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2020-092
Commit 820d8c44 authored by Ashen Udayanga Sudugala's avatar Ashen Udayanga Sudugala
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Merge branch 'Ashen' into 'master' 

Ashen - add file

See merge request !10
parents 6939f1c1 197f626d
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Volumetric /Volumetric_DDoS_-_dataset.csv 0 → 100644
View file @ 820d8c44
Flow ID,Src IP,Src Port,Dst IP,Dst Port,Protocol,Timestamp,Flow Duration,Tot Fwd Pkts
192.168.4.118-203.73.24.75-4504-80-6,192.168.4.118,4504,203.73.24.75,80,6,12/6/2010 8:34,3974862,29
192.168.4.118-203.73.24.75-4504-80-6,192.168.4.118,4504,203.73.24.75,80,6,12/6/2010 8:34,63,1
192.168.4.118-203.73.24.75-4505-80-6,192.168.4.118,4505,203.73.24.75,80,6,12/6/2010 8:34,476078,2
192.168.4.118-203.73.24.75-4505-80-6,192.168.4.118,4505,203.73.24.75,80,6,12/6/2010 8:34,151,2
192.168.4.118-203.73.24.75-4506-80-6,192.168.4.118,4506,203.73.24.75,80,6,12/6/2010 8:34,472507,2
192.168.4.118-203.73.24.75-4506-80-6,192.168.4.118,4506,203.73.24.75,80,6,12/6/2010 8:34,138,1
192.168.4.118-203.73.24.75-4507-80-6,192.168.4.118,4507,203.73.24.75,80,6,12/6/2010 8:34,469596,2
192.168.4.118-203.73.24.75-4507-80-6,192.168.4.118,4507,203.73.24.75,80,6,12/6/2010 8:34,1978,1
192.168.4.118-203.73.24.75-4508-80-6,192.168.4.118,4508,203.73.24.75,80,6,12/6/2010 8:34,468629,2
192.168.4.118-203.73.24.75-4508-80-6,192.168.4.118,4508,203.73.24.75,80,6,12/6/2010 8:34,102,1
192.168.4.118-203.73.24.75-4509-80-6,192.168.4.118,4509,203.73.24.75,80,6,12/6/2010 8:34,1434885,14
192.168.4.118-203.73.24.75-4509-80-6,192.168.4.118,4509,203.73.24.75,80,6,12/6/2010 8:34,39,1
192.168.4.118-203.73.24.75-4510-80-6,192.168.4.118,4510,203.73.24.75,80,6,12/6/2010 8:34,966411,6
192.168.4.118-203.73.24.75-4510-80-6,192.168.4.118,4510,203.73.24.75,80,6,12/6/2010 8:34,6,1
192.168.4.118-203.73.24.75-4511-80-6,192.168.4.118,4511,203.73.24.75,80,6,12/6/2010 8:34,510476,6
192.168.4.118-203.73.24.75-4511-80-6,192.168.4.118,4511,203.73.24.75,80,6,12/6/2010 8:34,6,1
192.168.4.118-203.73.24.75-4512-80-6,192.168.4.118,4512,203.73.24.75,80,6,12/6/2010 8:34,513876,6
192.168.4.118-203.73.24.75-4512-80-6,192.168.4.118,4512,203.73.24.75,80,6,12/6/2010 8:34,6,1
192.168.4.118-203.73.24.75-4513-80-6,192.168.4.118,4513,203.73.24.75,80,6,12/6/2010 8:34,506932,6
192.168.4.118-203.73.24.75-4513-80-6,192.168.4.118,4513,203.73.24.75,80,6,12/6/2010 8:34,6,1
192.168.4.118-203.73.24.75-4514-80-6,192.168.4.118,4514,203.73.24.75,80,6,12/6/2010 8:34,534657,6
192.168.4.118-203.73.24.75-4514-80-6,192.168.4.118,4514,203.73.24.75,80,6,12/6/2010 8:34,6,1
192.168.4.118-203.73.24.75-4515-80-6,192.168.4.118,4515,203.73.24.75,80,6,12/6/2010 8:34,4093816,29
192.168.4.118-203.73.24.75-4515-80-6,192.168.4.118,4515,203.73.24.75,80,6,12/6/2010 8:34,137,1
