OD-IDS2022

Offensive Defensive-Intrusion Detection System

@kaggle.nd50095800_od_ids2022

Table List

1 table(102.07 MB)

Od Ids2022 Dataset

@kaggle.nd50095800_od_ids2022.od_ids2022_dataset

102.07 MB
1031916 rows
82 columns

src_ip Src IP	src_port Src Port	dst_ip Dst IP	dst_port Dst Port	protocol Protocol	flow_duration Flow Duration	tot_fwd_pkts Tot Fwd Pkts	tot_bwd_pkts Tot Bwd Pkts	totlen_fwd_pkts TotLen Fwd Pkts	totlen_bwd_pkts TotLen Bwd Pkts	fwd_pkt_len_max Fwd Pkt Len Max	fwd_pkt_len_mean Fwd Pkt Len Mean	fwd_pkt_len_std Fwd Pkt Len Std	bwd_pkt_len_max Bwd Pkt Len Max	bwd_pkt_len_mean Bwd Pkt Len Mean	bwd_pkt_len_std Bwd Pkt Len Std	flow_byts_s Flow Byts/s	flow_pkts_s Flow Pkts/s	flow_iat_mean Flow IAT Mean	flow_iat_std Flow IAT Std	flow_iat_max Flow IAT Max	flow_iat_min Flow IAT Min	fwd_iat_tot Fwd IAT Tot	fwd_iat_mean Fwd IAT Mean	fwd_iat_std Fwd IAT Std	fwd_iat_max Fwd IAT Max	fwd_iat_min Fwd IAT Min	bwd_iat_tot Bwd IAT Tot	bwd_iat_mean Bwd IAT Mean	bwd_iat_std Bwd IAT Std	bwd_iat_max Bwd IAT Max	bwd_iat_min Bwd IAT Min	bwd_psh_flags Bwd PSH Flags	fwd_header_len Fwd Header Len	bwd_header_len Bwd Header Len	fwd_pkts_s Fwd Pkts/s	bwd_pkts_s Bwd Pkts/s	pkt_len_max Pkt Len Max	pkt_len_mean Pkt Len Mean	pkt_len_std Pkt Len Std	pkt_len_var Pkt Len Var	syn_flag_cnt SYN Flag Cnt	psh_flag_cnt PSH Flag Cnt	ack_flag_cnt ACK Flag Cnt	down_up_ratio Down/Up Ratio	pkt_size_avg Pkt Size Avg	fwd_seg_size_avg Fwd Seg Size Avg	bwd_seg_size_avg Bwd Seg Size Avg	subflow_fwd_pkts Subflow Fwd Pkts	subflow_fwd_byts Subflow Fwd Byts	subflow_bwd_pkts Subflow Bwd Pkts	subflow_bwd_byts Subflow Bwd Byts	init_fwd_win_byts Init Fwd Win Byts	init_bwd_win_byts Init Bwd Win Byts	fwd_act_data_pkts Fwd Act Data Pkts	active_mean Active Mean	active_std Active Std	active_max Active Max	active_min Active Min	idle_mean Idle Mean	idle_std Idle Std	idle_max Idle Max	idle_min Idle Min	label Label
198.51.100.116	58598	172.217.163.129	443	6	114748	12	9	788	5944	513	65.66666667	151.0763403	1418	660.4444444	671.5739183	58667.6892	183.0097257	5737.4	10358.46762	32278		92366	8396.909091	17106.87094	55469	72	113723	14215.375	15398.00632	32670			396	304	104.5769861	78.43273957	1418	306	524.4767006	275075.8095	1				320.5714286	65.66666667	660.4444444	12	788	9	5944	-1	265	4									Apache_flink_directory_traversal
198.51.100.116	34538	54.246.133.196	443	6	1782409	9	8	910	4962	431	101.1111111	149.2015788	1448	620.25	664.5425387	3294.417836	9.537653816	111400.5625	128332.6067	366748		1356007	169500.875	131174.9265	366784	125	1782409	254629.8571	219962.7472	699756			300	272	5.049346138	4.488307678	1448	326.2222222	515.8386154	266089.4771	1				345.4117647	101.1111111	620.25	9	910	8	4962	-1	258	4									Apache_flink_directory_traversal
