Datasets:

Charles59
/

lens-network-traffic-generation

text stringlengths 50 1.47k	src_ip stringclasses 7 values	dst_ip stringlengths 8 15	src_port int64 443 61k	dst_port int64 80 60.8k	pkt_len int64 36 1.4k
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	57,615	80	1,085
10.11.2.6 → 123.103.58.205 TCP 52 36167 → 80 [ACK] Seq=866 Ack=4343 Win=90816 Len=0 TSval=13051962 TSecr=2273802693	10.11.2.6	123.103.58.205	36,167	80	52
10.11.2.6 → 123.103.93.225 TCP 52 37095 → 80 [ACK] Seq=207 Ack=237 Win=82688 Len=0 TSval=13059235 TSecr=2273821226	10.11.2.6	123.103.93.225	37,095	80	52
123.103.58.17 → 10.11.2.6 TCP 52 80 → 38584 [ACK] Seq=1 Ack=403 Win=30080 Len=0 TSval=2273733368 TSecr=13024743	10.11.2.6	123.103.58.17	38,584	80	52
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	58,642	80	1,085
123.103.58.17 → 10.11.2.6 TCP 52 80 → 44657 [ACK] Seq=171 Ack=866 Win=30720 Len=0 TSval=2273799557 TSecr=13050722	10.11.2.6	123.103.58.17	44,657	80	52
10.11.2.6 → 123.103.58.124 UDP 642 53005 → 5985 Len=614 536f 636b 6574 3a20 3130 312c	10.11.2.6	123.103.58.124	53,005	5,985	642
140.205.202.141 → 10.11.2.6 HTTP 1247 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	140.205.202.141	49,124	443	1,247
10.11.2.6 → 111.202.29.22 TCP 52 58711 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13055622 TSecr=2273812018	10.11.2.6	111.202.29.22	58,711	80	52
23.4.116.162 → 10.11.2.6 TCP 1400 80 → 52747 [ACK] Seq=19382 Ack=210 Win=30080 Len=1348 TSval=2273741153 TSecr=13027799 [TCP segment of a reassembled PDU] a912 1aec 59ca 72a9 cee7 1dd0	10.11.2.6	23.4.116.162	52,747	80	1,400
10.11.2.6 → 111.202.29.22 TCP 52 58718 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13055787 TSecr=2273812438	10.11.2.6	111.202.29.22	58,718	80	52
111.202.29.22 → 10.11.2.6 TCP 170 HTTP/1.1 400 Bad Request [TCP segment of a reassembled PDU] 4854 5450 2f31 2e31 2034 3030	10.11.2.6	111.202.29.22	57,945	80	170
111.202.29.22 → 10.11.2.6 TCP 52 80 → 58577 [ACK] Seq=1 Ack=159 Win=30080 Len=0 TSval=2273803288 TSecr=13052186	10.11.2.6	111.202.29.22	58,577	80	52
23.244.76.218 → 10.11.2.6 TCP 60 80 → 39098 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273743215 TSecr=13028608 WS=128	10.11.2.6	23.244.76.218	39,098	80	60
10.11.2.6 → 111.202.29.22 TCP 52 58120 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13042035 TSecr=2273777403	10.11.2.6	111.202.29.22	58,120	80	52
111.202.29.22 → 10.11.2.6 TCP 170 HTTP/1.1 400 Bad Request [TCP segment of a reassembled PDU] 4854 5450 2f31 2e31 2034 3030	10.11.2.6	111.202.29.22	58,241	80	170
111.202.29.22 → 10.11.2.6 TCP 60 80 → 58465 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273798358 TSecr=13050251 WS=128	10.11.2.6	111.202.29.22	58,465	80	60
10.11.2.6 → 123.103.93.241 TCP 52 40484 → 80 [ACK] Seq=214 Ack=5688 Win=93504 Len=0 TSval=13035823 TSecr=2273761572	10.11.2.6	123.103.93.241	40,484	80	52
10.11.2.6 → 123.103.58.17 TCP 60 53163 → 80 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13030619 TSecr=0 WS=64	10.11.2.6	123.103.58.17	53,163	80	60
10.11.2.6 → 111.202.29.22 TCP 52 58846 → 80 [RST, ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13059456 TSecr=2273821759	10.11.2.6	111.202.29.22	58,846	80	52
