Datasets:

19kmunz
/

iot-23-preprocessed-allcolumns

Tasks:

Tabular Classification

Table Question Answering

Languages: English

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train · 6.05M rows

ts float64 1.53B 1.57B	uid stringlengths 13 18	id.orig_h stringlengths 2 25	id.orig_p int64 0 65.5k	id.resp_h stringlengths 7 25	id.resp_p int64 0 65.5k	proto stringclasses 3 values	service stringclasses 6 values	duration float64 0 78.8k ⌀	conn_state stringclasses 13 values	local_orig float64	local_resp float64	history stringclasses 139 values	orig_pkts int64 0 66M	orig_ip_bytes int64 0 1.91B	label stringclasses 13 values
1,536,227,023.384673	CeqqKl3hyLQmO8LK98	192.168.100.111	17,576	78.1.220.212	8,081	tcp	null	0.000003	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384678	C2oHQWo1EFGH8D9x7	192.168.100.111	17,576	152.84.7.111	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384682	CJLVjs4BByG04mczXc	192.168.100.111	17,576	173.36.41.67	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384694	C0z4uS9AWHDH2s4S7	192.168.100.111	17,576	87.13.21.104	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384698	CxbNVk3liFNUIlqSPi	192.168.100.111	17,576	99.110.163.140	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384702	CTQSiF4gOLgSBkBIOa	192.168.100.111	17,832	156.95.242.221	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.384706	CQ8zYVycw0wM7rxi4	192.168.100.111	17,832	41.215.203.103	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.384915	CNhLjp1UfrQnLqKSL2	192.168.100.111	17,832	156.37.218.89	37,215	tcp	null	0.000006	S0	null	null	S	2	80	Okiru
1,536,227,023.384922	CgBquE1wUxKTjDJALg	192.168.100.111	17,576	136.70.248.180	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384926	CHZs4s4CwfKXCq9bC7	192.168.100.111	17,576	74.43.103.224	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384931	CIYbBE4eJLrdJJodOl	192.168.100.111	17,832	156.213.215.122	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.384935	CzPGLTCnPU7fRAFNk	192.168.100.111	17,576	183.42.197.222	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.384939	Cogl7L12Tg7gtprpUi	192.168.100.111	17,832	156.16.1.112	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.384943	CduI4w1As3VRVHv2s4	192.168.100.111	17,576	169.159.137.212	8,081	tcp	null	0.000222	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.38517	CdUu901VJx3jNTbaFf	192.168.100.111	17,576	130.170.10.47	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385174	CfnudYRBFYLesEkz7	192.168.100.111	17,832	41.75.96.119	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385178	CooeUzP7fEORK6vyi	192.168.100.111	17,832	41.45.27.158	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385182	CJNR4X336IHWHy9MOf	192.168.100.111	17,832	41.213.175.137	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385187	CbUWUh4MtdZeNix2O4	192.168.100.111	17,576	37.215.90.143	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385191	C5pbrpuQX0Yz23p6a	192.168.100.111	17,832	41.187.12.55	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385195	CWuFKQDkXIcSlPG5c	192.168.100.111	17,576	93.59.98.105	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385199	CxWIDh2m3cYz2dDzej	192.168.100.111	17,576	169.118.219.85	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385203	CzwawO27RIt3GCj0E9	192.168.100.111	17,832	41.119.185.7	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385207	CVR37P3PPj9yk6IYuk	192.168.100.111	17,576	133.85.170.65	8,081	tcp	null	0.000208	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.38542	CumEoi44m6NPAL7Yw	192.168.100.111	17,832	156.205.41.251	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385424	CkcOTA2SZbbPNgeLZb	192.168.100.111	17,832	41.117.206.159	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385428	Cu3JRm2am627h768ve	192.168.100.111	17,576	27.207.38.42	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385432	CIN6yl29mTwFohY7M9	192.168.100.111	17,832	197.24.253.209	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385436	CEajBW1s5eaL9MYCde	192.168.100.111	17,832	41.214.119.88	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.38544	CEILQpKFctJ85npv3	192.168.100.111	17,576	34.250.97.204	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385444	