Datasets:
feat: dataSets Upload
Browse files- .gitattributes +2 -0
- Data/test.csv +3 -0
- Data/train.csv +3 -0
- README.md +4 -0
- UNSW-NB15_LIST_EVENTS.csv +209 -0
.gitattributes
CHANGED
|
@@ -53,3 +53,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 53 |
*.jpg filter=lfs diff=lfs merge=lfs -text
|
| 54 |
*.jpeg filter=lfs diff=lfs merge=lfs -text
|
| 55 |
*.webp filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
| 53 |
*.jpg filter=lfs diff=lfs merge=lfs -text
|
| 54 |
*.jpeg filter=lfs diff=lfs merge=lfs -text
|
| 55 |
*.webp filter=lfs diff=lfs merge=lfs -text
|
| 56 |
+
Data/test.csv filter=lfs diff=lfs merge=lfs -text
|
| 57 |
+
Data/train.csv filter=lfs diff=lfs merge=lfs -text
|
Data/test.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bec7dd5ec88dc2a0ccc7a07879d338395ed7421750f675fd0339e07dfe0648fa
|
| 3 |
+
size 32293018
|
Data/train.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:734fe6642edf758f7c94d7d9149426b49d202fe8e7bf0bef47392489c3c0a559
|
| 3 |
+
size 15380800
|
README.md
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# UNSW-NB15
|
| 2 |
+
|
| 3 |
+
|
| 4 |
+
|
UNSW-NB15_LIST_EVENTS.csv
ADDED
|
@@ -0,0 +1,209 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Attack category,Attack subcategory,Number of events
|
| 2 |
+
normal,,2218761
|
| 3 |
+
Fuzzers ,FTP,558
|
| 4 |
+
Fuzzers ,HTTP,1497
|
| 5 |
+
Fuzzers ,RIP,3550
|
| 6 |
+
Fuzzers ,SMB,5245
|
| 7 |
+
Fuzzers ,Syslog,1851
|
| 8 |
+
Fuzzers ,PPTP,1583
|
| 9 |
+
Fuzzers, FTP,248
|
| 10 |
+
Fuzzers,DCERPC,164
|
| 11 |
+
Fuzzers,OSPF,993
|
| 12 |
+
Fuzzers ,TFTP,193
|
| 13 |
+
Fuzzers , DCERPC ,455
|
| 14 |
+
Fuzzers , OSPF,1746
|
| 15 |
+
Fuzzers ,BGP,6163
|
| 16 |
+
Reconnaissance ,Telnet,6
|
| 17 |
+
Reconnaissance ,SNMP,69
|
| 18 |
+
Reconnaissance , SunRPC Portmapper (TCP) UDP Service,2030
|
| 19 |
+
Reconnaissance , SunRPC Portmapper (TCP) TCP Service ,2026
|
| 20 |
+
Reconnaissance ,SunRPC Portmapper (UDP) UDP Service,2045
|
| 21 |
+
Reconnaissance ,NetBIOS,5
|
| 22 |
+
Reconnaissance ,DNS,35
|
| 23 |
+
Reconnaissance ,HTTP,1867
|
| 24 |
+
Reconnaissance ,SunRPC Portmapper (UDP),2028
|
| 25 |
+
Reconnaissance , ICMP,1739
|
| 26 |
+
Reconnaissance , SCTP,367
|
| 27 |
+
Reconnaissance ,MSSQL,5
|
| 28 |
+
Reconnaissance ,SMTP,6
|
| 29 |
+
Shellcode ,FreeBSD,45
|
| 30 |
+
Shellcode ,HP-UX ,12
|
| 31 |
+
Shellcode ,NetBSD ,45
|
| 32 |
+
Shellcode ,AIX,11
|
| 33 |
+
Shellcode ,SCO Unix,12
|
| 34 |
+
Shellcode ,Linux,236
|
| 35 |
+
Shellcode ,Decoders,102
|
| 36 |
+
Shellcode ,IRIX,12
|
| 37 |
+
Shellcode ,OpenBSD,22
|
| 38 |
+
Shellcode , Mac OS X,149
|
| 39 |
+
Shellcode ,BSD,252
|
| 40 |
+
Shellcode ,Windows,173
|
| 41 |