123.103.93.75 → 10.11.2.6 TCP 52 80 → 37351 [ACK] Seq=1 Ack=459 Win=30080 Len=0 TSval=2273766870 TSecr=13037893	10.11.2.6	123.103.93.75	37,351	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57808 → 80 [ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13033835 TSecr=2273756508	10.11.2.6	111.202.29.22	57,808	80	52
10.11.2.6 → 111.202.29.22 TCP 60 57932 → 80 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13037018 TSecr=0 WS=64	10.11.2.6	111.202.29.22	57,932	80	60
10.11.2.6 → 111.202.29.22 TCP 52 58367 → 80 [RST, ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13047988 TSecr=2273792542	10.11.2.6	111.202.29.22	58,367	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57681 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13030604 TSecr=2273748278	10.11.2.6	111.202.29.22	57,681	80	52
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	58,797	80	1,085
10.11.2.6 → 111.202.29.22 HTTP 210 GET http://111.202.29.22:80/inquiry_IP HTTP/1.1 4745 5420 6874 7470 3a2f 2f31	10.11.2.6	111.202.29.22	57,902	80	210
10.11.2.6 → 111.202.29.22 TCP 52 58563 → 80 [ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13052021 TSecr=2273802845	10.11.2.6	111.202.29.22	58,563	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57757 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13032629 TSecr=2273753436	10.11.2.6	111.202.29.22	57,757	80	52
47.95.45.40 → 10.11.2.6 TCP 52 80 → 38948 [FIN, ACK] Seq=1 Ack=2 Win=29056 Len=0 TSval=2273805150 TSecr=13052917	10.11.2.6	47.95.45.40	38,948	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57533 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13027020 TSecr=2273739146	10.11.2.6	111.202.29.22	57,533	80	52
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	58,164	80	1,085
23.4.116.162 → 10.11.2.6 TCP 1400 80 → 45976 [ACK] Seq=16522 Ack=262 Win=30080 Len=1348 TSval=2273736331 TSecr=13025907 [TCP segment of a reassembled PDU] 9015 acac 673c 7a1f b369 50d9	10.11.2.6	23.4.116.162	45,976	80	1,400
10.11.2.6 → 111.202.29.22 TCP 52 58117 → 80 [ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13041937 TSecr=2273777152	10.11.2.6	111.202.29.22	58,117	80	52
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	57,679	80	1,085
111.202.29.22 → 10.11.2.6 TCP 60 80 → 57525 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273738546 TSecr=13026776 WS=128	10.11.2.6	111.202.29.22	57,525	80	60
10.11.2.6 → 111.202.29.22 HTTP 210 GET http://111.202.29.22:80/inquiry_IP HTTP/1.1 4745 5420 6874 7470 3a2f 2f31	10.11.2.6	111.202.29.22	58,138	80	210
10.11.2.6 → 111.202.29.22 TCP 52 58125 → 80 [ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13042153 TSecr=2273777703	10.11.2.6	111.202.29.22	58,125	80	52
111.202.29.22 → 10.11.2.6 TCP 60 80 → 57509 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273737477 TSecr=13026357 WS=128	10.11.2.6	111.202.29.22	57,509	80	60
23.4.116.162 → 10.11.2.6 TCP 1400 80 → 50117 [ACK] Seq=3243 Ack=433 Win=30080 Len=1348 TSval=2273799060 TSecr=13050517 [TCP segment of a reassembled PDU] 56eb a07d 74b4 bdb7 7bb0 db3a	10.11.2.6	23.4.116.162	50,117	80	1,400
