.227.140^45.124.65.239^3923^13290^6^11189^45^2160^53^1523988574^1523989104^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1523989938595^^^^^CN^Beijing^116.388306^39.928894^HK^^114.16669^22.25^^^^^2018-04-17T18:32:18.595^^^^^^^TCP^^^^^^162.105.227.140^45.124.65.239^52:2;40:43-40:49;52:3;44:1^0:8;3:26;306:1;588:4;1460:3;1168:1;872:1;209:1-0:53^0;0;0;0;43;34;0;2;0-0;0;0;0;52;0;1;4;3^1523988574720-1523988576796^1523989104725-1523989104910^11189-2160^^^^^^^^^^^^^^^^^
5^b4b85adf8cba111c00000001^10.128.201.54^60.206.240.12^43294^8888^6^8409128^209797^606618982^405998^1524599994^1524601195^^^^^^^^^^^^^^Thunder^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1524600437107^总区域^^^^^^^^CN^Beijing^116.388306^39.928894^^^^^2018-04-24T20:07:17.107^^^^^^^TCP^^^^^^10.128.201.54^60.206.240.12^40:209797-40:405998^0:209489;56:308-22:309;1460:403506;20:283;42:384;1156:713;810:153;84:25;0:308;366:2;1198:32;1392:19;1274:28;1122:14;624:5;1134:19;1350:14;776:14;312:2;852:16;1004:10;160:15;928:13;278:8;1426:11;324:1;700:4;354:12;8:18;1328:1;1080:6;1316:9;582:6;636:1;430:9;894:2;236:6;658:5;1176:1;1046:4;548:1;506:3;970:1;1362:1;1252:1;202:2;388:1^0;0;0;0;209797;308;0;0;0-0;0;0;0;405998;4722;0;0;0^1524600597921-1524600597919^1524601196103-1524601196102^8409128-606618982^^^^^^^^^^^^^^^^^
5^fb235adf3a96122300000000^222.29.102.4^101.201.62.30^5001^2406^6^12833^199^2942^67^1524578966^1524579312^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1524580139108^总区域^^^^^^^^CN^Hangzhou^120.16141^30.293594^^^^^2018-04-24T14:28:59.108^^^^^^^TCP^^^^^^222.29.102.4^101.201.62.30^44:5;40:194-44:2;40:65^0:90;25:3;6:14;20:3;16:28;50:12;66:28;82:20;98:1-0:34;16:5;6:27;12:1^0;0;0;0;193;109;1;5;0-0;0;0;0;67;33;0;2;0^1524578966882-1524578967847^1524579312604-1524579312655^12833-2942^^^^^^^^^^^^^^^^^
5^68275ae5e7d4125f00000023^10.128.200.49^123.59.148.76^41755^8662^6^1640^40^1200^29^1525016532^1525037957^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1525038946762^总区域^^^^^^^^CN^Beijing^116.388306^39.928894^^^^^2018-04-29T21:55:46.762^^^^^^^TCP^^^^^^10.128.200.49^123.59.148.76^40:40-40:29^2:20;0:20-2:20;0:9^0;0;0;0;40;20;0;0;0-0;0;0;0;29;20;0;0;9^1525037547611-1525037547613^1525037832611-1525037957835^1640-1200^^^^^^^^^^^^^^^^^
5^4c235aeb7967121e00000001^222.29.123.223^183.91.33.53^14464^13977^6^5243475^124131^274825760^183917^1525381479^1525382679^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1525383490856^总区域^^^^^^^^HK^Wan Chai^114.25^22.166702^^^^^2018-05-03T21:38:10.856^^^^^^^TCP^^^^^^222.29.123.223^183.91.33.53^40:124131-40:183917^0:109062;17:14541;34:176;85:38;51:133;68:77;136:11;128:1;153:5;204:3;10:2;24:1;102:18;5:4;12:1;119:18;29:2;170:4;8:3;9:3;7:1;15:2;2:2;123:1;86:1;16:2;1:2;6:1;11:1;122:1;187:5;139:1;13:1;4:1;120:1;14:1;3:1;121:1;63:1;126:1-1460:183187;0:708;1140:1;320:1;37:1;1423:1;1104:4;356:4;196:3;1264:3;801:1;659:1;1313:1;147:1^0;0;0;0;124131;15069;0;0;0-0;0;0;0;183917;8108;0;0;0^1525382079108-1525382079106^1525382679576-1525382679576^5243475-274825760^^^^^^^^^^^^^^^^^