192.168.4.118-203.73.24.75-4516-80-6,192.168.4.118,4516,203.73.24.75,80,6,12/6/2010 8:34,3510951,24
192.168.4.118-203.73.24.75-4516-80-6,192.168.4.118,4516,203.73.24.75,80,6,12/6/2010 8:34,204,1
192.168.1.103-208.113.162.153-1721-80-6,192.168.1.103,1721,208.113.162.153,80,6,12/6/2010 8:35,4134203,80
192.168.1.103-208.113.162.153-1721-80-6,192.168.1.103,1721,208.113.162.153,80,6,12/6/2010 8:35,5977626,2
192.168.1.103-208.113.162.153-1728-80-6,192.168.1.103,1728,208.113.162.153,80,6,12/6/2010 8:35,3040957,39
192.168.1.103-208.113.162.153-1728-80-6,192.168.1.103,1728,208.113.162.153,80,6,12/6/2010 8:35,632174,2
192.168.1.103-208.113.162.153-1731-80-6,192.168.1.103,1731,208.113.162.153,80,6,12/6/2010 8:35,3439332,39
192.168.1.103-208.113.162.153-1730-80-6,192.168.1.103,1730,208.113.162.153,80,6,12/6/2010 8:35,4099567,74
192.168.1.103-97.74.144.108-1725-80-6,192.168.1.103,1725,97.74.144.108,80,6,12/6/2010 8:35,23221098,47
192.168.1.103-97.74.144.108-1722-80-6,192.168.1.103,1722,97.74.144.108,80,6,12/6/2010 8:35,36959751,79
192.168.4.118-203.73.24.75-4521-80-6,192.168.4.118,4521,203.73.24.75,80,6,12/6/2010 8:36,3294548,52
192.168.4.118-203.73.24.75-4521-80-6,192.168.4.118,4521,203.73.24.75,80,6,12/6/2010 8:36,134,1
192.168.4.118-203.73.24.75-4522-80-6,192.168.4.118,4522,203.73.24.75,80,6,12/6/2010 8:36,478928,3
192.168.4.118-203.73.24.75-4522-80-6,192.168.4.118,4522,203.73.24.75,80,6,12/6/2010 8:36,83,1
192.168.4.118-203.73.24.75-4523-80-6,192.168.4.118,4523,203.73.24.75,80,6,12/6/2010 8:36,472332,2
192.168.4.118-203.73.24.75-4523-80-6,192.168.4.118,4523,203.73.24.75,80,6,12/6/2010 8:36,134,1
192.168.4.118-203.73.24.75-4524-80-6,192.168.4.118,4524,203.73.24.75,80,6,12/6/2010 8:36,482777,2
192.168.4.118-203.73.24.75-4524-80-6,192.168.4.118,4524,203.73.24.75,80,6,12/6/2010 8:36,134,2
192.168.4.118-203.73.24.75-4525-80-6,192.168.4.118,4525,203.73.24.75,80,6,12/6/2010 8:36,486964,3
192.168.4.118-203.73.24.75-4525-80-6,192.168.4.118,4525,203.73.24.75,80,6,12/6/2010 8:36,974,2
192.168.4.118-203.73.24.75-4526-80-6,192.168.4.118,4526,203.73.24.75,80,6,12/6/2010 8:36,487376,3
192.168.4.118-203.73.24.75-4526-80-6,192.168.4.118,4526,203.73.24.75,80,6,12/6/2010 8:36,739,2
192.168.4.118-203.73.24.75-4527-80-6,192.168.4.118,4527,203.73.24.75,80,6,12/6/2010 8:36,3490890,4
192.168.4.118-203.73.24.75-4527-80-6,192.168.4.118,4527,203.73.24.75,80,6,12/6/2010 8:36,6,1
192.168.4.118-203.73.24.75-4528-80-6,192.168.4.118,4528,203.73.24.75,80,6,12/6/2010 8:36,3192566,51
192.168.4.118-203.73.24.75-4528-80-6,192.168.4.118,4528,203.73.24.75,80,6,12/6/2010 8:36,90,1
192.168.4.118-203.73.24.75-4529-80-6,192.168.4.118,4529,203.73.24.75,80,6,12/6/2010 8:36,3104990,50
192.168.4.118-203.73.24.75-4529-80-6,192.168.4.118,4529,203.73.24.75,80,6,12/6/2010 8:36,135,1