Ca6fUi3IAwxG1led4a	192.168.100.111	17,832	156.42.190.247	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385448	CQqCM94Ro0IN437ks7	192.168.100.111	17,832	41.207.242.18	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385664	C4cFLSz7iayl82EQ7	192.168.100.111	17,576	27.131.243.59	8,081	tcp	null	0.000006	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385672	C3diAP3ZXpw4vSrMYi	192.168.100.111	17,832	197.159.197.59	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385676	Cuo0gX1MxB9tnGgfl1	192.168.100.111	17,576	185.198.216.246	8,081	tcp	null	0.000001	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385679	CL1Z4F4uMbvCAHAkr8	192.168.100.111	17,576	78.186.117.159	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385683	Cz3e9X18GDzKoegaD7	192.168.100.111	17,832	156.228.48.187	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385687	COR8XoM0bZM1c5EN1	192.168.100.111	17,576	184.242.143.93	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385691	CpHVIV3w1ZimRYe9f4	192.168.100.111	17,832	41.163.25.107	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385695	CTIjcV1LLlNbfgmkXf	192.168.100.111	17,576	134.123.95.61	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385915	CjoQU24g2JqI5xyidg	192.168.100.111	18,344	156.128.75.213	52,869	tcp	null	0.000005	S0	null	null	S	2	80	DDoS
1,536,227,023.385922	CdVl9k2rHad5BOdtu9	192.168.100.111	17,832	156.23.17.37	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385926	CMWOQO3ZwvMmwvazMl	192.168.100.111	17,832	197.14.89.152	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.38593	CczzNr10JnugbOyo26	192.168.100.111	17,576	75.68.114.242	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.385934	CtXmfl3rgdnrF7AzL2	192.168.100.111	18,344	197.134.18.188	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.385938	CZZAJ5adYZQ6jF4A7	192.168.100.111	17,832	197.249.79.65	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385942	CmyXhr2gqB9qlArcJ	192.168.100.111	17,832	41.42.31.235	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385946	Ci30nVsl2CmfuYsq3	192.168.100.111	17,576	87.61.29.107	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.38595	CfucX32pUGsmWzxLxh	192.168.100.111	18,344	156.140.199.111	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.385953	CG8qyK17mDMnfM0Cee	192.168.100.111	17,832	41.8.61.34	37,215	tcp	null	0.000003	S0	null	null	S	2	80	Okiru
1,536,227,023.385957	Cw8phF1JXkJJlOOd42	192.168.100.111	18,344	41.226.239.69	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.385961	CqsnmW3i85qzmoJeud	192.168.100.111	17,832	156.123.14.183	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.385965	Cp5NkD393OUGi742hl	192.168.100.111	18,344	156.21.94.121	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386165	ChIyb638a6mDkMR1ef	192.168.100.111	17,832	41.196.140.170	37,215	tcp	null	0.000005	S0	null	null	S	2	80	Okiru
1,536,227,023.386172	CYnZCJ3YeaZTHQ0fPf	192.168.100.111	17,832	197.91.21.223	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386176	CC0D0e34rMftizMNd7	192.168.100.111	17,576	145.171.82.136	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.38618	CzxFHx1vTwvJL4jsF9	192.168.100.111	18,344	156.101.82.95	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386184	C3156V1p9adRddfOHb	192.168.100.111	17,832	156.162.121.170	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386188	CWUODW3VIfN7QB1E39	192.168.100.111	17,576	92.229.20.96	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386191	CDBEuG2vDcRwRDHMX4	192.168.100.111	17,832	197.52.187.228	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386195	C1vYfS12TCUh9EJsma	192.168.100.111	17,576	103.201.76.130	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386199	CJCw6x4TMgifOnqYR8	192.168.100.111	17,832	41.110.158.135	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386203	CWXCmW3lKYTV0T6KV	192.168.100.111	17,576	189.75.100.171	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386207	C4RqGV2cnOIdJrPJH7	192.168.100.111	17,832	197.22.0.245	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386211	C0GWCj4a6OJzd9LKe1	192.168.100.111	18,344	156.46.226.141	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386215	