198.51.100.116	34538	54.246.133.196	443	6	7619	3	2	85	1448	85	28.33333333	49.07477288	1448	724	1023.890619	201207.5075	656.2541016	1904.75	3441.19944	7065	75	7345	3672.5	4797.71951	7065	280	199	199		199	199		96	76	393.752461	262.5016406	1448	255.5	585.1918489	342449.5			1		306.6	28.33333333	724	3	85	2	1448	-1	258	1									Apache_flink_directory_traversal
198.51.100.116	34540	54.246.133.196	443	6	2302827	258	302	846	563388	431	3.279069767	30.69302681	7240	1865.523179	856.767411	245017.9714	243.1793617	4119.547406	28296.20276	372914		2132969	8299.490272	40018.7176	372954	41	2302827	7650.58804	38641.13206	380970			9272	9680	112.0362059	131.1431558	7240	1005.764706	1121.797651	1258429.97	1			1	1007.560714	3.279069767	1865.523179	258	846	302	563388	-1	258	4									Apache_flink_directory_traversal
198.51.100.116	34540	54.246.133.196	443	6	5864	5	2	85	1448	85	17	38.01315562	1448	724	1023.890619	261425.648	1193.72442	977.3333333	1777.823688	4485	19	5843	1460.75	2085.172475	4485	72	1279	1279		1279	1279		172	76	852.6603001	341.0641201	1448	191.625	508.5227731	258595.4107			1		219	17	724	5	85	2	1448	-1	258	1									Apache_flink_directory_traversal
13.227.178.25	443	198.51.100.105	58183	6	14841847	3	1	63		39	21	19.67231557				4.244754713	0.269508236	4947282.333	8568771.156	14800000		200	100	141.4213562	200								60	32	0.202131177	0.067377059	39	12.6	18.04993075	325.8			1		15.75	21		3	63	1		-1	265	2					14800000		14800000	14800000	Apache_flink_directory_traversal
198.51.100.116	42708	125.19.177.58	8081	6	53601956	22	15	3702	3530	462	168.2727273	189.8493593	360	235.3333333	147.3003087	134.9204495	0.690273318	1488943.222	2642962.769	10300000	16	53300000	2540116.81	3086431.678	10300000	68342	53600000	3828711.143	3119884.325	10300000	54834	1	440	300	0.410432783	0.279840534	462	199.7894737	174.536631	30463.03556		1	1		205.1891892	168.2727273	235.3333333	22	3702	15	3530	-1	2685	10	7095617.667	9678477.187	18100000	64456	8928207.667	2232286.236	10300000	6350946	Apache_flink_directory_traversal
125.19.177.58	8081	198.51.100.116	42708	6	2620		4		66				66	16.5	33	25190.83969	1526.717557	873.3333333	1260.308031	2322	29						2620	873.3333333	1260.308031	2322	29	1		92		1526.717557	66	26.4	36.1496888	1306.8		1	1		33		16.5			4	66	-1	19618										Apache_flink_directory_traversal
125.19.177.58	8081	198.51.100.116	42706	6	50130789	8	8	66	431	66	8.25	23.33452378	431	53.875	152.3815113	9.914066982	0.319165134	3342052.6	4701427.647	10200000		48900000	6979920.714	4843480.934	10200000		50100000	7151937.571	4567887.922	10200000	26		160	160	0.159582567	0.159582567	431	29.23529412	104.7577738	10974.19118			1	1	31.0625	8.25	53.875	8	66	8	431	-1	7568	1	305874.4	539713.9317	1271344	64332	9706838.2	1047943.737	10200000	7832220	Apache_flink_directory_traversal
198.51.100.116	42706	125.19.177.58	8081	6	450	1	1										4444.444444	450		450	450												20	20	2222.222222	2222.222222							1	1				1		1		-1	7568										Apache_flink_directory_traversal


