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Datasets:
AriaAICompany
/
cloudtrail-lab

Tasks:
Text Classification
Time Series Forecasting
Languages:
English
Persian
Size:
1K<n<10K
Tags:
cybersecurity
cloud-security
audit-log
aws-cloudtrail
Synthetic
License:
Dataset card Files
xet
 Community
alirezaaminzadeh commited on
Commit
955a66f
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1 Parent(s): f69be94

Publish AriaCloudTrail synthetic CloudTrail lab and ruleset

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  1. README.md +53 -0
  2. data/cloudtrail_sample.json +446 -0
  3. data/evaluation.json +289 -0
  4. data/events.json +0 -0
  5. data/events.jsonl +80 -0
  6. data/events_preview.csv +320 -0
  7. data/events_preview.json +2822 -0
  8. data/gold_events.json +233 -0
  9. data/protocol.md +10 -0
  10. data/ruleset.json +18 -0
  11. data/sample_preview.json +28 -0
  12. data/schema.json +28 -0
  13. data/splits.json +7 -0
  14. demo/.gitattributes +11 -0
  15. demo/.gitignore +8 -0
  16. demo/README.md +55 -0
  17. demo/app.py +8 -0
  18. demo/evaluations/evaluation.json +289 -0
  19. demo/examples/cloudtrail_sample.json +446 -0
  20. demo/examples/evaluation.json +289 -0
  21. demo/examples/events.json +0 -0
  22. demo/examples/events.jsonl +80 -0
  23. demo/examples/events_preview.csv +320 -0
  24. demo/examples/events_preview.json +2822 -0
  25. demo/examples/gold_events.json +233 -0
  26. demo/examples/protocol.md +10 -0
  27. demo/examples/ruleset.json +18 -0
  28. demo/examples/sample_preview.json +28 -0
  29. demo/examples/schema.json +28 -0
  30. demo/examples/splits.json +7 -0
  31. demo/requirements.txt +5 -0
  32. demo/src/__init__.py +1 -0
  33. demo/src/detectors.py +173 -0
  34. demo/src/domain.py +203 -0
  35. demo/src/explain.py +125 -0
  36. demo/src/features.py +193 -0
  37. demo/src/generator.py +829 -0
  38. demo/src/i18n.py +203 -0
  39. demo/src/mapper.py +219 -0
  40. demo/src/metrics.py +191 -0
  41. demo/src/parsers.py +127 -0
  42. demo/src/pipeline.py +316 -0
  43. demo/src/plots.py +166 -0
  44. demo/src/redaction.py +124 -0
  45. demo/src/reporting.py +79 -0
  46. demo/src/ruleset.py +153 -0
  47. demo/src/schemas.py +168 -0
  48. demo/src/ui.py +343 -0
  49. demo/src/validation.py +83 -0
  50. demo/tests/conftest.py +1 -0
README.md ADDED
@@ -0,0 +1,53 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-4.0
3
+ pretty_name: AriaCloudTrail laboratory AWS CloudTrail events
4
+ task_categories:
5
+ - text-classification
6
+ - time-series-forecasting
7
+ tags:
8
+ - cybersecurity
9
+ - cloud-security
10
+ - audit-log
11
+ - aws-cloudtrail
12
+ - synthetic
13
+ language:
14
+ - en
15
+ - fa
16
+ size_categories:
17
+ - 1K<n<10K
18
+ ---
19
+
20
+ # AriaCloudTrail laboratory AWS CloudTrail events
21
+
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+ Synthetic fourteen-day CloudTrail fixture pack for the AriaCloudTrail change-review demo.
23
+
24
+ Accounts are lab aliases (`acct_prod`, `acct_staging`, `acct_sandbox`). Numeric IDs `111111111111` / `222222222222` / `333333333333` are not customer accounts. IPs are `net_*` aliases. Access keys are fake and redacted. No AWS credentials are included.
25
+
26
+ ## Files
27
+
28
+ - data/events.json
29
+ - data/events_preview.json
30
+ - data/events.jsonl
31
+ - data/events_preview.csv
32
+ - data/gold_events.json
33
+ - data/cloudtrail_sample.json
34
+ - data/schema.json
35
+ - data/splits.json
36
+ - data/protocol.md
37
+ - data/ruleset.json
38
+ - data/evaluation.json
39
+ - data/sample_preview.json
40
+ - demo/ — runnable Gradio Space source
41
+ - showcase/ — organization static card
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+
43
+ ## Split
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+
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+ Development is 2026-04-01 through 2026-04-09. Test is 2026-04-10 through 2026-04-14. Rows that belong to one authored event stay in one split. Before/after links and actor bursts use only earlier events. Assumed-role service principals are modeled separately from IAM users.
46
+
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+ ## Gold policy
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+
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+ `needs_review_*` events are authored IAM escalation, public-access requests, logging disable, root activity, and wildcard trust. `benign_maintenance` and `benign_restricted_sg` are Sunday 02:00–06:00 UTC staging Terraform changes with ticket `CHG-4411`. A single `Put*` / `Delete*` without a pair is insufficient evidence, not current exposure.
50
+
51
+ ## License
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+
53
+ CC-BY-4.0. Keep the synthetic-data label.
data/cloudtrail_sample.json ADDED
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1
+ {
2
+ "Records": [
3
+ {
4
+ "eventVersion": "1.09",
5
+ "userIdentity": {
6
+ "type": "AssumedRole",
7
+ "principalId": "222222222222:terraform-staging",
8
+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
9
+ "accountId": "222222222222",
10
+ "sessionContext": {
11
+ "sessionIssuer": {
12
+ "type": "Role",
13
+ "userName": "terraform-staging",
14
+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
15
+ "accountId": "222222222222"
16
+ }
17
+ }
18
+ },
19
+ "eventTime": "2026-04-05T02:15:00Z",
20
+ "eventSource": "iam.amazonaws.com",
21
+ "eventName": "AttachRolePolicy",
22
+ "awsRegion": "us-east-1",
23
+ "sourceIPAddress": "198.51.100.20",
24
+ "userAgent": "terraform/1.9.0",
25
+ "requestParameters": {
26
+ "roleName": "job-runner",
27
+ "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"
28
+ },
29
+ "responseElements": {
30
+ "_lab": true
31
+ },
32
+ "requestID": "req-evt-maint-dev-01",
33
+ "eventID": "EVT-MAINT-DEV-01",
34
+ "readOnly": false,
35
+ "eventType": "AwsApiCall",
36
+ "managementEvent": true,
37
+ "recipientAccountId": "222222222222",
38
+ "errorCode": null,
39
+ "lab_event_id": "EVT-MAINT-DEV-01",
40
+ "lab_family": "benign_maintenance",
41
+ "change_ticket": "CHG-4411",
42
+ "split": "development",
43
+ "incomplete": false
44
+ },
45
+ {
46
+ "eventVersion": "1.09",
47
+ "userIdentity": {
48
+ "type": "AssumedRole",
49
+ "principalId": "222222222222:terraform-staging",
50
+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
51
+ "accountId": "222222222222",
52
+ "sessionContext": {
53
+ "sessionIssuer": {
54
+ "type": "Role",
55
+ "userName": "terraform-staging",
56
+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
57
+ "accountId": "222222222222"
58
+ }
59
+ }
60
+ },
61
+ "eventTime": "2026-04-05T02:40:00Z",
62
+ "eventSource": "ec2.amazonaws.com",
63
+ "eventName": "AuthorizeSecurityGroupIngress",
64
+ "awsRegion": "us-east-1",
65
+ "sourceIPAddress": "198.51.100.20",
66
+ "userAgent": "terraform/1.9.0",
67
+ "requestParameters": {
68
+ "groupId": "sg-staging-web",
69
+ "cidrIp": "10.0.0.0/8",
70
+ "fromPort": 443,
71
+ "toPort": 443
72
+ },
73
+ "responseElements": {
74
+ "_lab": true
75
+ },
76
+ "requestID": "req-evt-sg-safe-dev-01",
77
+ "eventID": "EVT-SG-SAFE-DEV-01",
78
+ "readOnly": false,
79
+ "eventType": "AwsApiCall",
80
+ "managementEvent": true,
81
+ "recipientAccountId": "222222222222",
82
+ "errorCode": null,
83
+ "lab_event_id": "EVT-SG-SAFE-DEV-01",
84
+ "lab_family": "benign_restricted_sg",
85
+ "change_ticket": "CHG-4411",
86
+ "split": "development",
87
+ "incomplete": false
88
+ },
89
+ {
90
+ "eventVersion": "1.09",
91
+ "userIdentity": {
92
+ "type": "IAMUser",
93
+ "principalId": "AIDAIALICELAB",
94
+ "arn": "arn:aws:iam::111111111111:user/alice",
95
+ "accountId": "111111111111",
96
+ "userName": "alice"
97
+ },
98
+ "eventTime": "2026-04-03T03:12:00Z",
99
+ "eventSource": "iam.amazonaws.com",
100
+ "eventName": "AttachUserPolicy",
101
+ "awsRegion": "us-east-1",
102
+ "sourceIPAddress": "203.0.113.10",
103
+ "userAgent": "console.amazonaws.com",
104
+ "requestParameters": {
105
+ "userName": "carol",
106
+ "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"
107
+ },
108
+ "responseElements": {
109
+ "_lab": true
110
+ },
111
+ "requestID": "req-evt-iam-dev-01",
112
+ "eventID": "EVT-IAM-DEV-01",
113
+ "readOnly": false,
114
+ "eventType": "AwsApiCall",
115
+ "managementEvent": true,
116
+ "recipientAccountId": "111111111111",
117
+ "errorCode": null,
118
+ "lab_event_id": "EVT-IAM-DEV-01",
119
+ "lab_family": "needs_review_iam_escalation",
120
+ "change_ticket": "",
121
+ "split": "development",
122
+ "incomplete": false
123
+ },
124
+ {
125
+ "eventVersion": "1.09",
126
+ "userIdentity": {
127
+ "type": "IAMUser",
128
+ "principalId": "AIDAIBOBLAB",
129
+ "arn": "arn:aws:iam::222222222222:user/bob",
130
+ "accountId": "222222222222",
131
+ "userName": "bob"
132
+ },
133
+ "eventTime": "2026-04-04T14:22:00Z",
134
+ "eventSource": "s3.amazonaws.com",
135
+ "eventName": "DeletePublicAccessBlock",
136
+ "awsRegion": "us-east-1",
137
+ "sourceIPAddress": "192.0.2.55",
138
+ "userAgent": "aws-cli/2.15.0",
139
+ "requestParameters": {
140
+ "bucketName": "prod-invoice-export"
141
+ },
142
+ "responseElements": {
143
+ "_lab": true
144
+ },
145
+ "requestID": "req-evt-s3-dev-01",
146
+ "eventID": "EVT-S3-DEV-01",
147
+ "readOnly": false,
148
+ "eventType": "AwsApiCall",
149
+ "managementEvent": true,
150
+ "recipientAccountId": "222222222222",
151
+ "errorCode": null,
152
+ "lab_event_id": "EVT-S3-DEV-01",
153
+ "lab_family": "needs_review_public_exposure",
154
+ "change_ticket": "",
155
+ "split": "development",
156
+ "incomplete": false
157
+ },
158
+ {
159
+ "eventVersion": "1.09",
160
+ "userIdentity": {
161
+ "type": "IAMUser",
162
+ "principalId": "AIDAIALICELAB",
163
+ "arn": "arn:aws:iam::111111111111:user/alice",
164
+ "accountId": "111111111111",
165
+ "userName": "alice"
166
+ },
167
+ "eventTime": "2026-04-03T18:00:00Z",
168
+ "eventSource": "ec2.amazonaws.com",
169
+ "eventName": "AuthorizeSecurityGroupIngress",
170
+ "awsRegion": "us-east-1",
171
+ "sourceIPAddress": "203.0.113.10",
172
+ "userAgent": "console.amazonaws.com",
173
+ "requestParameters": {
174
+ "groupId": "sg-prod-web",
175
+ "cidrIp": "0.0.0.0/0",
176
+ "fromPort": 22,
177
+ "toPort": 22
178
+ },
179
+ "responseElements": {
180
+ "_lab": true
181
+ },
182
+ "requestID": "req-evt-sg-open-dev-01",
183
+ "eventID": "EVT-SG-OPEN-DEV-01",
184
+ "readOnly": false,
185
+ "eventType": "AwsApiCall",
186
+ "managementEvent": true,
187
+ "recipientAccountId": "111111111111",
188
+ "errorCode": null,
189
+ "lab_event_id": "EVT-SG-OPEN-DEV-01",
190
+ "lab_family": "needs_review_public_exposure",
191
+ "change_ticket": "",
192
+ "split": "development",
193
+ "incomplete": false
194
+ },
195
+ {
196
+ "eventVersion": "1.09",
197
+ "userIdentity": {
198
+ "type": "IAMUser",
199
+ "principalId": "AIDAICAROLLAB",
200
+ "arn": "arn:aws:iam::333333333333:user/carol",
201
+ "accountId": "333333333333",
202
+ "userName": "carol"
203
+ },
204
+ "eventTime": "2026-04-06T01:05:00Z",
205
+ "eventSource": "cloudtrail.amazonaws.com",
206
+ "eventName": "StopLogging",
207
+ "awsRegion": "us-east-1",
208
+ "sourceIPAddress": "192.0.2.55",
209
+ "userAgent": "aws-cli/2.15.0",
210
+ "requestParameters": {
211
+ "name": "org-management"
212
+ },
213
+ "responseElements": {
214
+ "_lab": true
215
+ },
216
+ "requestID": "req-evt-trail-dev-01",
217
+ "eventID": "EVT-TRAIL-DEV-01",
218
+ "readOnly": false,
219
+ "eventType": "AwsApiCall",
220
+ "managementEvent": true,
221
+ "recipientAccountId": "333333333333",
222
+ "errorCode": null,
223