5^4c235aeb7967121e0000000a^222.29.123.223^183.91.33.53^14464^13977^6^5252238^124780^257565128^172968^1525381479^1525388080^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1525388892359^总区域^^^^^^^^HK^Wan Chai^114.25^22.166702^^^^^2018-05-03T23:08:12.359^^^^^^^TCP^^^^^^222.29.123.223^183.91.33.53^40:124780-40:172968^0:110343;17:14002;34:164;51:100;68:51;85:34;140:2;11:3;6:3;13:3;21:2;102:12;133:2;153:4;136:7;2:3;15:3;14:2;3:2;120:1;12:2;5:2;99:1;7:7;27:1;187:2;115:1;119:7;10:6;1:1;16:1;170:1;105:1;204:1;101:1;4:1;107:1-1460:171673;0:1290;908:1;632:1;828:1;1403:1;57:1^0;0;0;0;124780;14437;0;0;0-0;0;0;0;172968;7533;0;0;0^1525387481041-1525387481079^1525388081147-1525388081146^5252238-257565128^^^^^^^^^^^^^^^^^
5^a83e5aebe156126600000003^222.29.23.38^118.178.8.124^33733^14102^6^704^16^1992^47^1525408086^1525410179^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1525411300555^总区域^^^^^^^^CN^Hangzhou^120.16141^30.293594^^^^^2018-05-04T05:21:40.555^^^^^^^TCP^^^^^^222.29.23.38^118.178.8.124^40:16-40:47^4:16-4:28;0:19^0;0;0;0;16;16;0;0;0-0;0;0;0;47;28;0;0;1^1525409911177-1525409899141^1525410151100-1525410180315^704-1992^^^^^^^^^^^^^^^^^
5^082c5af17e00123d00000000^31.207.47.72^162.105.13.225^15264^3391^6^567^8^128^3^1525775872^1525775882^^^^^^^^^^^^^^X224^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1525776712987^^pku162^^^NL^^4.8995056^52.3824^^^^^^^^^2018-05-08T10:51:52.987^^^^^^^TCP^^^^^^31.207.47.72^162.105.13.225^48:1;40:7-48:1;40:2^0:5;47:1;37:1;155:1-0:3^0;0;0;0;5;3;3;1;0-0;0;0;0;3;0;0;1;0^1525775873263-1525775873264^1525775883488-1525775883184^567-128^^^^^^^^^^^^^^^^^
5^18ab5af1a8ab120d00000000^10.128.38.194^59.110.72.103^46676^1883^6^1314^26^882^20^1525786795^1525787395^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1525788207824^总区域^^^^^^^^CN^Hangzhou^120.16141^30.293594^^^^^2018-05-08T14:03:27.824^^^^^^^TCP^^^^^^10.128.38.194^59.110.72.103^60:1;40:25-60:1;40:17;52:2^0:12;101:1;129:1;2:12-0:5;4:1;8:1;2:13^0;0;0;0;25;14;0;1;0-0;0;0;0;20;15;0;1;0^1525786796146-1525786796152^1525787396130-1525787396113^1314-882^^^^^^^^^^^^^^^^^
5^2f255af57cfd124c00000000^119.54.175.165^162.105.146.215^11772^4193^6^2428^24^1194^23^1526037757^1526038344^^^^^^^^^^^^^SSL^SSL^Network^Infrastructure^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1526039167877^^pku162^^^CN^Changchun^125.322815^43.880005^^^^^^^^^2018-05-11T11:46:07.877^^^^^^^TCP^^^^^^119.54.175.165^162.105.146.215^48:1;40:23-48:1;40:11;52:11^0:3;244:1;517:1;51:1;53:1;56:1;42:1;446:1;38:1;1:13-0:20;39:1;57:1;38:1^0;0;0;0;23;8;0;1;0-0;0;0;0;23;3;0;1;0^1526037757081-1526037757081^1526038344625-1526038344626^2428-1194^^^^^^^^^^^^^^^^^