CREATE TABLE od_ids2022_dataset (
  "src_ip" VARCHAR,
  "src_port" BIGINT,
  "dst_ip" VARCHAR,
  "dst_port" BIGINT,
  "protocol" BIGINT,
  "flow_duration" BIGINT,
  "tot_fwd_pkts" BIGINT,
  "tot_bwd_pkts" BIGINT,
  "totlen_fwd_pkts" BIGINT,
  "totlen_bwd_pkts" BIGINT,
  "fwd_pkt_len_max" BIGINT,
  "fwd_pkt_len_min" BIGINT,
  "fwd_pkt_len_mean" DOUBLE,
  "fwd_pkt_len_std" DOUBLE,
  "bwd_pkt_len_max" BIGINT,
  "bwd_pkt_len_min" BIGINT,
  "bwd_pkt_len_mean" DOUBLE,
  "bwd_pkt_len_std" DOUBLE,
  "flow_byts_s" DOUBLE,
  "flow_pkts_s" DOUBLE,
  "flow_iat_mean" DOUBLE,
  "flow_iat_std" DOUBLE,
  "flow_iat_max" BIGINT,
  "flow_iat_min" BIGINT,
  "fwd_iat_tot" BIGINT,
  "fwd_iat_mean" DOUBLE,
  "fwd_iat_std" DOUBLE,
  "fwd_iat_max" BIGINT,
  "fwd_iat_min" BIGINT,
  "bwd_iat_tot" BIGINT,
  "bwd_iat_mean" DOUBLE,
  "bwd_iat_std" DOUBLE,
  "bwd_iat_max" BIGINT,
  "bwd_iat_min" BIGINT,
  "fwd_psh_flags" BIGINT,
  "bwd_psh_flags" BIGINT,
  "fwd_urg_flags" BIGINT,
  "bwd_urg_flags" BIGINT,
  "fwd_header_len" BIGINT,
  "bwd_header_len" BIGINT,
  "fwd_pkts_s" DOUBLE,
  "bwd_pkts_s" DOUBLE,
  "pkt_len_min" BIGINT,
  "pkt_len_max" BIGINT,
  "pkt_len_mean" DOUBLE,
  "pkt_len_std" DOUBLE,
  "pkt_len_var" DOUBLE,
  "fin_flag_cnt" BIGINT,
  "syn_flag_cnt" BIGINT,
  "rst_flag_cnt" BIGINT,
  "psh_flag_cnt" BIGINT,
  "ack_flag_cnt" BIGINT,
  "urg_flag_cnt" BIGINT,
  "cwe_flag_count" BIGINT,
  "ece_flag_cnt" BIGINT,
  "down_up_ratio" BIGINT,
  "pkt_size_avg" DOUBLE,
  "fwd_seg_size_avg" DOUBLE,
  "bwd_seg_size_avg" DOUBLE,
  "fwd_byts_b_avg" BIGINT,
  "fwd_pkts_b_avg" BIGINT,
  "fwd_blk_rate_avg" BIGINT,
  "bwd_byts_b_avg" BIGINT,
  "bwd_pkts_b_avg" BIGINT,
  "bwd_blk_rate_avg" BIGINT,
  "subflow_fwd_pkts" BIGINT,
  "subflow_fwd_byts" BIGINT,
  "subflow_bwd_pkts" BIGINT,
  "subflow_bwd_byts" BIGINT,
  "init_fwd_win_byts" BIGINT,
  "init_bwd_win_byts" BIGINT,
  "fwd_act_data_pkts" BIGINT,
  "fwd_seg_size_min" BIGINT,
  "active_mean" DOUBLE,
  "active_std" DOUBLE,
  "active_max" BIGINT,
  "active_min" BIGINT,
  "idle_mean" DOUBLE,
  "idle_std" DOUBLE,
  "idle_max" BIGINT,
  "idle_min" BIGINT,
  "label" VARCHAR
);