+ "lab_event_id": "EVT-TRAIL-DEV-01",
224
+ "lab_family": "needs_review_logging_disable",
225
+ "change_ticket": "",
226
+ "split": "development",
227
+ "incomplete": false
228
+ },
229
+ {
230
+ "eventVersion": "1.09",
231
+ "userIdentity": {
232
+ "type": "Root",
233
+ "principalId": "111111111111",
234
+ "arn": "arn:aws:iam::111111111111:root",
235
+ "accountId": "111111111111"
236
+ },
237
+ "eventTime": "2026-04-07T09:00:00Z",
238
+ "eventSource": "signin.amazonaws.com",
239
+ "eventName": "ConsoleLogin",
240
+ "awsRegion": "us-east-1",
241
+ "sourceIPAddress": "203.0.113.10",
242
+ "userAgent": "signin.amazonaws.com",
243
+ "requestParameters": {},
244
+ "responseElements": {
245
+ "_lab": true
246
+ },
247
+ "requestID": "req-evt-root-dev-01",
248
+ "eventID": "EVT-ROOT-DEV-01",
249
+ "readOnly": false,
250
+ "eventType": "AwsApiCall",
251
+ "managementEvent": true,
252
+ "recipientAccountId": "111111111111",
253
+ "errorCode": null,
254
+ "lab_event_id": "EVT-ROOT-DEV-01",
255
+ "lab_family": "needs_review_root",
256
+ "change_ticket": "",
257
+ "split": "development",
258
+ "incomplete": false
259
+ },
260
+ {
261
+ "eventVersion": "1.09",
262
+ "userIdentity": {
263
+ "type": "IAMUser",
264
+ "principalId": "AIDAIDAVELAB",
265
+ "arn": "arn:aws:iam::111111111111:user/dave",
266
+ "accountId": "111111111111",
267
+ "userName": "dave"
268
+ },
269
+ "eventTime": "2026-04-08T16:10:00Z",
270
+ "eventSource": "iam.amazonaws.com",
271
+ "eventName": "UpdateAssumeRolePolicy",
272
+ "awsRegion": "us-east-1",
273
+ "sourceIPAddress": "203.0.113.10",
274
+ "userAgent": "aws-cli/2.15.0",
275
+ "requestParameters": {
276
+ "roleName": "ci-deploy",
277
+ "policyDocument": "{\"Version\":\"2012-10-17\",\"Statement\":[{\"Effect\":\"Allow\",\"Principal\":\"*\",\"Action\":\"sts:AssumeRole\"}]}"
278
+ },
279
+ "responseElements": {
280
+ "_lab": true
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+ },
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+ "requestID": "req-evt-trust-dev-01",
283
+ "eventID": "EVT-TRUST-DEV-01",
284
+ "readOnly": false,
285
+ "eventType": "AwsApiCall",
286
+ "managementEvent": true,
287
+ "recipientAccountId": "111111111111",
288
+ "errorCode": null,
289
+ "lab_event_id": "EVT-TRUST-DEV-01",
290
+ "lab_family": "needs_review_trust_wildcard",
291
+ "change_ticket": "",
292
+ "split": "development",
293
+ "incomplete": false
294
+ },
295
+ {
296
+ "eventVersion": "1.09",
297
+ "userIdentity": {
298
+ "type": "IAMUser",
299
+ "principalId": "AIDAIBOBLAB",
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+ "arn": "arn:aws:iam::222222222222:user/bob",
301
+ "accountId": "222222222222",
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+ "userName": "bob"
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+ },
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+ "eventTime": "2026-04-07T11:20:00Z",
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+ "eventSource": "iam.amazonaws.com",
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+ "eventName": "CreateAccessKey",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "203.0.113.10",
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+ "userAgent": "aws-cli/2.15.0",
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+ "requestParameters": {
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+ "userName": "deploy-bot"
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+ },
313
+ "responseElements": {
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+ "_lab": true
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+ },
316
+ "requestID": "req-evt-key-dev-01",
317
+ "eventID": "EVT-KEY-DEV-01",
318
+ "readOnly": false,
319
+ "eventType": "AwsApiCall",
320
+ "managementEvent": true,
321
+ "recipientAccountId": "222222222222",
322
+ "errorCode": null,
323
+ "lab_event_id": "EVT-KEY-DEV-01",
324
+ "lab_family": "needs_review_iam_escalation",
325
+ "change_ticket": "",
326
+ "split": "development",
327
+ "incomplete": false
328
+ },
329
+ {
330
+ "eventVersion": "1.09",
331
+ "userIdentity": {
332
+ "type": "IAMUser",
333
+ "principalId": "AIDAIBOBLAB",
334
+ "arn": "arn:aws:iam::222222222222:user/bob",
335
+ "accountId": "222222222222",
336
+ "userName": "bob"
337
+ },
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+ "eventTime": "2026-04-02T11:00:00Z",
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+ "eventSource": "s3.amazonaws.com",
340
+ "eventName": "PutBucketPolicy",
341
+ "awsRegion": "us-east-1",
342
+ "sourceIPAddress": "203.0.113.10",
343
+ "userAgent": "aws-cli/2.15.0",
344
+ "requestParameters": null,
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+ "responseElements": null,
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+ "requestID": "req-evt-insuff-dev-01",
347
+ "eventID": "EVT-INSUFF-DEV-01",
348
+ "readOnly": false,
349
+ "eventType": "AwsApiCall",
350
+ "managementEvent": true,
351
+ "recipientAccountId": "222222222222",
352
+ "errorCode": null,
353
+ "lab_event_id": "EVT-INSUFF-DEV-01",
354
+ "lab_family": "insufficient_evidence",
355
+ "change_ticket": "",
356
+ "split": "development",
357
+ "incomplete": true
358
+ },
359
+ {
360
+ "eventVersion": "1.09",
361
+ "userIdentity": {
362
+ "type": "AssumedRole",
363
+ "principalId": "222222222222:terraform-staging",
364
+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
365
+ "accountId": "222222222222",
366
+ "sessionContext": {
367
+ "sessionIssuer": {
368
+ "type": "Role",
369
+ "userName": "terraform-staging",
370
+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
371
+ "accountId": "222222222222"
372
+ }
373
+ }
374
+ },
375
+ "eventTime": "2026-04-12T02:20:00Z",
376
+ "eventSource": "iam.amazonaws.com",
377
+ "eventName": "AttachRolePolicy",
378
+ "awsRegion": "us-east-1",
379
+ "sourceIPAddress": "198.51.100.20",
380
+ "userAgent": "terraform/1.9.0",
381
+ "requestParameters": {
382
+ "roleName": "job-runner",
383
+ "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"
384
+ },
385
+ "responseElements": {
386
+ "_lab": true
387
+ },
388
+ "requestID": "req-evt-maint-01",
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+ "eventID": "EVT-MAINT-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "222222222222",
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+ "errorCode": null,
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+ "lab_event_id": "EVT-MAINT-01",
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+ "lab_family": "benign_maintenance",
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+ "change_ticket": "CHG-4411",
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+ "split": "test",
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+ "incomplete": false
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+ },
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+ {
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "AssumedRole",
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+ "principalId": "222222222222:terraform-staging",
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+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
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+ "accountId": "222222222222",
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+ "sessionContext": {
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+ "sessionIssuer": {
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+ "type": "Role",
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+ "userName": "terraform-staging",
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+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
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+ "accountId": "222222222222"
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+ }
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+ }
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+ },
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+ "eventTime": "2026-04-12T03:05:00Z",
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+ "eventSource": "ec2.amazonaws.com",
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+ "eventName": "AuthorizeSecurityGroupIngress",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "198.51.100.20",
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+ "userAgent": "terraform/1.9.0",
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+ "requestParameters": {
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+ "groupId": "sg-staging-web",
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+ "cidrIp": "10.0.0.0/8",
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+ "fromPort": 443,
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+ "toPort": 443
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+ },
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+ "responseElements": {
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+ "_lab": true
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+ },
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+ "requestID": "req-evt-sg-safe-01",
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+ "eventID": "EVT-SG-SAFE-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "222222222222",
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+ "errorCode": null,
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+ "lab_event_id": "EVT-SG-SAFE-01",
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+ "lab_family": "benign_restricted_sg",
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+ "change_ticket": "CHG-4411",
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+ "split": "test",
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+ "incomplete": false
444
+ }
445
+ ]
446
+ }
data/evaluation.json ADDED
@@ -0,0 +1,289 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "seed": 16,
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+ "n_events": 319,
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+ "n_accounts": 3,
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+ "n_gold": 21,
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+ "kpis": {
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+ "n_raw": 319,
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+ "n_valid": 319,
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+ "n_dropped": 0,
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+ "n_changes": 23,
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+ "n_security_review": 14,
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+ "n_context": 4,
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+ "n_incomplete": 3,
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+ "parse_coverage": 1.0,
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+ "event_recall": 1.0,
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+ "maintenance_as_security": 0,
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+ "ungrounded_claims": 0,
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+ "seconds": 1.275,
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+ "model_names": "rules+baseline+correlation",
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+ "daily_capacity": 8
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+ },
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+ "comparison": [
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+ "method": "rule_severity",
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+ },
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+ },
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+ {