5^3eef5af58fa4121b00000000^175.31.121.102^222.29.97.161^4563^8418^6^2119^39^1588^36^1526042532^1526042836^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1526043666036^^总区域^^^CN^Changchun^125.322815^43.880005^^^^^^^^^2018-05-11T13:01:06.036^^^^^^^TCP^^^^^^175.31.121.102^222.29.97.161^48:1;40:38-48:1;40:31;52:4^0:6;68:1;212:1;5:2;9:29-0:29;68:1;4:6^0;0;0;0;38;33;0;1;0-0;0;0;0;36;7;1;1;0^1526042532514-1526042532514^1526042835650-1526042837115^2119-1588^^^^^^^^^^^^^^^^^
5^a9b15af5a2fd120d00000000^114.35.76.128^222.29.97.161^3433^8418^6^2078^38^1252^30^1526047485^1526047807^^^^^^^^^^^^^^BT^General_Internet^FileShare_P2P^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1526048635537^^总区域^^^TW^Taichung^120.6814^24.143295^^^^^^^^^2018-05-11T14:23:55.537^^^^^^^TCP^^^^^^114.35.76.128^222.29.97.161^48:1;40:37-48:1;40:27;52:2^0:6;68:1;212:1;9:30-0:25;4:5^0;0;0;0;37;32;0;1;0-0;0;0;0;30;5;1;1;0^1526047485937-1526047485937^1526047808333-1526047787540^2078-1252^^^^^^^^^^^^^^^^^
5^a91c5afae195124f00000000^92.252.183.201^162.105.240.49^29012^22892^6^1750^31^1232^30^1526391189^1526391778^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1526392599970^^pku162^^^RU^Ulyanovsk^48.386597^54.3282^^^^^^^^^2018-05-15T13:56:39.970^^^^^^^TCP^^^^^^92.252.183.201^162.105.240.49^48:1;40:30-48:1;40:27;52:2^0:1;318:1;68:1;4:27;8:1-0:30^0;0;0;0;30;30;0;1;0-0;0;0;0;30;0;0;1;0^1526391190415-1526391190489^1526391779019-1526391779087^1750-1232^^^^^^^^^^^^^^^^^
5^affd5af95d8b122200000033^162.105.239.132^61.183.64.61^37683^9999^6^2460^60^1260^30^1526291851^1526322900^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1526323861420^pku162^^^^^^^^CN^Wuhan^114.27341^30.580093^^^^^2018-05-14T18:51:01.420^^^^^^^TCP^^^^^^162.105.239.132^61.183.64.61^40:60-40:30^2:30;0:30-2:30^0;0;0;0;60;30;0;0;0-0;0;0;0;30;30;0;0;0^1526322464875-1526322464896^1526322900815-1526322900614^2460-1260^^^^^^^^^^^^^^^^^
5^affd5af95d8b122200000033^162.105.239.132^61.183.64.61^37683^9999^6^2460^60^1260^30^1526291851^1526322900^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1526323861420^pku162^^^^^^^^CN^Wuhan^114.27341^30.580093^^^^^2018-05-14T18:51:01.420^^^^^^^TCP^^^^^^162.105.239.132^61.183.64.61^40:60-40:30^2:30;0:30-2:30^0;0;0;0;60;30;0;0;0-0;0;0;0;30;30;0;0;0^1526322464875-1526322464896^1526322900815-1526322900614^2460-1260^^^^^^^^^^^^^^^^^
5^da5c5afc30e8125e00000000^202.120.42.143^162.105.13.159^42606^2520^6^593^10^432^10^1526477032^1526477370^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^1526478441753^^pku162^^^CN^Shanghai^121.39969^31.045593^^^^^^^^^2018-05-16T13:47:21.753^^^^^^^TCP^^^^^^202.120.42.143^162.105.13.159^48:1;40:9-48:1;40:8;52:1^0:5;103:1;50:1;14:2;4:1-0:7;4:3^0;0;0;0;9;5;0;1;0-0;0;0;0;10;3;0;1;3^1526477032775-1526477032842^1526477335511-1526477370925^593-432^^^^^^^^^^^^^^^^^
使用余弦相似度进行FileShare_P2P数据之前的相似度计算，特征从6维开始：
# coding: utf-8
import collections
from itertools import combinations, permutations with open("feature.txt") as f:
lines = f.readlines()
data = {}
for line in lines:
a = line.split("\t")
data[a[0]] = [float(n) for n in a[6:]]
print(data) same_port = collections.defaultdict(list)
with open("data2.txt") as f:
lines = f.readlines()
p2p_list = []
for line in lines:
if "FileShare_P2P" in line:
x = line.split('^')
id = x[1]
port = x[5]
p2p_list.append(id)
same_port[port].append(id) print(p2p_list)
print(len(p2p_list))
print(same_port) for id in p2p_list:
assert id in data def cos(vector1,vector2):
dot_product = 0.0;
normA = 0.0;
normB = 0.0;
for a,b in zip(vector1,vector2):
dot_product += a*b
normA += a**2
normB += b**2
if normA == 0.0 or normB==0.0:
return None
else:
return dot_product / ((normA*normB)**0.5) def calculate_sim(v):
for id1,id2 in combinations(v, 2):
# print(v1, v2)
v1 = data[id1]
v2 = data[id2]
print(id1 + " and " + id2 + " similarity:", cos(v1, v2))
print("--"*30) id_with_diff_port = []
for k,v in same_port.iteritems():
id_with_diff_port.append(v[0])
if len(v) >= 2:
print("same port is " + str(k), " And the metdata id list is=>", v)
calculate_sim(v) print("*"*50)
print(id_with_diff_port)
print(len(id_with_diff_port))
calculate_sim(id_with_diff_port)
同一个端口下tcp流相似度计算结果：
('same port is 13977', ' And the metdata id list is=>', ['4c235aeb7967121e00000001', '4c235aeb7967121e0000000a'])
('4c235aeb7967121e00000001 and 4c235aeb7967121e0000000a similarity:', 0.9999999983711393)
------------------------------------------------------------
('same port is 8418', ' And the metdata id list is=>', ['3eef5af58fa4121b00000000', 'a9b15af5a2fd120d00000000'])
('3eef5af58fa4121b00000000 and a9b15af5a2fd120d00000000 similarity:', 0.9958644228325737)
------------------------------------------------------------
('same port is 11427', ' And the metdata id list is=>', ['f0b55abb7cfa112200000000', '3d1b5abcf7d1110f00000000', '81625abc9cc4111900000000', '8f9b5abcf0ac123d00000000', 'b4725abcf7fd126d00000000', '90b35abcfb6a114600000000', '0f395abde2e8115500000000', '3f275abdd295114b00000000', '53355abdf712124000000000', 'c6185abde3aa110f00000000', '1c445abe58b2120b00000000', '6ec75abf4901125100000000', '85455abe6232113100000000', 'df545abf2d02116100000000', 'f9125abe614a115900000000', '064f5ac0869e126700000000', '8a815ac0b88e124000000000', '4d755ac1e59d126100000000', 'ed045ac856ff121800000010'])
('f0b55abb7cfa112200000000 and 3d1b5abcf7d1110f00000000 similarity:', 0.997774521128439)
('f0b55abb7cfa112200000000 and 81625abc9cc4111900000000 similarity:', 0.9864428314229825)
('f0b55abb7cfa112200000000 and 8f9b5abcf0ac123d00000000 similarity:', 0.9888380418520495)
('f0b55abb7cfa112200000000 and b4725abcf7fd126d00000000 similarity:', 0.9980235970015691)
('f0b55abb7cfa112200000000 and 90b35abcfb6a114600000000 similarity:', 0.9928585205668039)
('f0b55abb7cfa112200000000 and 0f395abde2e8115500000000 similarity:', 0.9988647954042231)