+
Shellcode ,BSDi,94
|
| 42 |
+
Shellcode ,Multiple OS,56
|
| 43 |
+
Shellcode ,Solaris,67
|
| 44 |
+
Analysis,HTML,616
|
| 45 |
+
Analysis,Port Scanner,2055
|
| 46 |
+
Analysis,Spam ,6
|
| 47 |
+
Backdoors, ,2329
|
| 48 |
+
DoS, Ethernet,860
|
| 49 |
+
DoS, Microsoft Office,292
|
| 50 |
+
DoS, VNC,11
|
| 51 |
+
DoS,IRC,1
|
| 52 |
+
DoS,RDP,1319
|
| 53 |
+
DoS,TCP,30
|
| 54 |
+
DoS,VNC,2
|
| 55 |
+
DoS, FTP,69
|
| 56 |
+
DoS, LDAP,3
|
| 57 |
+
DoS, Oracle ,6
|
| 58 |
+
DoS, TCP,1712
|
| 59 |
+
DoS, TFTP,18
|
| 60 |
+
DoS,DCERPC,6
|
| 61 |
+
DoS,XINETD,24
|
| 62 |
+
DoS, IRC,6
|
| 63 |
+
DoS, SNMP,5
|
| 64 |
+
DoS,ISAKMP,14
|
| 65 |
+
DoS,NTP,2
|
| 66 |
+
DoS,Telnet,13
|
| 67 |
+
DoS,CUPS,1
|
| 68 |
+
DoS,Hypervisor,6
|
| 69 |
+
DoS,ICMP,1478
|
| 70 |
+
DoS,SunRPC,3
|
| 71 |
+
DoS, IMAP,7
|
| 72 |
+
DoS,Asterisk,1210
|
| 73 |
+
DoS,Browser,1061
|
| 74 |
+
DoS,Cisco Skinny,6
|
| 75 |
+
DoS,SIP,60
|
| 76 |
+
DoS,SMTP,4
|
| 77 |
+
DoS,SNMP,29
|
| 78 |
+
DoS,SSL,20
|
| 79 |
+
DoS,TFTP,3
|
| 80 |
+
DoS, SMTP,21
|
| 81 |
+
DoS,DNS,375
|
| 82 |
+
DoS,IIS Web Server,23
|
| 83 |
+
DoS,Miscellaneous,3528
|
| 84 |
+
DoS,RTSP,27
|
| 85 |
+
DoS, Common Unix Print System (CUPS),6
|
| 86 |
+
DoS, SunRPC,17
|
| 87 |
+
DoS,IGMP,1267
|
| 88 |
+
DoS,Microsoft Office,49
|
| 89 |
+
DoS,HTTP,1357
|
| 90 |
+
DoS,LDAP,17
|
| 91 |
+
DoS,NetBIOS/SMB,1262
|
| 92 |
+
DoS,Oracle,1
|
| 93 |
+
DoS,Windows Explorer,122
|
| 94 |
+
Exploits, Evasions,212
|
| 95 |
+
Exploits, SCCP,16
|
| 96 |
+
Exploits, SSL ,33
|
| 97 |
+
Exploits, VNC,27
|
| 98 |
+
Exploits,Backup Appliance,162
|
| 99 |
+
Exploits,Browser ,7925
|
| 100 |
+
Exploits,Clientside Microsoft Office,130
|
| 101 |
+
Exploits,Interbase,21
|
| 102 |
+
Exploits,Miscellaneous Batch,1578
|
| 103 |
+
Exploits,SOCKS,6
|
| 104 |
+
Exploits,TCP,3
|
| 105 |
+
Exploits, Apache,1878
|
| 106 |
+
Exploits, IMAP,36
|
| 107 |
+
Exploits, Microsoft IIS,296
|
| 108 |
+
Exploits, SOCKS,1
|
| 109 |
+
Exploits,Clientside,657
|
| 110 |
+
Exploits,Clientside Microsoft Paint ,8
|
| 111 |
+
Exploits,IDS,81
|
| 112 |
+
Exploits,SSH,2
|
| 113 |
+
Exploits, ICMP,1226
|
| 114 |
+
Exploits, IDS,18
|
| 115 |
+
Exploits,DCERPC ,121
|
| 116 |
+
Exploits,FTP,244
|
| 117 |
+
Exploits,RADIUS,569
|
| 118 |
+
Exploits,SSL,6
|
| 119 |
+
Exploits,WINS ,3
|
| 120 |
+
Exploits, Clientside,4480
|
| 121 |
+
Exploits, Clientside Microsoft ,120
|
| 122 |
+
Exploits, POP3,35
|
| 123 |
+
Exploits, SSH,12
|
| 124 |
+
Exploits, TCP,912
|
| 125 |
+
Exploits, Unix r Service,38
|
| 126 |
+
Exploits, WINS,18
|
| 127 |
+
Exploits,Cisco IOS,579
|
| 128 |
+
Exploits,Clientside Microsoft Media Player ,18
|
| 129 |
+
Exploits,Dameware,6
|
| 130 |
+