192.168.4.118-203.73.24.75-4530-80-6,192.168.4.118,4530,203.73.24.75,80,6,12/6/2010 8:36,3211838,51
192.168.4.118-203.73.24.75-4530-80-6,192.168.4.118,4530,203.73.24.75,80,6,12/6/2010 8:36,107,1
192.168.4.118-203.73.24.75-4531-80-6,192.168.4.118,4531,203.73.24.75,80,6,12/6/2010 8:36,3381286,52
192.168.4.118-203.73.24.75-4531-80-6,192.168.4.118,4531,203.73.24.75,80,6,12/6/2010 8:36,89,1
192.168.4.118-203.73.24.75-4532-80-6,192.168.4.118,4532,203.73.24.75,80,6,12/6/2010 8:36,3090618,51
192.168.4.118-203.73.24.75-4532-80-6,192.168.4.118,4532,203.73.24.75,80,6,12/6/2010 8:36,90,1
192.168.4.118-203.73.24.75-4533-80-6,192.168.4.118,4533,203.73.24.75,80,6,12/6/2010 8:36,3357654,51
192.168.4.118-203.73.24.75-4533-80-6,192.168.4.118,4533,203.73.24.75,80,6,12/6/2010 8:36,91,1
192.168.4.118-203.73.24.75-4534-80-6,192.168.4.118,4534,203.73.24.75,80,6,12/6/2010 8:36,3130574,50
192.168.4.118-203.73.24.75-4534-80-6,192.168.4.118,4534,203.73.24.75,80,6,12/6/2010 8:37,79,1
192.168.4.118-203.73.24.75-4535-80-6,192.168.4.118,4535,203.73.24.75,80,6,12/6/2010 8:37,482454,3
192.168.4.118-203.73.24.75-4535-80-6,192.168.4.118,4535,203.73.24.75,80,6,12/6/2010 8:37,162,1
192.168.4.118-203.73.24.75-4536-80-6,192.168.4.118,4536,203.73.24.75,80,6,12/6/2010 8:37,482639,3
192.168.4.118-203.73.24.75-4536-80-6,192.168.4.118,4536,203.73.24.75,80,6,12/6/2010 8:37,490,2
192.168.4.118-203.73.24.75-4537-80-6,192.168.4.118,4537,203.73.24.75,80,6,12/6/2010 8:37,491922,4
192.168.4.118-203.73.24.75-4537-80-6,192.168.4.118,4537,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.4.118-203.73.24.75-4538-80-6,192.168.4.118,4538,203.73.24.75,80,6,12/6/2010 8:37,3403462,52
192.168.4.118-203.73.24.75-4538-80-6,192.168.4.118,4538,203.73.24.75,80,6,12/6/2010 8:37,96,1
192.168.4.118-203.73.24.75-4539-80-6,192.168.4.118,4539,203.73.24.75,80,6,12/6/2010 8:37,470405,2
192.168.4.118-203.73.24.75-4539-80-6,192.168.4.118,4539,203.73.24.75,80,6,12/6/2010 8:37,141,1
192.168.4.118-203.73.24.75-4540-80-6,192.168.4.118,4540,203.73.24.75,80,6,12/6/2010 8:37,470524,2
192.168.4.118-203.73.24.75-4540-80-6,192.168.4.118,4540,203.73.24.75,80,6,12/6/2010 8:37,83,1
192.168.4.118-203.73.24.75-4541-80-6,192.168.4.118,4541,203.73.24.75,80,6,12/6/2010 8:37,478574,2
192.168.4.118-203.73.24.75-4542-80-6,192.168.4.118,4542,203.73.24.75,80,6,12/6/2010 8:37,474602,2
192.168.4.118-203.73.24.75-4542-80-6,192.168.4.118,4542,203.73.24.75,80,6,12/6/2010 8:37,149,2
192.168.4.118-203.73.24.75-4543-80-6,192.168.4.118,4543,203.73.24.75,80,6,12/6/2010 8:37,1242607,9
192.168.4.118-203.73.24.75-4543-80-6,192.168.4.118,4543,203.73.24.75,80,6,12/6/2010 8:37,340,1
192.168.4.118-203.73.24.75-4544-80-6,192.168.4.118,4544,203.73.24.75,80,6,12/6/2010 8:37,3301357,51
192.168.4.118-203.73.24.75-4544-80-6,192.168.4.118,4544,203.73.24.75,80,6,12/6/2010 8:37,161,1