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+ },
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+ {
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+ "method": "rule_severity",
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+ "split": "test",
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+ },
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133
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+ },
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+ {
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152
+ },
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+ {
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+ "method": "ariacloudtrail",
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161
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166
+ },
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+ {
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+ "method": "rule_severity",
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+ "split": "all",
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+ },
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+ {
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+ "method": "role_time_baseline",
183
+ "split": "all",
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+ "event_recall": 0.4,
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186
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189
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+ },
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+ {
196
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203
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+ },
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+ {
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+ "method": "maintenance_aware_rules",
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+ "split": "all",
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+ "event_recall": 0.9333,
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+ "false_alarms_per_account_day": 0.0,
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217
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219
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221
+ "parse_coverage": 1.0
222
+ },
223
+ {
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+ "split": "all",
226
+ "event_recall": 0.9333,
227
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+ "parse_coverage": 1.0
236
+ }
237
+ ],
238
+ "calibration": [
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+ {
240
+ "threshold": 1.5,
241
+ "n_security_alerts": 8,
242
+ "event_recall": 1.0,
243
+ "precision_at_k": 1.0,
244
+ "false_alarms_per_account_day": 0.0
245
+ },
246
+ {
247
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248
+ "n_security_alerts": 8,
249
+ "event_recall": 1.0,
250
+ "precision_at_k": 1.0,
251
+ "false_alarms_per_account_day": 0.0
252
+ },
253
+ {
254
+ "threshold": 2.5,
255
+ "n_security_alerts": 8,
256
+ "event_recall": 1.0,
257
+ "precision_at_k": 1.0,
258
+ "false_alarms_per_account_day": 0.0
259
+ },
260
+ {
261
+ "threshold": 3.0,
262
+ "n_security_alerts": 8,
263
+ "event_recall": 1.0,
264
+ "precision_at_k": 1.0,
265
+ "false_alarms_per_account_day": 0.0
266
+ },
267
+ {
268
+ "threshold": 3.5,
269
+ "n_security_alerts": 8,
270
+ "event_recall": 1.0,
271
+ "precision_at_k": 1.0,
272
+ "false_alarms_per_account_day": 0.0
273
+ },
274
+ {
275
+ "threshold": 4.0,
276
+ "n_security_alerts": 8,
277
+ "event_recall": 1.0,
278
+ "precision_at_k": 1.0,
279
+ "false_alarms_per_account_day": 0.0
280
+ },
281
+ {
282
+ "threshold": 5.0,
283
+ "n_security_alerts": 7,
284
+ "event_recall": 0.875,
285
+ "precision_at_k": 1.0,
286
+ "false_alarms_per_account_day": 0.0
287
+ }
288
+ ]
289
+ }
data/events.json ADDED
The diff for this file is too large to render. See raw diff
 
data/events.jsonl ADDED
@@ -0,0 +1,80 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-05T02:15:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner", "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-maint-dev-01", "eventID": "EVT-MAINT-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-MAINT-DEV-01", "lab_family": "benign_maintenance", "change_ticket": "CHG-4411", "split": "development", "incomplete": false}
2
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-05T02:40:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"groupId": "sg-staging-web", "cidrIp": "10.0.0.0/8", "fromPort": 443, "toPort": 443}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-safe-dev-01", "eventID": "EVT-SG-SAFE-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-SG-SAFE-DEV-01", "lab_family": "benign_restricted_sg", "change_ticket": "CHG-4411", "split": "development", "incomplete": false}
3
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T03:12:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachUserPolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"userName": "carol", "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-iam-dev-01", "eventID": "EVT-IAM-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-IAM-DEV-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "development", "incomplete": false}
4
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-04T14:22:00Z", "eventSource": "s3.amazonaws.com", "eventName": "DeletePublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-dev-01", "eventID": "EVT-S3-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-S3-DEV-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "development", "incomplete": false}
5
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T18:00:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"groupId": "sg-prod-web", "cidrIp": "0.0.0.0/0", "fromPort": 22, "toPort": 22}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-open-dev-01", "eventID": "EVT-SG-OPEN-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-SG-OPEN-DEV-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "development", "incomplete": false}
6
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-06T01:05:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StopLogging", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-dev-01", "eventID": "EVT-TRAIL-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "EVT-TRAIL-DEV-01", "lab_family": "needs_review_logging_disable", "change_ticket": "", "split": "development", "incomplete": false}
7
+ {"eventVersion": "1.09", "userIdentity": {"type": "Root", "principalId": "111111111111", "arn": "arn:aws:iam::111111111111:root", "accountId": "111111111111"}, "eventTime": "2026-04-07T09:00:00Z", "eventSource": "signin.amazonaws.com", "eventName": "ConsoleLogin", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "signin.amazonaws.com", "requestParameters": {}, "responseElements": {"_lab": true}, "requestID": "req-evt-root-dev-01", "eventID": "EVT-ROOT-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-ROOT-DEV-01", "lab_family": "needs_review_root", "change_ticket": "", "split": "development", "incomplete": false}
8
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-08T16:10:00Z", "eventSource": "iam.amazonaws.com", "eventName": "UpdateAssumeRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "ci-deploy", "policyDocument": "{\"Version\":\"2012-10-17\",\"Statement\":[{\"Effect\":\"Allow\",\"Principal\":\"*\",\"Action\":\"sts:AssumeRole\"}]}"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trust-dev-01", "eventID": "EVT-TRUST-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-TRUST-DEV-01", "lab_family": "needs_review_trust_wildcard", "change_ticket": "", "split": "development", "incomplete": false}
9
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-07T11:20:00Z", "eventSource": "iam.amazonaws.com", "eventName": "CreateAccessKey", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"userName": "deploy-bot"}, "responseElements": {"_lab": true}, "requestID": "req-evt-key-dev-01", "eventID": "EVT-KEY-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-KEY-DEV-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "development", "incomplete": false}
10
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T11:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutBucketPolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": null, "responseElements": null, "requestID": "req-evt-insuff-dev-01", "eventID": "EVT-INSUFF-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-INSUFF-DEV-01", "lab_family": "insufficient_evidence", "change_ticket": "", "split": "development", "incomplete": true}
11
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-12T02:20:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner", "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-maint-01", "eventID": "EVT-MAINT-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-MAINT-01", "lab_family": "benign_maintenance", "change_ticket": "CHG-4411", "split": "test", "incomplete": false}
12
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-12T03:05:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"groupId": "sg-staging-web", "cidrIp": "10.0.0.0/8", "fromPort": 443, "toPort": 443}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-safe-01", "eventID": "EVT-SG-SAFE-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-SG-SAFE-01", "lab_family": "benign_restricted_sg", "change_ticket": "CHG-4411", "split": "test", "incomplete": false}
13
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-11T02:48:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"roleName": "break-glass", "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-iam-01", "eventID": "EVT-IAM-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-IAM-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "test", "incomplete": false}
14
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-11T15:30:00Z", "eventSource": "s3.amazonaws.com", "eventName": "DeletePublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-01", "eventID": "EVT-S3-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-S3-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "test", "incomplete": false}
15
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-11T18:20:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"groupId": "sg-prod-web", "cidrIp": "0.0.0.0/0", "fromPort": 22, "toPort": 22}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-open-01", "eventID": "EVT-SG-OPEN-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-SG-OPEN-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "test", "incomplete": false}
16
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-13T00:40:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StopLogging", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-01", "eventID": "EVT-TRAIL-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "EVT-TRAIL-01", "lab_family": "needs_review_logging_disable", "change_ticket": "", "split": "test", "incomplete": false}
17
+ {"eventVersion": "1.09", "userIdentity": {"type": "Root", "principalId": "111111111111", "arn": "arn:aws:iam::111111111111:root", "accountId": "111111111111"}, "eventTime": "2026-04-13T10:15:00Z", "eventSource": "iam.amazonaws.com", "eventName": "CreateAccessKey", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"userName": "root"}, "responseElements": {"_lab": true}, "requestID": "req-evt-root-01", "eventID": "EVT-ROOT-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-ROOT-01", "lab_family": "needs_review_root", "change_ticket": "", "split": "test", "incomplete": false}
18