10.11.2.6 → 111.202.29.22 TCP 52 57800 → 80 [RST, ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13033608 TSecr=2273755905	10.11.2.6	111.202.29.22	57,800	80	52
123.103.58.215 → 10.11.2.6 TCP 52 80 → 56000 [ACK] Seq=1 Ack=400 Win=30080 Len=0 TSval=2273733815 TSecr=13024919	10.11.2.6	123.103.58.215	56,000	80	52
123.103.58.17 → 10.11.2.6 TCP 60 80 → 37792 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273755986 TSecr=13033620 WS=128	10.11.2.6	123.103.58.17	37,792	80	60
10.11.2.6 → 111.202.29.22 HTTP 210 GET http://111.202.29.22:80/inquiry_IP HTTP/1.1 4745 5420 6874 7470 3a2f 2f31	10.11.2.6	111.202.29.22	58,262	80	210
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	58,678	80	1,085
205.204.101.108 → 10.11.2.6 TCP 40 80 → 58876 [RST] Seq=119 Win=0 Len=0	10.11.2.6	205.204.101.108	58,876	80	40
10.11.2.6 → 203.205.179.170 TCP 52 [TCP Retransmission] 41906 → 80 [FIN, PSH, ACK] Seq=1 Ack=1 Win=2244 Len=0 TSval=13033928 TSecr=2273708932	10.11.2.6	203.205.179.170	41,906	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57699 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13031253 TSecr=2273749932	10.11.2.6	111.202.29.22	57,699	80	52
10.11.2.6 → 111.202.29.22 TCP 60 57853 → 80 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13035155 TSecr=0 WS=64	10.11.2.6	111.202.29.22	57,853	80	60
10.11.2.6 → 111.202.29.22 HTTP 210 GET http://111.202.29.22:80/inquiry_IP HTTP/1.1 4745 5420 6874 7470 3a2f 2f31	10.11.2.6	111.202.29.22	58,051	80	210
123.103.58.117 → 10.11.2.6 HTTP 226 HTTP/1.1 204 No Content 4854 5450 2f31 2e31 2032 3034	10.11.2.6	123.103.58.117	60,266	80	226
10.11.2.6 → 111.202.29.22 TCP 52 57854 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13035204 TSecr=2273759998	10.11.2.6	111.202.29.22	57,854	80	52
10.11.2.6 → 111.202.29.22 HTTP 210 GET http://111.202.29.22:80/inquiry_IP HTTP/1.1 4745 5420 6874 7470 3a2f 2f31	10.11.2.6	111.202.29.22	58,146	80	210
111.202.29.22 → 10.11.2.6 TCP 60 80 → 58197 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273782389 TSecr=13043984 WS=128	10.11.2.6	111.202.29.22	58,197	80	60
111.202.29.22 → 10.11.2.6 TCP 170 HTTP/1.1 400 Bad Request [TCP segment of a reassembled PDU] 4854 5450 2f31 2e31 2034 3030	10.11.2.6	111.202.29.22	58,652	80	170
111.202.29.22 → 10.11.2.6 TCP 170 HTTP/1.1 400 Bad Request [TCP segment of a reassembled PDU] 4854 5450 2f31 2e31 2034 3030	10.11.2.6	111.202.29.22	58,058	80	170
10.11.2.6 → 111.202.29.22 TCP 52 57890 → 80 [RST, ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13036085 TSecr=2273762215	10.11.2.6	111.202.29.22	57,890	80	52
10.11.2.6 → 111.202.29.22 HTTP 210 GET http://111.202.29.22:80/inquiry_IP HTTP/1.1 4745 5420 6874 7470 3a2f 2f31	10.11.2.6	111.202.29.22	57,647	80	210
111.202.29.22 → 10.11.2.6 TCP 170 HTTP/1.1 400 Bad Request [TCP segment of a reassembled PDU] 4854 5450 2f31 2e31 2034 3030	10.11.2.6	111.202.29.22	58,252	80	170
140.205.202.142 → 10.11.2.6 TCP 60 80 → 43481 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273814228 TSecr=13056480 WS=128	10.11.2.6	140.205.202.142	43,481	80	60