192.168.4.118-203.73.24.75-4545-80-6,192.168.4.118,4545,203.73.24.75,80,6,12/6/2010 8:37,3074001,50
192.168.4.118-203.73.24.75-4545-80-6,192.168.4.118,4545,203.73.24.75,80,6,12/6/2010 8:37,90,1
192.168.4.118-203.73.24.75-4546-80-6,192.168.4.118,4546,203.73.24.75,80,6,12/6/2010 8:37,499004,5
192.168.4.118-203.73.24.75-4546-80-6,192.168.4.118,4546,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.4.118-203.73.24.75-4547-80-6,192.168.4.118,4547,203.73.24.75,80,6,12/6/2010 8:37,518538,6
192.168.4.118-203.73.24.75-4547-80-6,192.168.4.118,4547,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.4.118-203.73.24.75-4548-80-6,192.168.4.118,4548,203.73.24.75,80,6,12/6/2010 8:37,1253134,9
192.168.4.118-203.73.24.75-4548-80-6,192.168.4.118,4548,203.73.24.75,80,6,12/6/2010 8:37,492,2
192.168.1.103-208.113.162.153-1730-80-6,192.168.1.103,1730,208.113.162.153,80,6,12/6/2010 8:35,98502400,1
192.168.1.103-208.113.162.153-1731-80-6,192.168.1.103,1731,208.113.162.153,80,6,12/6/2010 8:35,99163378,1
192.168.4.118-203.73.24.75-4549-80-6,192.168.4.118,4549,203.73.24.75,80,6,12/6/2010 8:37,970444,6
192.168.4.118-203.73.24.75-4549-80-6,192.168.4.118,4549,203.73.24.75,80,6,12/6/2010 8:37,257,2
192.168.4.118-203.73.24.75-4550-80-6,192.168.4.118,4550,203.73.24.75,80,6,12/6/2010 8:37,490519,2
192.168.4.118-203.73.24.75-4551-80-6,192.168.4.118,4551,203.73.24.75,80,6,12/6/2010 8:37,509307,5
192.168.4.118-203.73.24.75-4551-80-6,192.168.4.118,4551,203.73.24.75,80,6,12/6/2010 8:37,7,1
192.168.4.118-203.73.24.75-4552-80-6,192.168.4.118,4552,203.73.24.75,80,6,12/6/2010 8:37,986414,7
192.168.4.118-203.73.24.75-4552-80-6,192.168.4.118,4552,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.4.118-203.73.24.75-4553-80-6,192.168.4.118,4553,203.73.24.75,80,6,12/6/2010 8:37,979233,6
192.168.4.118-203.73.24.75-4553-80-6,192.168.4.118,4553,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.1.103-97.74.144.108-1722-80-6,192.168.1.103,1722,97.74.144.108,80,6,12/6/2010 8:35,83116136,1
192.168.1.103-97.74.144.108-1725-80-6,192.168.1.103,1725,97.74.144.108,80,6,12/6/2010 8:35,91117838,1
192.168.4.118-203.73.24.75-4554-80-6,192.168.4.118,4554,203.73.24.75,80,6,12/6/2010 8:37,1048116,6
192.168.4.118-203.73.24.75-4554-80-6,192.168.4.118,4554,203.73.24.75,80,6,12/6/2010 8:37,499,2
192.168.1.103-208.113.162.153-1730-80-6,192.168.1.103,1730,208.113.162.153,80,6,12/6/2010 8:37,2953018,1
192.168.4.118-203.73.24.75-4555-80-6,192.168.4.118,4555,203.73.24.75,80,6,12/6/2010 8:37,520258,6
192.168.4.118-203.73.24.75-4555-80-6,192.168.4.118,4555,203.73.24.75,80,6,12/6/2010 8:37,7,1
192.168.4.118-203.73.24.75-4556-80-6,192.168.4.118,4556,203.73.24.75,80,6,12/6/2010 8:37,511579,5
192.168.4.118-203.73.24.75-4556-80-6,192.168.4.118,4556,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.1.103-208.113.162.153-1731-80-6,192.168.1.103,1731,208.113.162.153,80,6,12/6/2010 8:37,3609225,1