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-14T11:20:00Z", "eventSource": "iam.amazonaws.com", "eventName": "UpdateAssumeRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "ci-deploy", "policyDocument": "{\"Version\":\"2012-10-17\",\"Statement\":[{\"Effect\":\"Allow\",\"Principal\":\"*\",\"Action\":\"sts:AssumeRole\"}]}"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trust-01", "eventID": "EVT-TRUST-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-TRUST-01", "lab_family": "needs_review_trust_wildcard", "change_ticket": "", "split": "test", "incomplete": false}
19
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-14T01:10:00Z", "eventSource": "guardduty.amazonaws.com", "eventName": "UpdateDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"detectorId": "det-prod-01", "enable": false}, "responseElements": {"_lab": true}, "requestID": "req-evt-gd-01", "eventID": "EVT-GD-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-GD-01", "lab_family": "needs_review_logging_disable", "change_ticket": "", "split": "test", "incomplete": false}
20
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-12T11:40:00Z", "eventSource": "iam.amazonaws.com", "eventName": "CreateAccessKey", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"userName": "deploy-bot"}, "responseElements": {"_lab": true}, "requestID": "req-evt-key-01", "eventID": "EVT-KEY-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-KEY-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "test", "incomplete": false}
21
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-10T13:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": null, "responseElements": null, "requestID": "req-evt-insuff-01", "eventID": "EVT-INSUFF-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-INSUFF-01", "lab_family": "insufficient_evidence", "change_ticket": "", "split": "test", "incomplete": true}
22
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-04T10:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutPublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export", "PublicAccessBlockConfiguration": {"BlockPublicAcls": true, "IgnorePublicAcls": true, "BlockPublicPolicy": true, "RestrictPublicBuckets": true}}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-before-dev", "eventID": "EVT-S3-BEFORE-DEV", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
23
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-11T09:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutPublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export", "PublicAccessBlockConfiguration": {"BlockPublicAcls": true, "IgnorePublicAcls": true, "BlockPublicPolicy": true, "RestrictPublicBuckets": true}}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-before-01", "eventID": "EVT-S3-BEFORE-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "test", "incomplete": false}
24
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-02T08:00:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StartLogging", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-before-dev", "eventID": "EVT-TRAIL-BEFORE-DEV", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
25
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-10T08:00:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StartLogging", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-before-01", "eventID": "EVT-TRAIL-BEFORE-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "test", "incomplete": false}
26
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T16:25:38Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0001", "eventID": "bg-0001", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
27
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-01T11:00:31Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0002", "eventID": "bg-0002", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
28
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-01T10:52:03Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0003", "eventID": "bg-0003", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
29
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T08:08:40Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0004", "eventID": "bg-0004", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
30
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-01T16:41:25Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0005", "eventID": "bg-0005", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
31
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-01T14:15:47Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0006", "eventID": "bg-0006", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
32
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-01T11:39:09Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0007", "eventID": "bg-0007", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
33
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-01T11:45:13Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0008", "eventID": "bg-0008", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
34
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-01T17:17:44Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0009", "eventID": "bg-0009", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
35
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T12:44:06Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0010", "eventID": "bg-0010", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
36
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T10:46:47Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0011", "eventID": "bg-0011", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
37
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-01T14:36:29Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0012", "eventID": "bg-0012", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
38
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T09:43:26Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0013", "eventID": "bg-0013", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
39
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T16:30:07Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0014", "eventID": "bg-0014", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
40
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-01T09:52:05Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0015", "eventID": "bg-0015", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
41
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T17:43:31Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0016", "eventID": "bg-0016", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
42
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T12:03:49Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0017", "eventID": "bg-0017", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
43
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T14:37:32Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0018", "eventID": "bg-0018", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
44
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T09:00:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0019", "eventID": "tag-0019", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
45
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T15:49:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0020", "eventID": "tag-0020", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
46
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T09:04:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0021", "eventID": "tag-0021", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
47
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T15:00:26Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0022", "eventID": "bg-0022", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
48
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T08:48:10Z", "eventSource": "sts.amazonaws.com", "eventName": "GetCallerIdentity", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0023", "eventID": "bg-0023", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
49
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T11:43:15Z", "eventSource": "sts.amazonaws.com", "eventName": "GetCallerIdentity", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0024", "eventID": "bg-0024", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
50
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T11:08:23Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0025", "eventID": "bg-0025", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
51
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T09:14:23Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0026", "eventID": "bg-0026", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
52
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T15:30:24Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0027", "eventID": "bg-0027", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
53
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T17:46:04Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0028", "eventID": "bg-0028", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
54
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T13:45:11Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0029", "eventID": "bg-0029", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
55
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-02T14:55:03Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0030", "eventID": "bg-0030", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
56
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T10:52:19Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0031", "eventID": "bg-0031", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
57
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-02T09:38:46Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0032", "eventID": "bg-0032", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
58
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-02T17:04:24Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0033", "eventID": "bg-0033", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
59
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T13:06:04Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0034", "eventID": "bg-0034", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
60
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T11:18:27Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0035", "eventID": "bg-0035", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
61
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T11:53:35Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0036", "eventID": "bg-0036", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
62
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T09:35:12Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0037", "eventID": "bg-0037", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
63
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-02T16:04:15Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0038", "eventID": "bg-0038", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
64
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-02T08:51:34Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0039", "eventID": "bg-0039", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
65
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T13:30:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0040", "eventID": "tag-0040", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