10.11.2.6 → 111.202.29.22 TCP 52 57896 → 80 [RST, ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13036239 TSecr=2273762607	10.11.2.6	111.202.29.22	57,896	80	52
47.95.45.40 → 10.11.2.6 HTTP/JSON 375 HTTP/1.1 200 OK , JavaScript Object Notation (application/json) 6639 6165 6339 6532 615c 2f69	10.11.2.6	47.95.45.40	39,094	80	375
10.11.2.6 → 111.202.29.22 TCP 52 58372 → 80 [RST, ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13048147 TSecr=2273792947	10.11.2.6	111.202.29.22	58,372	80	52
10.11.2.6 → 173.194.206.188 TLSv1 569 Client Hello 1603 0102 0001 0001 fc03 03e3	10.11.2.6	173.194.206.188	34,099	5,228	569
10.11.2.6 → 111.202.29.22 TCP 52 57733 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13031934 TSecr=2273751659	10.11.2.6	111.202.29.22	57,733	80	52
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	58,134	80	1,085
10.11.2.6 → 111.202.29.22 TCP 52 58165 → 80 [ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13043205 TSecr=2273780383	10.11.2.6	111.202.29.22	58,165	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57515 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13026553 TSecr=2273737953	10.11.2.6	111.202.29.22	57,515	80	52
111.202.29.22 → 10.11.2.6 TCP 52 80 → 58362 [ACK] Seq=1 Ack=159 Win=30080 Len=0 TSval=2273792161 TSecr=13047820	10.11.2.6	111.202.29.22	58,362	80	52
111.202.29.22 → 10.11.2.6 TCP 60 80 → 57827 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273757934 TSecr=13034386 WS=128	10.11.2.6	111.202.29.22	57,827	80	60
111.202.29.22 → 10.11.2.6 TCP 52 80 → 58598 [ACK] Seq=1 Ack=159 Win=30080 Len=0 TSval=2273804797 TSecr=13052779	10.11.2.6	111.202.29.22	58,598	80	52
123.103.58.205 → 10.11.2.6 TCP 52 80 → 47688 [ACK] Seq=1 Ack=5067 Win=41472 Len=0 TSval=2273737852 TSecr=13026503	10.11.2.6	123.103.58.205	47,688	80	52
10.11.2.6 → 23.4.116.162 TCP 52 58091 → 80 [ACK] Seq=574 Ack=11482 Win=112384 Len=0 TSval=13025713 TSecr=2273735814	10.11.2.6	23.4.116.162	58,091	80	52
10.11.2.6 → 111.202.29.22 TCP 60 58659 → 80 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13054518 TSecr=0 WS=64	10.11.2.6	111.202.29.22	58,659	80	60
10.11.2.6 → 111.202.29.22 TCP 52 58049 → 80 [ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13039931 TSecr=2273772040	10.11.2.6	111.202.29.22	58,049	80	52
10.11.2.6 → 203.205.151.166 TCP 52 [TCP Retransmission] 34154 → 80 [FIN, PSH, ACK] Seq=1 Ack=1 Win=1419 Len=0 TSval=13033220 TSecr=2273705062	10.11.2.6	203.205.151.166	34,154	80	52
10.11.2.6 → 203.205.151.166 TCP 52 [TCP Retransmission] 41506 → 80 [FIN, PSH, ACK] Seq=1 Ack=1 Win=1477 Len=0 TSval=13039184 TSecr=2273709092	10.11.2.6	203.205.151.166	41,506	80	52
10.11.2.6 → 111.202.29.22 TCP 52 58260 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13045331 TSecr=2273785798	10.11.2.6	111.202.29.22	58,260	80	52
10.11.2.6 → 205.204.101.108 TCP 60 37603 → 443 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13050242 TSecr=0 WS=64	10.11.2.6	205.204.101.108	37,603	443	60
10.11.2.6 → 111.202.29.22 TCP 52 57949 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13037413 TSecr=2273765624	10.11.2.6	111.202.29.22	57,949	80	52