CSIydh4DnAE3iCQMLb	192.168.100.111	17,576	2.80.1.47	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386219	CdfWB84RjhUucvCFXi	192.168.100.111	17,576	80.105.64.33	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386223	Caa7bt3mifqYF64EFj	192.168.100.111	18,344	41.192.63.180	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386227	COEjtl3Rlve1yabPya	192.168.100.111	18,344	41.157.210.242	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386231	CgXeTR1ZEXU3mYNhn	192.168.100.111	17,832	197.236.146.242	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386235	Ci2cdL2cuWslZgQCU4	192.168.100.111	17,576	221.81.39.218	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386239	CKkFCU11qrx09zqTl7	192.168.100.111	18,344	41.113.146.120	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386418	CRmgzv4XDenFzbFEa	192.168.100.111	17,576	175.19.226.215	8,081	tcp	null	0.000005	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386425	ClW43BeBv3gUGuhue	192.168.100.111	17,832	197.240.24.108	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386429	Cj4ZWrI5V7OEWaVti	192.168.100.111	18,344	41.21.142.185	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386433	C5lY5F2Ik27p8VoVs3	192.168.100.111	17,832	156.31.231.204	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386437	CJU2g41WtNUjAGFMXa	192.168.100.111	18,344	41.163.235.165	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386441	CSdPOV1NJbyGyfHGK6	192.168.100.111	18,344	156.56.105.53	52,869	tcp	null	0.000001	S0	null	null	S	2	80	DDoS
1,536,227,023.386444	CGmGh3141cMDbGJetj	192.168.100.111	17,576	48.16.176.212	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386448	C6Gv8BKLO7KzJiiFk	192.168.100.111	17,832	41.175.83.27	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386452	CzezNzfQVMgP2kw7j	192.168.100.111	18,344	41.63.131.160	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386456	CdijZj1SDwEjnijnB8	192.168.100.111	17,832	41.206.157.94	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.38646	Ctfxui1KYgbLlTTEg8	192.168.100.111	17,576	142.57.21.177	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386464	CZUCzE2wi8ekTK9XSj	192.168.100.111	17,832	41.236.229.142	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386467	CnYdwE2hn3iHoBte01	192.168.100.111	17,576	61.22.67.25	8,081	tcp	null	0.000003	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386472	CpUTuL3Oj0ZsGaAVl9	192.168.100.111	17,832	41.80.42.241	37,215	tcp	null	0.000192	S0	null	null	S	2	80	Okiru
1,536,227,023.38667	CkokFs2AmhWvW66xx8	192.168.100.111	17,576	75.239.44.30	8,081	tcp	null	0.000001	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386673	C6P1gE1SAl7Ggy2NYk	192.168.100.111	18,344	197.109.182.88	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386677	ChcaXU3N0JyBHgPrua	192.168.100.111	17,576	210.77.112.103	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386681	C0bHmW1UVUaiFUaOel	192.168.100.111	18,344	41.42.104.166	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386685	C9aYN5YhwvZM3mT93	192.168.100.111	18,344	156.198.110.189	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386689	C3CoQoY9tnnVOmnyl	192.168.100.111	17,832	41.17.172.16	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.386692	CYoKt8WPVehX46lI9	192.168.100.111	18,344	41.252.96.126	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386696	C4h6Fb4BKTlzj0cPqc	192.168.100.111	17,576	39.65.37.115	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.3867	CFX0Dc3FlEC0X0jZP2	192.168.100.111	17,576	62.37.79.234	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386704	CBNgHzRiME2cR1LGc	192.168.100.111	18,344	197.37.157.155	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386708	CT0OyT3zwpefmkCbCf	192.168.100.111	17,576	96.12.99.236	8,081	tcp	null	0.000002	S0	null	null	S	2	80	PartOfAHorizontalPortScan
1,536,227,023.386712	CYKWYf3nm3Gn2XVUA	192.168.100.111	18,344	156.190.156.204	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS
1,536,227,023.386716	CSz89b3lykNGEtvUIk	192.168.100.111	17,832	197.50.247.92	37,215	tcp	null	0.000002	S0	null	null	S	2	80	Okiru
1,536,227,023.38672	Ccsf3kDjUVpNwnFbl	192.168.100.111	18,344	41.25.192.53	52,869	tcp	null	0.000002	S0	null	null	S	2	80	DDoS