192.168.4.118-203.73.24.75-4557-80-6,192.168.4.118,4557,203.73.24.75,80,6,12/6/2010 8:37,971667,6
192.168.4.118-203.73.24.75-4557-80-6,192.168.4.118,4557,203.73.24.75,80,6,12/6/2010 8:37,295,2
192.168.1.103-97.74.144.108-1722-80-6,192.168.1.103,1722,97.74.144.108,80,6,12/6/2010 8:37,1859292,1
192.168.4.118-203.73.24.75-4558-80-6,192.168.4.118,4558,203.73.24.75,80,6,12/6/2010 8:37,973865,7
192.168.4.118-203.73.24.75-4558-80-6,192.168.4.118,4558,203.73.24.75,80,6,12/6/2010 8:37,39,1
192.168.1.103-69.192.24.88-1729-80-6,192.168.1.103,1729,69.192.24.88,80,6,12/6/2010 8:35,111265640,461
192.168.1.103-69.192.24.88-1735-80-6,192.168.1.103,1735,69.192.24.88,80,6,12/6/2010 8:35,109185055,93
192.168.1.103-97.74.144.108-1725-80-6,192.168.1.103,1725,97.74.144.108,80,6,12/6/2010 8:37,3499861,1
192.168.4.118-203.73.24.75-4559-80-6,192.168.4.118,4559,203.73.24.75,80,6,12/6/2010 8:37,5470473,2
192.168.4.118-203.73.24.75-4559-80-6,192.168.4.118,4559,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.1.103-97.74.144.108-1722-80-6,192.168.1.103,1722,97.74.144.108,80,6,12/6/2010 8:37,7109135,1
192.168.4.118-203.73.24.75-4560-80-6,192.168.4.118,4560,203.73.24.75,80,6,12/6/2010 8:37,5991996,6
192.168.4.118-203.73.24.75-4560-80-6,192.168.4.118,4560,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.4.118-203.73.24.75-4561-80-6,192.168.4.118,4561,203.73.24.75,80,6,12/6/2010 8:37,990493,7
192.168.4.118-203.73.24.75-4561-80-6,192.168.4.118,4561,203.73.24.75,80,6,12/6/2010 8:37,6,1
192.168.4.118-203.73.24.75-4562-80-6,192.168.4.118,4562,203.73.24.75,80,6,12/6/2010 8:37,472119,2
192.168.4.118-203.73.24.75-4562-80-6,192.168.4.118,4562,203.73.24.75,80,6,12/6/2010 8:37,180,1
192.168.1.103-208.113.162.153-1730-80-6,192.168.1.103,1730,208.113.162.153,80,6,12/6/2010 8:37,12046429,1
192.168.4.118-203.73.24.75-4563-80-6,192.168.4.118,4563,203.73.24.75,80,6,12/6/2010 8:37,3291654,51
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192.168.2.110-67.220.214.50-4118-80-6,192.168.2.110,4118,67.220.214.50,80,6,12/6/2010 9:12,43,1
192.168.2.110-67.220.214.50-4119-80-6,192.168.2.110,4119,67.220.214.50,80,6,12/6/2010 9:12,210503,2
192.168.2.110-67.220.214.50-4119-80-6,192.168.2.110,4119,67.220.214.50,80,6,12/6/2010 9:12,212,1
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192.168.1.103-69.192.24.88-1782-80-6,192.168.1.103,1782,69.192.24.88,80,6,12/6/2010 9:10,116981195,362
192.168.1.103-97.74.144.108-1777-80-6,192.168.1.103,1777,97.74.144.108,80,6,12/6/2010 9:12,3499875,1
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192.168.2.110-67.220.214.50-4122-80-6,192.168.2.110,4122,67.220.214.50,80,6,12/6/2010 9:12,33,1
192.168.1.103-208.113.162.153-1780-80-6,192.168.1.103,1780,208.113.162.153,80,6,12/6/2010 9:12,8734082,1