('f0b55abb7cfa112200000000 and 3f275abdd295114b00000000 similarity:', 0.9986338907476192)
('f0b55abb7cfa112200000000 and 53355abdf712124000000000 similarity:', 0.9982089450094523)
('f0b55abb7cfa112200000000 and c6185abde3aa110f00000000 similarity:', 0.9962964592993775)
('f0b55abb7cfa112200000000 and 1c445abe58b2120b00000000 similarity:', 0.985036735220705)
('f0b55abb7cfa112200000000 and 6ec75abf4901125100000000 similarity:', 0.9989660121665754)
('f0b55abb7cfa112200000000 and 85455abe6232113100000000 similarity:', 0.9997653223150155)
('f0b55abb7cfa112200000000 and df545abf2d02116100000000 similarity:', 0.9984626720677594)
('f0b55abb7cfa112200000000 and f9125abe614a115900000000 similarity:', 0.9921757531963676)
('f0b55abb7cfa112200000000 and 064f5ac0869e126700000000 similarity:', 0.9991108459839674)
('f0b55abb7cfa112200000000 and 8a815ac0b88e124000000000 similarity:', 0.9968198219207858)
('f0b55abb7cfa112200000000 and 4d755ac1e59d126100000000 similarity:', 0.9931862416349341)
('f0b55abb7cfa112200000000 and ed045ac856ff121800000010 similarity:', 0.9565510455691831)
('3d1b5abcf7d1110f00000000 and 81625abc9cc4111900000000 similarity:', 0.9921013861297334)
('3d1b5abcf7d1110f00000000 and 8f9b5abcf0ac123d00000000 similarity:', 0.9808497332902971)
('3d1b5abcf7d1110f00000000 and b4725abcf7fd126d00000000 similarity:', 0.9993236567381371)
('3d1b5abcf7d1110f00000000 and 90b35abcfb6a114600000000 similarity:', 0.9877040658733661)
('3d1b5abcf7d1110f00000000 and 0f395abde2e8115500000000 similarity:', 0.9987450057199665)
('3d1b5abcf7d1110f00000000 and 3f275abdd295114b00000000 similarity:', 0.9971883259394907)
('3d1b5abcf7d1110f00000000 and 53355abdf712124000000000 similarity:', 0.9982698492938727)
('3d1b5abcf7d1110f00000000 and c6185abde3aa110f00000000 similarity:', 0.9985171079403379)
('3d1b5abcf7d1110f00000000 and 1c445abe58b2120b00000000 similarity:', 0.9923623798631562)
('3d1b5abcf7d1110f00000000 and 6ec75abf4901125100000000 similarity:', 0.9982685122954263)
('3d1b5abcf7d1110f00000000 and 85455abe6232113100000000 similarity:', 0.9981892732591339)
('3d1b5abcf7d1110f00000000 and df545abf2d02116100000000 similarity:', 0.9935032902350468)
('3d1b5abcf7d1110f00000000 and f9125abe614a115900000000 similarity:', 0.9927373039490992)
('3d1b5abcf7d1110f00000000 and 064f5ac0869e126700000000 similarity:', 0.9961715582400572)
('3d1b5abcf7d1110f00000000 and 8a815ac0b88e124000000000 similarity:', 0.9988152576195374)
('3d1b5abcf7d1110f00000000 and 4d755ac1e59d126100000000 similarity:', 0.988380144648525)
('3d1b5abcf7d1110f00000000 and ed045ac856ff121800000010 similarity:', 0.970974874100085)
('81625abc9cc4111900000000 and 8f9b5abcf0ac123d00000000 similarity:', 0.9519099368879141)
('81625abc9cc4111900000000 and b4725abcf7fd126d00000000 similarity:', 0.9901702772360914)
('81625abc9cc4111900000000 and 90b35abcfb6a114600000000 similarity:', 0.961698938126523)