10.11.2.6 → 111.202.29.22 TCP 52 58762 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13057152 TSecr=2273815916	10.11.2.6	111.202.29.22	58,762	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57948 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13037374 TSecr=2273765524	10.11.2.6	111.202.29.22	57,948	80	52
10.11.2.6 → 111.202.29.22 TCP 60 58168 → 80 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13043275 TSecr=0 WS=64	10.11.2.6	111.202.29.22	58,168	80	60
10.11.2.6 → 111.202.29.22 TCP 52 57872 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13035644 TSecr=2273761120	10.11.2.6	111.202.29.22	57,872	80	52
10.11.2.6 → 123.103.58.203 TCP 52 46282 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13055727 TSecr=2273812287	10.11.2.6	123.103.58.203	46,282	80	52
10.11.2.6 → 106.39.57.215 TCP 52 52508 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13024818 TSecr=2273733534	10.11.2.6	106.39.57.215	52,508	80	52
10.11.2.6 → 111.202.29.22 TCP 60 57551 → 80 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13027539 TSecr=0 WS=64	10.11.2.6	111.202.29.22	57,551	80	60
203.130.53.126 → 10.11.2.6 TCP 52 80 → 55401 [ACK] Seq=1 Ack=211 Win=30080 Len=0 TSval=2273741547 TSecr=13027953	10.11.2.6	203.130.53.126	55,401	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57728 → 80 [RST, ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13031824 TSecr=2273751359	10.11.2.6	111.202.29.22	57,728	80	52
23.4.116.162 → 10.11.2.6 TCP 52 80 → 50113 [ACK] Seq=10799 Ack=1324 Win=32256 Len=0 TSval=2273799945 TSecr=13050871	10.11.2.6	23.4.116.162	50,113	80	52
123.103.58.205 → 10.11.2.6 TLSv1.2 828 Certificate, Server Key Exchange, Server Hello Done 2653 d0e2 bb30 79b9 e5fb 9a90	10.11.2.6	123.103.58.205	44,924	443	828
10.11.2.6 → 111.202.29.22 TCP 52 58574 → 80 [ACK] Seq=159 Ack=1153 Win=83712 Len=0 TSval=13052137 TSecr=2273803141	10.11.2.6	111.202.29.22	58,574	80	52
10.11.2.6 → 111.202.29.22 TCP 52 58614 → 80 [ACK] Seq=159 Ack=119 Win=81600 Len=0 TSval=13053298 TSecr=2273806097	10.11.2.6	111.202.29.22	58,614	80	52
111.202.29.22 → 10.11.2.6 TCP 60 80 → 58209 [SYN, ACK] Seq=0 Ack=1 Win=28960 Len=0 MSS=1460 SACK_PERM TSval=2273782840 TSecr=13044161 WS=128	10.11.2.6	111.202.29.22	58,209	80	60
10.11.2.6 → 111.202.29.22 TCP 60 57973 → 80 [SYN] Seq=0 Win=65535 Len=0 MSS=1360 SACK_PERM TSval=13037908 TSecr=0 WS=64	10.11.2.6	111.202.29.22	57,973	80	60
103.235.47.89 → 10.11.2.6 TCP 52 80 → 43274 [ACK] Seq=1 Ack=869 Win=31360 Len=0 TSval=2273735377 TSecr=13025531	10.11.2.6	103.235.47.89	43,274	80	52
111.202.29.22 → 10.11.2.6 HTTP 1085 HTTP/1.1 400 Bad Request (text/html)HTTP/1.1 502 Bad Gateway (text/html) 3c68 746d 6c3e 0a20 2020 2020	10.11.2.6	111.202.29.22	58,302	80	1,085
121.14.255.97 → 10.11.2.6 HTTP 300 HTTP/1.1 200 OK (text/plain) 1f8b 0800 0009 6e88 00ff 34c0	10.11.2.6	121.14.255.97	35,789	80	300
111.202.29.22 → 10.11.2.6 TCP 52 80 → 57648 [ACK] Seq=1 Ack=159 Win=30080 Len=0 TSval=2273746533 TSecr=13029910	10.11.2.6	111.202.29.22	57,648	80	52
10.11.2.6 → 111.202.29.22 TCP 52 57994 → 80 [ACK] Seq=1 Ack=1 Win=81600 Len=0 TSval=13038441 TSecr=2273768243	10.11.2.6	111.202.29.22	57,994	80	52

