Baselight

BETH Dataset

Real Cybersecurity Data for Anomaly Detection Research

@kaggle.katehighnam_beth_dataset

Labelled Validation Data
@kaggle.katehighnam_beth_dataset.labelled_validation_data

  • 3.72 MB
  • 188967 rows
  • 16 columns
timestamp

Timestamp

processid

ProcessId

threadid

ThreadId

parentprocessid

ParentProcessId

userid

UserId

mountnamespace

MountNamespace

processname

ProcessName

hostname

HostName

eventid

EventId

eventname

EventName

stackaddresses

StackAddresses

argsnum

ArgsNum

returnvalue

ReturnValue

args

Args

sus

Sus

evil

Evil

124.43922138138111014026532232systemd-resolveip-10-100-1-12941socket[139913106282763, 139913103116537, 94901962555136]315[{'name': 'domain', 'type': 'int', 'value': 'AF_UNIX'}, {'name': 'type', 'type': 'int', 'value': 'SOCK_DGRAM|SOCK_CLOEXEC'}, {'name': 'protocol', 'type': 'int', 'value': 0}]
124.43975137837811004026532231systemd-networkip-10-100-1-12941socket[140343254628619, 93967981149065, 93967990898192]315[{'name': 'domain', 'type': 'int', 'value': 'AF_UNIX'}, {'name': 'type', 'type': 'int', 'value': 'SOCK_DGRAM|SOCK_CLOEXEC'}, {'name': 'protocol', 'type': 'int', 'value': 0}]
124.439958114026531840systemdip-10-100-1-1291005security_file_open[140074839310116, 8103505641674583864]4[{'name': 'pathname', 'type': 'const char*', 'value': '/proc/378/cgroup'}, {'name': 'flags', 'type': 'unsigned int', 'value': 'O_RDONLY|O_LARGEFILE'}, {'name': 'dev', 'type': 'dev_t', 'value': 5}, {'name': 'inode', 'type': 'unsigned long', 'value': 38540}]
124.440007114026531840systemdip-10-100-1-129257openat[]412[{'name': 'dirfd', 'type': 'int', 'value': -100}, {'name': 'pathname', 'type': 'const char*', 'value': '/proc/378/cgroup'}, {'name': 'flags', 'type': 'unsigned int', 'value': 'O_RDONLY|O_CLOEXEC'}, {'name': 'mode', 'type': 'mode_t', 'value': 3070885668}]
124.440037114026531840systemdip-10-100-1-1295fstat[140074839307913]2[{'name': 'fd', 'type': 'int', 'value': 12}, {'name': 'statbuf', 'type': 'struct stat*', 'value': '0x7FFFD3386970'}]
124.44016114026531840systemdip-10-100-1-1293close[140074839332011]1[{'name': 'fd', 'type': 'int', 'value': 12}]
124.440379114026531840systemdip-10-100-1-1291005security_file_open[140074839310116, 8103505641674583857]4[{'name': 'pathname', 'type': 'const char*', 'value': '/proc/381/cgroup'}, {'name': 'flags', 'type': 'unsigned int', 'value': 'O_RDONLY|O_LARGEFILE'}, {'name': 'dev', 'type': 'dev_t', 'value': 5}, {'name': 'inode', 'type': 'unsigned long', 'value': 38542}]
124.440414114026531840systemdip-10-100-1-129257openat[]412[{'name': 'dirfd', 'type': 'int', 'value': -100}, {'name': 'pathname', 'type': 'const char*', 'value': '/proc/381/cgroup'}, {'name': 'flags', 'type': 'unsigned int', 'value': 'O_RDONLY|O_CLOEXEC'}, {'name': 'mode', 'type': 'mode_t', 'value': 3070885668}]
124.440446114026531840systemdip-10-100-1-1295fstat[]2[{'name': 'fd', 'type': 'int', 'value': 12}, {'name': 'statbuf', 'type': 'struct stat*', 'value': '0x7FFFD3386970'}]
124.440554114026531840systemdip-10-100-1-1293close[]1[{'name': 'fd', 'type': 'int', 'value': 12}]

CREATE TABLE labelled_validation_data (
  "timestamp" DOUBLE,
  "processid" BIGINT,
  "threadid" BIGINT,
  "parentprocessid" BIGINT,
  "userid" BIGINT,
  "mountnamespace" BIGINT,
  "processname" VARCHAR,
  "hostname" VARCHAR,
  "eventid" BIGINT,
  "eventname" VARCHAR,
  "stackaddresses" VARCHAR,
  "argsnum" BIGINT,
  "returnvalue" BIGINT,
  "args" VARCHAR,
  "sus" BIGINT,
  "evil" BIGINT
);

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