('81625abc9cc4111900000000 and 0f395abde2e8115500000000 similarity:', 0.9925249638456966)
('81625abc9cc4111900000000 and 3f275abdd295114b00000000 similarity:', 0.9817344580033742)
('81625abc9cc4111900000000 and 53355abdf712124000000000 similarity:', 0.9942223178473104)
('81625abc9cc4111900000000 and c6185abde3aa110f00000000 similarity:', 0.9966771105273782)
('81625abc9cc4111900000000 and 1c445abe58b2120b00000000 similarity:', 0.9981409140167585)
('81625abc9cc4111900000000 and 6ec75abf4901125100000000 similarity:', 0.991944975137544)
('81625abc9cc4111900000000 and 85455abe6232113100000000 similarity:', 0.9892285066455733)
('81625abc9cc4111900000000 and df545abf2d02116100000000 similarity:', 0.977634442110559)
('81625abc9cc4111900000000 and f9125abe614a115900000000 similarity:', 0.9927777670487877)
('81625abc9cc4111900000000 and 064f5ac0869e126700000000 similarity:', 0.9807583265415574)
('81625abc9cc4111900000000 and 8a815ac0b88e124000000000 similarity:', 0.9960876609479268)
('81625abc9cc4111900000000 and 4d755ac1e59d126100000000 similarity:', 0.9632067560171677)
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('85455abe6232113100000000 and df545abf2d02116100000000 similarity:', 0.9977063231975631)
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('85455abe6232113100000000 and 064f5ac0869e126700000000 similarity:', 0.998485512249191)
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('85455abe6232113100000000 and ed045ac856ff121800000010 similarity:', 0.9583549410867004)
('df545abf2d02116100000000 and f9125abe614a115900000000 similarity:', 0.9882162348924315)
('df545abf2d02116100000000 and 064f5ac0869e126700000000 similarity:', 0.9993185673055092)
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('df545abf2d02116100000000 and 4d755ac1e59d126100000000 similarity:', 0.9947450289000067)
('df545abf2d02116100000000 and ed045ac856ff121800000010 similarity:', 0.9401060013233907)
('f9125abe614a115900000000 and 064f5ac0869e126700000000 similarity:', 0.9889967505963918)
('f9125abe614a115900000000 and 8a815ac0b88e124000000000 similarity:', 0.9948947514801579)
('f9125abe614a115900000000 and 4d755ac1e59d126100000000 similarity:', 0.973759342014363)
('f9125abe614a115900000000 and ed045ac856ff121800000010 similarity:', 0.9562477192551795)
('064f5ac0869e126700000000 and 8a815ac0b88e124000000000 similarity:', 0.9936554677454452)
('064f5ac0869e126700000000 and 4d755ac1e59d126100000000 similarity:', 0.9951318216618534)
('064f5ac0869e126700000000 and ed045ac856ff121800000010 similarity:', 0.9480574224916333)
('8a815ac0b88e124000000000 and 4d755ac1e59d126100000000 similarity:', 0.9829453524951332)
('8a815ac0b88e124000000000 and ed045ac856ff121800000010 similarity:', 0.9720178483524762)
('4d755ac1e59d126100000000 and ed045ac856ff121800000010 similarity:', 0.9405563818063033)
------------------------------------------------------------