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Lens Network Traffic Generation Benchmark

Network-traffic generation data used to evaluate Lens, a knowledge-guided foundation model for network traffic (TMLR). Each of the 8 source datasets is a HuggingFace config, with train / validation / test splits and a unified schema.

This is the generation counterpart of the classification benchmark Charles59/lens-network-traffic.

ℹ️ All data is derived from publicly available academic traffic datasets obtained via the NetBench benchmark (Qian et al., 2024); the original terms and citations of those datasets also apply (see Source datasets).

🔒 This dataset intentionally contains real packet-header values (IP addresses, ports, packet lengths). These are the generation targets of the task and cannot be anonymized without destroying the task. The values are already present in the underlying public datasets. See Privacy.

The generation task

Following the Lens paper, the model is given a textual packet/flow rendering (the text field) with one header field masked, and must generate that field. The paper defines 5 generation tasks:

Source IP generation
Destination IP generation
Source Port generation
Destination Port generation
Packet Length generation

The masking is applied on-the-fly in the data collator (using special tokens <SIP> / <DIP> for IPs and <extra_id_0/1/2> for source port / destination port / packet length); the ground-truth value for each task is provided as a column (src_ip, dst_ip, src_port, dst_port, pkt_len).

Configurations

Config (`name`)	Train	Val	Test	Source
`vpn`	13,859	1,725	1,732	ISCX-VPN
`tor`	9,033	3,761	3,763	ISCX-Tor
`ustc-tfc2016`	11,055	10,362	10,366	USTC-TFC-2016
`dohbrw`	10,909	8,183	8,183	CIC-DoHBrw-2020
`iot`	12,605	12,601	12,604	CIC-IoT-2023
`iot_fuzzing`	9,780	8,150	16,301	CIC-IoT-2023 (malicious; has `label`)
`crossplatform_android`	6,798	4,196	4,296	Cross Platform (Android)
`crossplatform_ios`	6,495	2,361	2,456	Cross Platform (iOS)

~191,574 examples in total. Splits mirror the corresponding classification tasks. Pretraining data is not released.

How to load

from datasets import load_dataset

ds = load_dataset("Charles59/lens-network-traffic-generation", "vpn")
ex = ds["train"][0]
print(ex["text"][:100])
print({k: ex[k] for k in ["src_ip", "dst_ip", "src_port", "dst_port", "pkt_len"]})

from datasets import get_dataset_config_names
get_dataset_config_names("Charles59/lens-network-traffic-generation")

Data fields

Field	Type	Description
`text`	`string`	Textual rendering of a packet/flow (Wireshark/`tshark`-style). Not anonymized — contains the real header values so that fields can be masked for generation.
`src_ip`	`string`	Ground-truth source IP (target for the Source-IP task).
`dst_ip`	`string`	Ground-truth destination IP.
`src_port`	`int64` / `float64`	Ground-truth source port. Stored as `float64` for datasets that contain port-less packets (e.g. ICMP/DNS rows in `iot` / `iot_fuzzing`, where the value is missing/NaN), otherwise `int64`.
`dst_port`	`int64` / `float64`	Ground-truth destination port (same dtype rule as `src_port`).
`pkt_len`	`int64`	Ground-truth packet length.
`label`	`string`	(only in `iot_fuzzing`) benign / malicious tag, used for the fuzzing simulation.