Exploits,IMAP,6
|
| 131 |
+
Exploits,LPD ,6
|
| 132 |
+
Exploits,MSSQL ,26
|
| 133 |
+
Exploits,Office Document,417
|
| 134 |
+
Exploits,RTSP,676
|
| 135 |
+
Exploits,SCADA,932
|
| 136 |
+
Exploits,VNC,5
|
| 137 |
+
Exploits,Webserver,465
|
| 138 |
+
Exploits, All,6
|
| 139 |
+
Exploits, LDAP,75
|
| 140 |
+
Exploits, NNTP,18
|
| 141 |
+
Exploits, Office Document,2433
|
| 142 |
+
Exploits, RTSP,12
|
| 143 |
+
Exploits,IGMP,350
|
| 144 |
+
Exploits,Oracle,187
|
| 145 |
+
Exploits,RDesktop,14
|
| 146 |
+
Exploits,Telnet,122
|
| 147 |
+
Exploits,Unix 'r' Service,6
|
| 148 |
+
Exploits, LPD,35
|
| 149 |
+
Exploits,All ,1
|
| 150 |
+
Exploits,Apache,37
|
| 151 |
+
Exploits,ICMP ,3
|
| 152 |
+
Exploits,Microsoft IIS,51
|
| 153 |
+
Exploits,PHP,999
|
| 154 |
+
Exploits,SMB,2130
|
| 155 |
+
Exploits,SunRPC,74
|
| 156 |
+
Exploits,Web Application,4639
|
| 157 |
+
Exploits, PHP,17
|
| 158 |
+
Exploits,DNS,181
|
| 159 |
+
Exploits,Evasions,37
|
| 160 |
+
Exploits,NNTP,3
|
| 161 |
+
Exploits,SMTP,772
|
| 162 |
+
Exploits, RADIUS,8
|
| 163 |
+
Exploits,Browser FTP,1981
|
| 164 |
+
Exploits,Miscellaneous,5178
|
| 165 |
+
Exploits,PPTP,13
|
| 166 |
+
Exploits,SCCP,3
|
| 167 |
+
Exploits,SIP,1043
|
| 168 |
+
Exploits,TFTP,87
|
| 169 |
+
Generic,All,7
|
| 170 |
+
Generic,SIP,436
|
| 171 |
+
Generic, HTTP,1
|
| 172 |
+
Generic,SMTP,247
|
| 173 |
+
Generic, IXIA,7395
|
| 174 |
+
Generic, TFTP,116
|
| 175 |
+
Generic,IXIA,207243
|
| 176 |
+
Generic,Superflow,10
|
| 177 |
+
Generic,HTTP,5
|
| 178 |
+
Generic,TFTP,21
|
| 179 |
+
Reconnaissance,DNS,6
|
| 180 |
+
Reconnaissance,SMTP,1
|
| 181 |
+
Reconnaissance,HTTP,314
|
| 182 |
+
Reconnaissance,SNMP,12
|
| 183 |
+
Reconnaissance,SunRPC Portmapper (UDP) TCP Service,349
|
| 184 |
+
Reconnaissance,MSSQL,1
|
| 185 |
+
Reconnaissance,NetBIOS ,1
|
| 186 |
+
Reconnaissance,SCTP,2
|
| 187 |
+
Reconnaissance,SunRPC,2
|
| 188 |
+
Reconnaissance,Telnet,1
|
| 189 |
+
Reconnaissance,ICMP,26
|
| 190 |
+
Reconnaissance,SunRPC Portmapper (TCP) TCP Service,349
|
| 191 |
+
Reconnaissance,SunRPC Portmapper (TCP) UDP Service,349
|
| 192 |
+
Reconnaissance, SunRPC Portmapper (UDP) UDP Service ,346
|
| 193 |
+
Shellcode,FreeBSD,8
|
| 194 |
+
Shellcode,Linux,39
|
| 195 |
+
Shellcode,OpenBSD,4
|
| 196 |
+
Shellcode, SCO Unix ,2
|
| 197 |
+
Shellcode,HP-UX,2
|
| 198 |
+
Shellcode,Mac OS X,26
|
| 199 |
+
Shellcode,NetBSD,8
|
| 200 |
+
Shellcode,BSD,44
|
| 201 |
+
Shellcode,BSDi,16
|
| 202 |
+
Shellcode,IRIX,2
|
| 203 |
+
Shellcode,AIX,2
|
| 204 |
+
Shellcode,Windows,30
|
| 205 |
+
Shellcode,Decoders,18
|
| 206 |
+
Shellcode,Multiple OS,10
|
| 207 |
+
Shellcode,Solaris,12
|
| 208 |
+
Worms, ,174
|
| 209 |
+
,Total ,2540044
|