不 同一个端口下tcp流相似度计算结果：
**************************************************
['afe55ac0b076125300000000', 'b4b85adf8cba111c00000001', '4c235aeb7967121e00000001', '6f945ac63aaf125600000000', '7e8c5acb72bb122100000000', '3eef5af58fa4121b00000000', '49525ac6127f126e00000000', 'f0b55abb7cfa112200000000']
8
('afe55ac0b076125300000000 and b4b85adf8cba111c00000001 similarity:', 0.8398806359130415)
('afe55ac0b076125300000000 and 4c235aeb7967121e00000001 similarity:', 0.8398900451256925)
('afe55ac0b076125300000000 and 6f945ac63aaf125600000000 similarity:', 0.834095454579979)
('afe55ac0b076125300000000 and 7e8c5acb72bb122100000000 similarity:', 0.9905020481747826)
('afe55ac0b076125300000000 and 3eef5af58fa4121b00000000 similarity:', 0.9632658508564873)
('afe55ac0b076125300000000 and 49525ac6127f126e00000000 similarity:', 0.9056123014389038)
('afe55ac0b076125300000000 and f0b55abb7cfa112200000000 similarity:', 0.9980119110022354)
('b4b85adf8cba111c00000001 and 4c235aeb7967121e00000001 similarity:', 0.9999999814296783)
('b4b85adf8cba111c00000001 and 6f945ac63aaf125600000000 similarity:', 0.42544197553850016)
('b4b85adf8cba111c00000001 and 7e8c5acb72bb122100000000 similarity:', 0.773051076835979)
('b4b85adf8cba111c00000001 and 3eef5af58fa4121b00000000 similarity:', 0.9519900786913305)
('b4b85adf8cba111c00000001 and 49525ac6127f126e00000000 similarity:', 0.6025173797744154)
('b4b85adf8cba111c00000001 and f0b55abb7cfa112200000000 similarity:', 0.8575364416535979)
('4c235aeb7967121e00000001 and 6f945ac63aaf125600000000 similarity:', 0.42544946794691413)
('4c235aeb7967121e00000001 and 7e8c5acb72bb122100000000 similarity:', 0.7730599517551042)
('4c235aeb7967121e00000001 and 3eef5af58fa4121b00000000 similarity:', 0.9519990427500732)
('4c235aeb7967121e00000001 and 49525ac6127f126e00000000 similarity:', 0.6025226199698125)
('4c235aeb7967121e00000001 and f0b55abb7cfa112200000000 similarity:', 0.8575444735235406)
('6f945ac63aaf125600000000 and 7e8c5acb72bb122100000000 similarity:', 0.8937837406393153)
('6f945ac63aaf125600000000 and 3eef5af58fa4121b00000000 similarity:', 0.6676543939470816)
('6f945ac63aaf125600000000 and 49525ac6127f126e00000000 similarity:', 0.9597905230932856)
('6f945ac63aaf125600000000 and f0b55abb7cfa112200000000 similarity:', 0.8112346049062914)
('7e8c5acb72bb122100000000 and 3eef5af58fa4121b00000000 similarity:', 0.9250502887699984)
('7e8c5acb72bb122100000000 and 49525ac6127f126e00000000 similarity:', 0.9511348021964339)
('7e8c5acb72bb122100000000 and f0b55abb7cfa112200000000 similarity:', 0.9858695573334606)
('3eef5af58fa4121b00000000 and 49525ac6127f126e00000000 similarity:', 0.7948220401511323)
('3eef5af58fa4121b00000000 and f0b55abb7cfa112200000000 similarity:', 0.9704224046039647)
('49525ac6127f126e00000000 and f0b55abb7cfa112200000000 similarity:', 0.8896962510182538)
------------------------------------------------------------