66
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T15:59:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0041", "eventID": "tag-0041", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
67
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T14:36:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0042", "eventID": "tag-0042", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
68
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-03T10:18:17Z", "eventSource": "sts.amazonaws.com", "eventName": "GetCallerIdentity", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0043", "eventID": "bg-0043", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
69
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-03T12:04:15Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0044", "eventID": "bg-0044", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
70
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-03T08:39:42Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0045", "eventID": "bg-0045", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
71
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-03T10:22:31Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0046", "eventID": "bg-0046", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
72
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-03T09:28:43Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0047", "eventID": "bg-0047", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
73
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-03T14:12:49Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0048", "eventID": "bg-0048", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
74
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-03T12:36:31Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0049", "eventID": "bg-0049", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
75
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-03T11:49:17Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0050", "eventID": "bg-0050", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
76
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-03T10:56:12Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0051", "eventID": "bg-0051", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
77
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T14:28:22Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0052", "eventID": "bg-0052", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
78
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T10:56:46Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0053", "eventID": "bg-0053", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
79
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T16:44:49Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0054", "eventID": "bg-0054", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
80
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-03T17:43:18Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0055", "eventID": "bg-0055", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
data/events_preview.csv ADDED
@@ -0,0 +1,320 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ event_id,timestamp,event_name,event_source,account_id,split,lab_event_id
2
+ EVT-MAINT-DEV-01,2026-04-05T02:15:00Z,AttachRolePolicy,iam.amazonaws.com,222222222222,development,EVT-MAINT-DEV-01
3
+ EVT-SG-SAFE-DEV-01,2026-04-05T02:40:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,222222222222,development,EVT-SG-SAFE-DEV-01
4
+ EVT-IAM-DEV-01,2026-04-03T03:12:00Z,AttachUserPolicy,iam.amazonaws.com,111111111111,development,EVT-IAM-DEV-01
5
+ EVT-S3-DEV-01,2026-04-04T14:22:00Z,DeletePublicAccessBlock,s3.amazonaws.com,222222222222,development,EVT-S3-DEV-01
6
+ EVT-SG-OPEN-DEV-01,2026-04-03T18:00:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,111111111111,development,EVT-SG-OPEN-DEV-01
7
+ EVT-TRAIL-DEV-01,2026-04-06T01:05:00Z,StopLogging,cloudtrail.amazonaws.com,333333333333,development,EVT-TRAIL-DEV-01
8
+ EVT-ROOT-DEV-01,2026-04-07T09:00:00Z,ConsoleLogin,signin.amazonaws.com,111111111111,development,EVT-ROOT-DEV-01
9
+ EVT-TRUST-DEV-01,2026-04-08T16:10:00Z,UpdateAssumeRolePolicy,iam.amazonaws.com,111111111111,development,EVT-TRUST-DEV-01
10
+ EVT-KEY-DEV-01,2026-04-07T11:20:00Z,CreateAccessKey,iam.amazonaws.com,222222222222,development,EVT-KEY-DEV-01
11
+ EVT-INSUFF-DEV-01,2026-04-02T11:00:00Z,PutBucketPolicy,s3.amazonaws.com,222222222222,development,EVT-INSUFF-DEV-01
12
+ EVT-MAINT-01,2026-04-12T02:20:00Z,AttachRolePolicy,iam.amazonaws.com,222222222222,test,EVT-MAINT-01
13
+ EVT-SG-SAFE-01,2026-04-12T03:05:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,222222222222,test,EVT-SG-SAFE-01
14
+ EVT-IAM-01,2026-04-11T02:48:00Z,AttachRolePolicy,iam.amazonaws.com,111111111111,test,EVT-IAM-01
15
+ EVT-S3-01,2026-04-11T15:30:00Z,DeletePublicAccessBlock,s3.amazonaws.com,222222222222,test,EVT-S3-01
16
+ EVT-SG-OPEN-01,2026-04-11T18:20:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,222222222222,test,EVT-SG-OPEN-01
17
+ EVT-TRAIL-01,2026-04-13T00:40:00Z,StopLogging,cloudtrail.amazonaws.com,333333333333,test,EVT-TRAIL-01
18
+ EVT-ROOT-01,2026-04-13T10:15:00Z,CreateAccessKey,iam.amazonaws.com,111111111111,test,EVT-ROOT-01
19
+ EVT-TRUST-01,2026-04-14T11:20:00Z,UpdateAssumeRolePolicy,iam.amazonaws.com,111111111111,test,EVT-TRUST-01
20
+ EVT-GD-01,2026-04-14T01:10:00Z,UpdateDetector,guardduty.amazonaws.com,111111111111,test,EVT-GD-01
21
+ EVT-KEY-01,2026-04-12T11:40:00Z,CreateAccessKey,iam.amazonaws.com,222222222222,test,EVT-KEY-01
22
+ EVT-INSUFF-01,2026-04-10T13:00:00Z,PutBucketAcl,s3.amazonaws.com,222222222222,test,EVT-INSUFF-01
23
+ EVT-S3-BEFORE-DEV,2026-04-04T10:00:00Z,PutPublicAccessBlock,s3.amazonaws.com,111111111111,development,
24
+ EVT-S3-BEFORE-01,2026-04-11T09:00:00Z,PutPublicAccessBlock,s3.amazonaws.com,111111111111,test,
25
+ EVT-TRAIL-BEFORE-DEV,2026-04-02T08:00:00Z,StartLogging,cloudtrail.amazonaws.com,111111111111,development,
26
+ EVT-TRAIL-BEFORE-01,2026-04-10T08:00:00Z,StartLogging,cloudtrail.amazonaws.com,111111111111,test,
27
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144
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146
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153
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154
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155
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156
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158
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159
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160
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161
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162
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163
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164
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169
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170
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171
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173
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174
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176
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178
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179
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180
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181
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182
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183
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184
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185
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186
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187
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189
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191
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192
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193
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195
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197
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198
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199
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200
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201
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202
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203
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204
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205
+ bg-0179,2026-04-09T08:43:14Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
206
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207
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208
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209
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210
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211
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212
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213
+ tag-0187,2026-04-09T14:43:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
214
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215
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216
+ bg-0190,2026-04-10T14:04:07Z,ListUsers,iam.amazonaws.com,222222222222,test,
217
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218
+ bg-0192,2026-04-10T09:02:34Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,test,
219
+ bg-0193,2026-04-10T15:32:08Z,GetRole,iam.amazonaws.com,111111111111,test,
220
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2776
+ "requestID": "req-bg-0211",
2777
+ "eventID": "bg-0211",
2778
+ "readOnly": true,
2779
+ "eventType": "AwsApiCall",
2780
+ "managementEvent": true,
2781
+ "recipientAccountId": "333333333333",
2782
+ "errorCode": null,
2783
+ "lab_event_id": "",
2784
+ "lab_family": "",
2785
+ "change_ticket": "",
2786
+ "split": "test",
2787
+ "incomplete": false
2788
+ },
2789
+ {
2790
+ "eventVersion": "1.09",
2791
+ "userIdentity": {
2792
+ "type": "IAMUser",
2793
+ "principalId": "AIDAIALICELAB",
2794
+ "arn": "arn:aws:iam::111111111111:user/alice",
2795
+ "accountId": "111111111111",
2796
+ "userName": "alice"
2797
+ },
2798
+ "eventTime": "2026-04-11T10:35:34Z",
2799
+ "eventSource": "s3.amazonaws.com",
2800
+ "eventName": "GetBucketAcl",
2801
+ "awsRegion": "us-east-1",
2802
+ "sourceIPAddress": "203.0.113.10",
2803
+ "userAgent": "aws-cli/2.15.0",
2804
+ "requestParameters": {
2805
+ "bucketName": "prod-invoice-export"
2806
+ },
2807
+ "responseElements": null,
2808
+ "requestID": "req-bg-0216",
2809
+ "eventID": "bg-0216",
2810
+ "readOnly": true,
2811
+ "eventType": "AwsApiCall",
2812
+ "managementEvent": true,
2813
+ "recipientAccountId": "111111111111",
2814
+ "errorCode": null,
2815
+ "lab_event_id": "",
2816
+ "lab_family": "",
2817
+ "change_ticket": "",
2818
+ "split": "test",
2819
+ "incomplete": false
2820
+ }
2821
+ ]
2822
+ }
data/gold_events.json ADDED
@@ -0,0 +1,233 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "event_id": "EVT-MAINT-DEV-01",
4
+ "account_alias": "acct_staging",
5
+ "actor_alias": "role_terraform-staging",
6
+ "start": "2026-04-05T02:15:00Z",
7
+ "end": "2026-04-05T02:16:00Z",
8
+ "family": "benign_maintenance",
9
+ "split": "development",
10
+ "change_type": "iam_privilege_grant",
11
+ "note": "Sunday staging window. Terraform attaches a job role policy with ticket CHG-4411."