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Aposemat IoT-23 - a Labeled Dataset with Malcious and Benign Iot Network Traffic

Homepage: https://www.stratosphereips.org/datasets-iot23

This dataset contains a subset of the data from 20 captures of Malcious network traffic and 3 captures from live Benign Traffic on Internet of Things (IoT) devices. Created by Sebastian Garcia, Agustin Parmisano, & Maria Jose Erquiaga at the Avast AIC laboratory with the funding of Avast Software, this dataset is one of the best in the field for Intrusion Detection Systems (IDS) for IoT Devices (Comparative Analysis of IoT Botnet Datasets).

The selection of the subset was determined by Aqeel Ahmed on Kaggle and contains 6 million samples. The Kaggle upload, nor this one, have employed data balancing. The Kaggle card does not contain methodology to understand what criteria was used to select these samples. If you want ensure best practice, use this dataset to mock-up processing the data into a model before using the full dataset with data balancing. This will require processing the 8GB of conn.log.labelled files.

Feature information:

All features originate from the Zeek processing performed by the dataset creators. See notes here for caviats for each column.

Expand for feature names, descriptions, and datatypes

Name: ts
Desription: This is the time of the first packet.
Data Type: float64 - Timestamp

Name: uid
Description: A Zeek-defined unique identifier of the connection.
Data type: string

Name: id.orig_h
Description: The originator’s IP address.
Data type: string - for the form 255.255.255.255 for IPv4 or [aaaa:bbbb:cccc:dddd:eeee:ffff:1111:2222] for IPv6

Name: id.orig_p
Description: The originator’s port number.
Data type: int64 - uint64 in original

Name: id.resp_h
Description: The responder’s IP address.
Data type: string - for the form 255.255.255.255 for IPv4 or [aaaa:bbbb:cccc:dddd:eeee:ffff:1111:2222] for IPv6

Name: id.resp_p
Description: The responder’s port number.
Data type: int64 - uint64 in original

Name: proto
Description: The transport layer protocol of the connection.
Data type: string - enum(unknown_transport, tcp, udp, icmp). Only TCP and UDP in subset

Name: service
Description: An identification of an application protocol being sent over the connection.
Data type: optional string

Name: duration
Description: How long the connection lasted.
Data type: optional float64 - time interval

Name: orig_bytes
Description: The number of payload bytes the originator sent.
Data type: optional int64 - uint64 in original

Name: resp_bytes
Description:The number of payload bytes the responder sent.
Data type: optional int64 - uint64 in original

Name: conn_state
Description: Value indicating connection state. (S0, S1, SF, REJ, S2, S3, RSTO, RSTR, RSTOS0, RSTRH, SH, SHR, OTH)
Data type: optional string

Name: local_orig
Description: If the connection is originated locally, this value will be T. If it was originated remotely it will be F. Data type: optional float64 - bool in original but null for all columns

Name: local_resp Description: If the connection is responded to locally, this value will be T. If it was responded to remotely it will be F. Data type: optional float64 - bool in original but null for all columns

Name: missed_bytes
Description: Indicates the number of bytes missed in content gaps, which is representative of packet loss.
Data type: optional int64 - uint64 in original. default = 0

Name: history
Description: Records the state history of connections as a string of letters.
Data type: optional string

Name: orig_pkts
Description: Number of packets that the originator sent.
Data type: optional int64 - uint64 in original

Name: orig_ip_bytes
Description: Number of IP level bytes that the originator sent.
Data type: optional int64 - uint64 in original

Name: resp_pkts
Description: Number of packets that the responder sent.
Data type: optional int64 - uint64 in original

Name: resp_ip_bytes
Description: Number of IP level bytes that the responder sent.
Data type: optional int64 - uint64 in original

Name: label
Description: Specifies if data point is benign or some form of malicious. See the dataset creators paper for descriptions of attack types
Data type: string - enum('PartOfAHorizontalPortScan', 'Okiru', 'DDoS', 'C&C-HeartBeat', 'Benign', 'C&C-Torii', 'C&C', 'C&C-FileDownload', 'Okiru-Attack', 'Attack', 'FileDownload', 'C&C-HeartBeat-FileDownload', 'C&C-Mirai')

NOTE: ts, uid, id.orig_h, id.resp_h SHOULD BE removed as they are dataset specific. Models should not be trained with specific timestamps or IP addresses (id.orig_h), as that can lead to over fitting to dataset specific times and addresses.
Further local_orig, local_resp SHOULD BE removed as they are null in all rows, so they are useless for training.

Citation

If you are using this dataset for your research, please reference it as “Sebastian Garcia, Agustin Parmisano, & Maria Jose Erquiaga. (2020). IoT-23: A labeled dataset with malicious and benign IoT network traffic (Version 1.0.0) [Data set]. Zenodo. http://doi.org/10.5281/zenodo.4743746” More Information needed

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Size of downloaded dataset files:

274 MB

Size of the auto-converted Parquet files:

274 MB

Number of rows:

6,046,623