Note on numeric dtypes: src_port/dst_port/pkt_len are kept in their original numeric dtype (matching the source CSVs) rather than cast to strings. This is required to faithfully reproduce the paper's generation pipeline: the data collator masks a header field by string-substituting its value in text, and the exact numeric representation (e.g. int 554 vs float 554.0) determines the masking behaviour for some datasets. Do not re-cast these columns if you intend to reproduce the paper numbers.

Example (`vpn`)

text   : "77.72.169.130 → 131.202.240.87 UDP 109 11113 → 17208 Len=67 4200 5900 ..."
src_ip : "131.202.240.87"   dst_ip : "77.72.169.130"
src_port: 17208  dst_port: 11113  pkt_len: 109

Privacy

Unlike the classification benchmark (where IPs are replaced with <SIP>/<DIP>), the generation tasks require the real header fields as targets, so text and the target columns contain real IP addresses, ports and lengths. The data is released as-is, consistent with the original public datasets it derives from (whose raw payloads are already publicly available). It is intended for research on synthetic-traffic generation only.

Source datasets

All data is obtained through NetBench (Qian et al., 2024). Please cite the original sources and respect their terms of use:

ISCX-VPN (vpn) — Draper-Gil et al., ICISSP 2016. https://www.unb.ca/cic/datasets/vpn.html
ISCX-Tor (tor) — Habibi Lashkari et al., ICISSP 2017. https://www.unb.ca/cic/datasets/tor.html
USTC-TFC-2016 (ustc-tfc2016) — Wang et al., ICOIN 2017.
CIC-DoHBrw-2020 (dohbrw) — MontazeriShatoori et al., 2020. https://www.unb.ca/cic/datasets/dohbrw-2020.html
CIC-IoT-2023 (iot, iot_fuzzing) — Neto et al., 2023. https://www.unb.ca/cic/datasets/iotdataset-2023.html
Cross Platform (Android / iOS) (crossplatform_*) — Van Ede et al. (FlowPrint), NDSS 2020.

License

Released under CC-BY-NC-4.0. The benchmark combines several research datasets, each governed by its own original terms (generally research / non-commercial use with attribution); those terms continue to apply to the respective subsets.

Citation

@article{li2026lens,
  title   = {Lens: A Knowledge-Guided Foundation Model for Network Traffic},
  author  = {Li, Xiaochang and Qian, Chen and Wang, Qineng and Kong, Jiangtao and Wang, Yuchen and Yao, Ziyu and Ji, Bo and Cheng, Long and Zhou, Gang and Shao, Huajie},
  journal = {Transactions on Machine Learning Research},
  issn    = {2835-8856},
  year    = {2026},
  url     = {https://openreview.net/forum?id=cGDwTgnJIR},
  note    = {arXiv:2402.03646}
}

@article{qian2024netbench,
  title   = {NetBench: A Large-Scale and Comprehensive Network Traffic Benchmark Dataset for Foundation Models},
  author  = {Qian, Chen and Li, Xiaochang and Wang, Qineng and Zhou, Gang and Shao, Huajie},
  journal = {arXiv preprint arXiv:2403.10319},
  year    = {2024},
  url     = {https://arxiv.org/abs/2403.10319}
}

The six underlying datasets should also be cited — see the classification benchmark card Charles59/lens-network-traffic for full BibTeX of ISCX-VPN, ISCX-Tor, USTC-TFC-2016, Cross Platform, CIC-DoHBrw-2020 and CIC-IoT-2023.