12
+ },
13
+ {
14
+ "event_id": "EVT-SG-SAFE-DEV-01",
15
+ "account_alias": "acct_staging",
16
+ "actor_alias": "role_terraform-staging",
17
+ "start": "2026-04-05T02:40:00Z",
18
+ "end": "2026-04-05T02:41:00Z",
19
+ "family": "benign_restricted_sg",
20
+ "split": "development",
21
+ "change_type": "security_group_ingress",
22
+ "note": "Maintenance SG ingress from 10.0.0.0/8, not 0.0.0.0/0."
23
+ },
24
+ {
25
+ "event_id": "EVT-IAM-DEV-01",
26
+ "account_alias": "acct_prod",
27
+ "actor_alias": "usr_alice",
28
+ "start": "2026-04-03T03:12:00Z",
29
+ "end": "2026-04-03T03:13:00Z",
30
+ "family": "needs_review_iam_escalation",
31
+ "split": "development",
32
+ "change_type": "iam_privilege_grant",
33
+ "note": "Off-hours AttachUserPolicy AdministratorAccess on prod."
34
+ },
35
+ {
36
+ "event_id": "EVT-S3-DEV-01",
37
+ "account_alias": "acct_prod",
38
+ "actor_alias": "usr_bob",
39
+ "start": "2026-04-04T14:22:00Z",
40
+ "end": "2026-04-04T14:23:00Z",
41
+ "family": "needs_review_public_exposure",
42
+ "split": "development",
43
+ "change_type": "s3_public_exposure",
44
+ "note": "DeletePublicAccessBlock on a prod bucket. That is a request, not proven current exposure."
45
+ },
46
+ {
47
+ "event_id": "EVT-SG-OPEN-DEV-01",
48
+ "account_alias": "acct_prod",
49
+ "actor_alias": "usr_alice",
50
+ "start": "2026-04-03T18:00:00Z",
51
+ "end": "2026-04-03T18:01:00Z",
52
+ "family": "needs_review_public_exposure",
53
+ "split": "development",
54
+ "change_type": "security_group_ingress",
55
+ "note": "AuthorizeSecurityGroupIngress 0.0.0.0/0 on prod."
56
+ },
57
+ {
58
+ "event_id": "EVT-TRAIL-DEV-01",
59
+ "account_alias": "acct_prod",
60
+ "actor_alias": "usr_carol",
61
+ "start": "2026-04-06T01:05:00Z",
62
+ "end": "2026-04-06T01:06:00Z",
63
+ "family": "needs_review_logging_disable",
64
+ "split": "development",
65
+ "change_type": "trail_logging_change",
66
+ "note": "Contractor StopLogging on the prod trail."
67
+ },
68
+ {
69
+ "event_id": "EVT-ROOT-DEV-01",
70
+ "account_alias": "acct_prod",
71
+ "actor_alias": "root_lab",
72
+ "start": "2026-04-07T09:00:00Z",
73
+ "end": "2026-04-07T09:01:00Z",
74
+ "family": "needs_review_root",
75
+ "split": "development",
76
+ "change_type": "root_activity",
77
+ "note": "Root console login."
78
+ },
79
+ {
80
+ "event_id": "EVT-TRUST-DEV-01",
81
+ "account_alias": "acct_prod",
82
+ "actor_alias": "usr_dave",
83
+ "start": "2026-04-08T16:10:00Z",
84
+ "end": "2026-04-08T16:11:00Z",
85
+ "family": "needs_review_trust_wildcard",
86
+ "split": "development",
87
+ "change_type": "role_trust_change",
88
+ "note": "UpdateAssumeRolePolicy with Principal *."
89
+ },
90
+ {
91
+ "event_id": "EVT-KEY-DEV-01",
92
+ "account_alias": "acct_staging",
93
+ "actor_alias": "usr_bob",
94
+ "start": "2026-04-07T11:20:00Z",
95
+ "end": "2026-04-07T11:21:00Z",
96
+ "family": "needs_review_iam_escalation",
97
+ "split": "development",
98
+ "change_type": "iam_credential_create",
99
+ "note": "CreateAccessKey for a staging user during business hours."
100
+ },
101
+ {
102
+ "event_id": "EVT-INSUFF-DEV-01",
103
+ "account_alias": "acct_prod",
104
+ "actor_alias": "usr_bob",
105
+ "start": "2026-04-02T11:00:00Z",
106
+ "end": "2026-04-02T11:01:00Z",
107
+ "family": "insufficient_evidence",
108
+ "split": "development",
109
+ "change_type": "s3_public_exposure",
110
+ "note": "PutBucketPolicy without requestParameters. Before/after unknown."
111
+ },
112
+ {
113
+ "event_id": "EVT-MAINT-01",
114
+ "account_alias": "acct_staging",
115
+ "actor_alias": "role_terraform-staging",
116
+ "start": "2026-04-12T02:20:00Z",
117
+ "end": "2026-04-12T02:21:00Z",
118
+ "family": "benign_maintenance",
119
+ "split": "test",
120
+ "change_type": "iam_privilege_grant",
121
+ "note": "Held-out Sunday staging terraform AttachRolePolicy with CHG-4411."
122
+ },
123
+ {
124
+ "event_id": "EVT-SG-SAFE-01",
125
+ "account_alias": "acct_staging",
126
+ "actor_alias": "role_terraform-staging",
127
+ "start": "2026-04-12T03:05:00Z",
128
+ "end": "2026-04-12T03:06:00Z",
129
+ "family": "benign_restricted_sg",
130
+ "split": "test",
131
+ "change_type": "security_group_ingress",
132
+ "note": "Held-out restricted SG during the approved window."
133
+ },
134
+ {
135
+ "event_id": "EVT-IAM-01",
136
+ "account_alias": "acct_prod",
137
+ "actor_alias": "usr_alice",
138
+ "start": "2026-04-11T02:48:00Z",
139
+ "end": "2026-04-11T02:49:00Z",
140
+ "family": "needs_review_iam_escalation",
141
+ "split": "test",
142
+ "change_type": "iam_privilege_grant",
143
+ "note": "Held-out off-hours AdministratorAccess attach on prod."
144
+ },
145
+ {
146
+ "event_id": "EVT-S3-01",
147
+ "account_alias": "acct_prod",
148
+ "actor_alias": "usr_bob",
149
+ "start": "2026-04-11T15:30:00Z",
150
+ "end": "2026-04-11T15:31:00Z",
151
+ "family": "needs_review_public_exposure",
152
+ "split": "test",
153
+ "change_type": "s3_public_exposure",
154
+ "note": "Held-out DeletePublicAccessBlock."
155
+ },
156
+ {
157
+ "event_id": "EVT-SG-OPEN-01",
158
+ "account_alias": "acct_prod",
159
+ "actor_alias": "usr_bob",
160
+ "start": "2026-04-11T18:20:00Z",
161
+ "end": "2026-04-11T18:21:00Z",
162
+ "family": "needs_review_public_exposure",
163
+ "split": "test",
164
+ "change_type": "security_group_ingress",
165
+ "note": "Held-out 0.0.0.0/0 security group ingress."
166
+ },
167
+ {
168
+ "event_id": "EVT-TRAIL-01",
169
+ "account_alias": "acct_prod",
170
+ "actor_alias": "usr_carol",
171
+ "start": "2026-04-13T00:40:00Z",
172
+ "end": "2026-04-13T00:41:00Z",
173
+ "family": "needs_review_logging_disable",
174
+ "split": "test",
175
+ "change_type": "trail_logging_change",
176
+ "note": "Held-out StopLogging."
177
+ },
178
+ {
179
+ "event_id": "EVT-ROOT-01",
180
+ "account_alias": "acct_prod",
181
+ "actor_alias": "root_lab",
182
+ "start": "2026-04-13T10:15:00Z",
183
+ "end": "2026-04-13T10:16:00Z",
184
+ "family": "needs_review_root",
185
+ "split": "test",
186
+ "change_type": "root_activity",
187
+ "note": "Held-out root CreateAccessKey."
188
+ },
189
+ {
190
+ "event_id": "EVT-TRUST-01",
191
+ "account_alias": "acct_prod",
192
+ "actor_alias": "usr_dave",
193
+ "start": "2026-04-14T11:20:00Z",
194
+ "end": "2026-04-14T11:21:00Z",
195
+ "family": "needs_review_trust_wildcard",
196
+ "split": "test",
197
+ "change_type": "role_trust_change",
198
+ "note": "Held-out wildcard trust policy."
199
+ },
200
+ {
201
+ "event_id": "EVT-GD-01",
202
+ "account_alias": "acct_prod",
203
+ "actor_alias": "usr_alice",
204
+ "start": "2026-04-14T01:10:00Z",
205
+ "end": "2026-04-14T01:11:00Z",
206
+ "family": "needs_review_logging_disable",
207
+ "split": "test",
208
+ "change_type": "detector_disable",
209
+ "note": "Held-out GuardDuty UpdateDetector Enable=false."