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192.168.1.103-208.113.162.153-1781-80-6,192.168.1.103,1781,208.113.162.153,80,6,12/6/2010 9:12,13561992,1
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192.168.2.110-67.220.214.50-4151-80-6,192.168.2.110,4151,67.220.214.50,80,6,12/6/2010 9:12,90,1
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Volumetric.py 0 → 100644
View file @ 820d8c44
# Importing the libraries
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
from sklearn.impute import SimpleImputer
from sklearn.metrics import accuracy_score
from sklearn.metrics import f1_score
from sklearn.metrics import confusion_matrix
from sklearn.metrics import precision_score
from sklearn.metrics import recall_score
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier
# Importing the dataset
train = pd.read_csv("/Users/ASHEN/Education/SLIIT/Research/Wanheda_Server/MobileBotNet/packet_data.csv",index_col=0,low_memory=False)
train.shape
# Feature Scaling
from sklearn import preprocessing
for f in train.columns:
if train[f].dtype=='object':
label = preprocessing.LabelEncoder()
label.fit(list(train[f].values))
train[f] = lbl.transform(list(train[f].values))
train.fillna((-999), inplace=True)
train=np.array(train)
train = train.astype(float)
Y = train['Label']
X = train.drop("Label",axis=1)
print(train.shape)
print(X.shape)
print(Y.shape)
# Spliting the dataset into the training set and test set
seed = 7
test_size = 0.33
X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=test_size, random_state=seed)
print(X_train.shape)
print(y_train.shape)
print(X_test.shape)
print(y_test.shape)
# Fitting Decision Tree to the training set
model=DecisionTreeClassifier(max_depth=5,random_state=0)
model.fit(X_train, y_train)
y_pred = model.predict(X_test)
print(model)
# Plotting the tree, here it should access graph's first element
from sklearn import tree
from sklearn.externals.six import StringIO
import pydot
dot_data = StringIO()
tree.export_graphviz(model, out_file=dot_data)
graph = pydot.graph_from_dot_data(dot_data.getvalue())
graph[0].write_pdf("tree.pdf")
# Predicting the data[round(value) for value in y_pred]
y_pred = model.predict(X_test)
# Creating confusion metrics to check the performance of algorithm
cm=confusion_matrix(y_test, y_pred)
print("confusion matrix:\n",cm)
# Accuracy
accuracy = accuracy_score(y_test, y_pred)
print("accuracy:",accuracy)
# F1 Score
f1score=f1_score(y_test, y_pred)
print("f1_score:",f1score)
# Precision Score
pr=precision_score(y_test,y_pred)
print("Precision:",pr)
# Recall Score
rs=recall_score(y_test,y_pred)
print("Recall_score:",rs)
# Misclassified Samples
misclassified_samples = X_test[y_test != y_pred]
mc=misclassified_samples.shape[0]
print("Misclassified :",mc)
\ No newline at end of file
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