210
+ },
211
+ {
212
+ "event_id": "EVT-KEY-01",
213
+ "account_alias": "acct_staging",
214
+ "actor_alias": "usr_bob",
215
+ "start": "2026-04-12T11:40:00Z",
216
+ "end": "2026-04-12T11:41:00Z",
217
+ "family": "needs_review_iam_escalation",
218
+ "split": "test",
219
+ "change_type": "iam_credential_create",
220
+ "note": "Held-out CreateAccessKey. Medium severity; should drop at a high T."
221
+ },
222
+ {
223
+ "event_id": "EVT-INSUFF-01",
224
+ "account_alias": "acct_prod",
225
+ "actor_alias": "usr_bob",
226
+ "start": "2026-04-10T13:00:00Z",
227
+ "end": "2026-04-10T13:01:00Z",
228
+ "family": "insufficient_evidence",
229
+ "split": "test",
230
+ "change_type": "s3_public_exposure",
231
+ "note": "Held-out PutBucketAcl without requestParameters."
232
+ }
233
+ ]
data/protocol.md ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ # AriaCloudTrail laboratory protocol
2
+
3
+ Synthetic AWS CloudTrail management events, seed 16, three lab accounts.
4
+ Account IDs 111111111111 / 222222222222 / 333333333333 are aliases for prod/staging/sandbox.
5
+ No live cloud credentials, no configuration changes, no network calls to AWS.
6
+
7
+ Gold `needs_review_*` ranges are authored sensitive changes. Sunday 02:00-06:00 UTC on staging with ticket CHG-4411 is approved maintenance.
8
+ Before/after is only claimed when both events exist in the export. A single Put/Delete does not prove current exposure.
9
+
10
+ Split is by period (test starts 2026-04-10) and account. Rows of one authored event stay together.
data/ruleset.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "maintenance": {
3
+ "account": "acct_staging",
4
+ "actor": "role_terraform-staging",
5
+ "ticket": "CHG-4411",
6
+ "window": "Sunday 02:00-06:00 UTC",
7
+ "allowed": [
8
+ "iam_privilege_grant",
9
+ "security_group_ingress"
10
+ ],
11
+ "forbidden": [
12
+ "AdministratorAccess",
13
+ "0.0.0.0/0",
14
+ "root"
15
+ ]
16
+ },
17
+ "event_map_count": 28
18
+ }
data/sample_preview.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "run_id": "ariact-18b781e709479f28",
3
+ "status": "ready",
4
+ "status_label": "Changes ready for review \u00b7 Live parse, ruleset, role/time baseline, and limited correlation",
5
+ "kpis": {
6
+ "n_raw": 319,
7
+ "n_valid": 319,
8
+ "n_dropped": 0,
9
+ "n_changes": 23,
10
+ "n_security_review": 14,
11
+ "n_context": 4,
12
+ "n_incomplete": 3,
13
+ "parse_coverage": 1.0,
14
+ "event_recall": 1.0,
15
+ "precision_at_k": 1.0,
16
+ "false_alarms_per_account_day": 0.0,
17
+ "change_type_accuracy": 1.0,
18
+ "maintenance_as_security": 0,
19
+ "ungrounded_claims": 0,
20
+ "seconds": 1.275,
21
+ "threshold": 3.0,
22
+ "model_names": "rules+baseline+correlation",
23
+ "daily_capacity": 8
24
+ },
25
+ "kpi_html": "<div class='kpi-grid'><article class='kpi-card'><p class='kpi-label'>Needs security review</p><p class='kpi-value'>14</p><p class='kpi-sub'>4 context changes</p></article><article class='kpi-card'><p class='kpi-label'>Parse coverage</p><p class='kpi-value'>100%</p><p class='kpi-sub'>319/319</p></article><article class='kpi-card'><p class='kpi-label'>Insufficient rows</p><p class='kpi-value'>3</p><p class='kpi-sub'>missing time/event or request body</p></article><article class='kpi-card'><p class='kpi-label'>Test event recall</p><p class='kpi-value'>100%</p><p class='kpi-sub'>rule-severity baseline: 1.0</p></article><article class='kpi-card'><p class='kpi-label'>Precision @ 8/day</p><p class='kpi-value'>100%</p><p class='kpi-sub'>held-out daily review capacity</p></article><article class='kpi-card'><p class='kpi-label'>Change-type accuracy</p><p class='kpi-value'>100%</p><p class='kpi-sub'>gold eventName mapping</p></article><article class='kpi-card'><p class='kpi-label'>False alarms / account-day</p><p class='kpi-value'>0.000</p><p class='kpi-sub'>security-review without a review label</p></article><article class='kpi-card'><p class='kpi-label'>Analyze time</p><p class='kpi-value'>1.3s</p><p class='kpi-sub'>T=3.0</p></article></div>",
26
+ "validation_ok": true,
27
+ "precomputed": true
28
+ }
data/schema.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema_id": "ariacloudtrail.change_event.v1",
3
+ "required_after_parse": [
4
+ "timestamp",
5
+ "event_name"
6
+ ],
7
+ "cloudtrail_fields": [
8
+ "eventTime",
9
+ "eventName",
10
+ "eventSource",
11
+ "userIdentity",
12
+ "recipientAccountId"
13
+ ],
14
+ "timezone": "UTC",
15
+ "null_meaning": "missing field, not a safe default",
16
+ "change_types": [
17
+ "iam_privilege_grant",
18
+ "iam_credential_create",
19
+ "security_group_ingress",
20
+ "s3_public_exposure",
21
+ "trail_logging_change",
22
+ "kms_control_change",
23
+ "root_activity",
24
+ "instance_exposure",
25
+ "role_trust_change",
26
+ "detector_disable"
27
+ ]
28
+ }
data/splits.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "development": "2026-04-01T00:00:00Z/2026-04-10T00:00:00Z",
3
+ "test": "2026-04-10T00:00:00Z/2026-04-15T00:00:00Z",
4
+ "group": "account and period; one authored event stays in one split",
5
+ "service_principals": "AssumedRole actors are modeled separately from IAM users",
6
+ "history": "before/after and burst counts use only earlier events"
7
+ }
demo/.gitattributes ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ * text=auto eol=lf
2
+ *.py text eol=lf
3
+ *.md text eol=lf
4
+ *.csv text eol=lf
5
+ *.json text eol=lf
6
+ *.jsonl text eol=lf
7
+ *.yml text eol=lf
8
+ *.yaml text eol=lf
9
+ *.html text eol=lf
10
+ *.txt text eol=lf
11
+ *.log text eol=lf
demo/.gitignore ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ __pycache__/
2
+ *.py[cod]
3
+ .pytest_cache/
4
+ .venv/
5
+ .venv-cloudtrail/
6
+ *.egg-info/
7
+ .DS_Store
8
+ reports/
demo/README.md ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ title: AriaCloudTrail Sensitive Change Review
3
+ emoji: ☁️
4
+ colorFrom: blue
5
+ colorTo: indigo
6
+ sdk: gradio
7
+ sdk_version: 6.15.1
8
+ app_file: app.py
9
+ fullWidth: true
10
+ python_version: "3.12"
11
+ short_description: Review CloudTrail changes; maintenance is not exposure
12
+ pinned: true
13
+ license: apache-2.0
14
+ tags:
15
+ - cybersecurity
16
+ - cloud-security
17
+ - audit-log
18
+ - text-analysis
19
+ - data-visualization
20
+ datasets:
21
+ - AriaAICompany/cloudtrail-lab
22
+ ---
23
+
24
+ # AriaCloudTrail — Sensitive Cloud Change Review
25
+
26
+ **Aria AI** workstation for Cloud SOC. Exported AWS CloudTrail is parsed, actors and resources are aliased, and **ten change families** are ranked for a human look. An approved Sunday staging window is context. A single `Put*` or `Delete*` event is a request, not proof of current exposure.
27
+
28
+ Severity, confidence, and approval status stay three separate fields. This Space never asks for cloud credentials and never changes IAM, S3, security groups, or CloudTrail.
29
+
30
+ ## What you can do
31
+
32
+ 1. Run the 14-day 3-account laboratory pack (seed 16) or upload CloudTrail `Records` JSON / JSONL / CSV.
33
+ 2. Compare AriaCloudTrail with raw `eventName` severity, a role/time baseline, limited correlation, and maintenance-aware rules.
34
+ 3. Move threshold T and see **alert count and held-out event recall together**, plus precision at a daily review capacity of eight changes.
35
+ 4. Open a change card for redacted evidence `event_id` values, before/after only when both sides exist, and the actor timeline. Filter actor, resource, or change type.
36
+ 5. Download a hashed CSV/JSON bundle for this run.
37
+
38
+ CPU only. No paid API. Account IDs, ARNs, IPs, and access keys are not shown raw.
39
+
40
+ ## Hosting
41
+
42
+ - Dataset: [AriaAICompany/cloudtrail-lab](https://huggingface.co/datasets/AriaAICompany/cloudtrail-lab)
43
+ - Collection: [Aria AI — Cybersecurity](https://huggingface.co/collections/AriaAICompany/aria-ai-cybersecurity-6ab01faa3995a3bb737b58a7)
44
+ - Live app: `alirezaaminzadeh/aria-cloud-trail` when Gradio hosting is available
45
+ - Organization card: `AriaAICompany/aria-cloud-trail` (static; org Gradio needs Team/Enterprise)
46
+
47
+ ## Persian
48
+
49
+ آریاکلودتریل رویدادهای مدیریتی CloudTrail آزمایشگاهی را به ده نوع تغییر نگاشت می‌کند و پنجره نگهداری تأییدشده را از رفتار نیازمند بررسی جدا می‌کند. یک رویداد به‌تنهایی مواجهه فعلی ابر را ثابت نمی‌کند. قبل/بعد فقط وقتی هر دو موجود باشند نشان داده می‌شود. اعتبارنامه ابر خواسته نمی‌شود و هیچ تغییری اعمال نمی‌شود.
50
+
51
+ ## Links
52
+
53
+ - [AriaAICompany](https://huggingface.co/AriaAICompany)
54
+ - [aria-ai.ir](https://aria-ai.ir/)
55
+ - Roadmap project 16 of 25
demo/app.py ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+
3
+ from src.ui import CSS, build_demo
4
+
5
+ demo = build_demo()
6
+
7
+ if __name__ == "__main__":
8
+ demo.launch(theme=gr.themes.Soft(primary_hue="sky", secondary_hue="slate"), css=CSS)
demo/evaluations/evaluation.json ADDED
@@ -0,0 +1,289 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "seed": 16,
3
+ "n_events": 319,
4
+ "n_accounts": 3,
5
+ "n_gold": 21,
6
+ "kpis": {
7
+ "n_raw": 319,
8
+ "n_valid": 319,
9
+ "n_dropped": 0,
10
+ "n_changes": 23,
11
+ "n_security_review": 14,
12
+ "n_context": 4,
13
+ "n_incomplete": 3,
14
+ "parse_coverage": 1.0,
15
+ "event_recall": 1.0,
16
+ "precision_at_k": 1.0,
17
+ "false_alarms_per_account_day": 0.0,
18
+ "change_type_accuracy": 1.0,
19
+ "maintenance_as_security": 0,
20
+ "ungrounded_claims": 0,
21
+ "seconds": 1.275,
22
+ "threshold": 3.0,
23
+ "model_names": "rules+baseline+correlation",
24
+ "daily_capacity": 8
25
+ },
26
+ "comparison": [
27
+ {
28
+ "method": "rule_severity",
29
+ "split": "development",
30
+ "event_recall": 1.0,
31
+ "precision_at_k": 0.7143,
32
+ "false_alarms_per_account_day": 0.1154,
33
+ "change_type_accuracy": 1.0,
34
+ "maintenance_as_security": 2,
35
+ "ungrounded_claims": 0,
36
+ "n_security_alerts": 10,
37
+ "n_context_alerts": 0,
38
+ "n_review_events": 7,
39
+ "parse_coverage": 1.0
40
+ },
41
+ {
42
+ "method": "role_time_baseline",
43
+ "split": "development",
44
+ "event_recall": 0.2857,
45
+ "precision_at_k": 1.0,
46
+ "false_alarms_per_account_day": 0.0,
47
+ "change_type_accuracy": 1.0,
48
+ "maintenance_as_security": 0,
49
+ "ungrounded_claims": 0,
50
+ "n_security_alerts": 2,
51
+ "n_context_alerts": 0,
52
+ "n_review_events": 7,
53
+ "parse_coverage": 1.0
54
+ },
55
+ {
56
+ "method": "correlation",
57
+ "split": "development",
58
+ "event_recall": 0.1429,
59
+ "precision_at_k": 0.5,
60
+ "false_alarms_per_account_day": 0.0385,
61
+ "change_type_accuracy": 1.0,
62
+ "maintenance_as_security": 1,
63
+ "ungrounded_claims": 0,
64
+ "n_security_alerts": 2,
65
+ "n_context_alerts": 0,
66
+ "n_review_events": 7,
67
+ "parse_coverage": 1.0
68
+ },
69
+ {
70
+ "method": "maintenance_aware_rules",
71
+ "split": "development",
72
+ "event_recall": 0.8571,
73
+ "precision_at_k": 1.0,
74
+ "false_alarms_per_account_day": 0.0,
75
+ "change_type_accuracy": 1.0,
76
+ "maintenance_as_security": 0,
77
+ "ungrounded_claims": 0,
78
+ "n_security_alerts": 6,
79
+ "n_context_alerts": 0,
80
+ "n_review_events": 7,
81
+ "parse_coverage": 1.0
82
+ },
83
+ {
84
+ "method": "ariacloudtrail",
85
+ "split": "development",
86
+ "event_recall": 0.8571,
87
+ "precision_at_k": 1.0,
88
+ "false_alarms_per_account_day": 0.0,
89
+ "change_type_accuracy": 1.0,
90
+ "maintenance_as_security": 0,
91
+ "ungrounded_claims": 0,
92
+ "n_security_alerts": 6,
93
+ "n_context_alerts": 2,
94
+ "n_review_events": 7,
95
+ "parse_coverage": 1.0
96
+ },
97
+ {
98
+ "method": "rule_severity",
99
+ "split": "test",
100
+ "event_recall": 1.0,
101
+ "precision_at_k": 0.6667,
102
+ "false_alarms_per_account_day": 0.2,
103
+ "change_type_accuracy": 1.0,
104
+ "maintenance_as_security": 2,
105
+ "ungrounded_claims": 0,
106
+ "n_security_alerts": 11,
107
+ "n_context_alerts": 0,
108
+ "n_review_events": 8,
109
+ "parse_coverage": 1.0
110
+ },
111
+ {
112
+ "method": "role_time_baseline",
113
+ "split": "test",
114
+ "event_recall": 0.5,
115
+ "precision_at_k": 1.0,
116
+ "false_alarms_per_account_day": 0.0,
117
+ "change_type_accuracy": 1.0,
118
+ "maintenance_as_security": 0,
119
+ "ungrounded_claims": 0,
120
+ "n_security_alerts": 4,
121
+ "n_context_alerts": 0,
122
+ "n_review_events": 8,
123
+ "parse_coverage": 1.0
124
+ },
125
+ {
126
+ "method": "correlation",
127
+ "split": "test",
128
+ "event_recall": 0.5,
129
+ "precision_at_k": 0.8333,
130
+ "false_alarms_per_account_day": 0.1333,
131
+ "change_type_accuracy": 1.0,
132
+ "maintenance_as_security": 2,
133
+ "ungrounded_claims": 0,
134
+ "n_security_alerts": 6,
135
+ "n_context_alerts": 0,
136
+ "n_review_events": 8,
137
+ "parse_coverage": 1.0
138
+ },
139
+ {
140
+ "method": "maintenance_aware_rules",
141
+ "split": "test",
142
+ "event_recall": 1.0,
143
+ "precision_at_k": 1.0,
144
+ "false_alarms_per_account_day": 0.0,
145
+ "change_type_accuracy": 1.0,
146
+ "maintenance_as_security": 0,
147
+ "ungrounded_claims": 0,
148
+ "n_security_alerts": 8,
149
+ "n_context_alerts": 0,
150
+ "n_review_events": 8,
151
+ "parse_coverage": 1.0
152
+ },
153
+ {
154
+ "method": "ariacloudtrail",
155
+ "split": "test",
156
+ "event_recall": 1.0,
157
+ "precision_at_k": 1.0,
158
+ "false_alarms_per_account_day": 0.0,
159
+ "change_type_accuracy": 1.0,
160
+ "maintenance_as_security": 0,
161
+ "ungrounded_claims": 0,
162
+ "n_security_alerts": 8,
163
+ "n_context_alerts": 2,
164
+ "n_review_events": 8,
165
+ "parse_coverage": 1.0
166
+ },
167
+ {
168
+ "method": "rule_severity",
169
+ "split": "all",
170
+ "event_recall": 1.0,
171
+ "precision_at_k": 0.6944,
172
+ "false_alarms_per_account_day": 0.1463,
173
+ "change_type_accuracy": 1.0,
174
+ "maintenance_as_security": 4,
175
+ "ungrounded_claims": 0,
176
+ "n_security_alerts": 21,
177
+ "n_context_alerts": 0,
178
+ "n_review_events": 15,
179
+ "parse_coverage": 1.0
180
+ },
181
+ {
182
+ "method": "role_time_baseline",
183
+ "split": "all",
184
+ "event_recall": 0.4,
185
+ "precision_at_k": 1.0,
186
+ "false_alarms_per_account_day": 0.0,
187
+ "change_type_accuracy": 1.0,
188
+ "maintenance_as_security": 0,
189
+ "ungrounded_claims": 0,
190
+ "n_security_alerts": 6,
191
+ "n_context_alerts": 0,
192
+ "n_review_events": 15,
193
+ "parse_coverage": 1.0
194
+ },
195
+ {
196
+ "method": "correlation",
197
+ "split": "all",
198
+ "event_recall": 0.3333,
199
+ "precision_at_k": 0.7222,
200
+ "false_alarms_per_account_day": 0.0732,
201
+ "change_type_accuracy": 1.0,
202
+ "maintenance_as_security": 3,
203
+ "ungrounded_claims": 0,
204
+ "n_security_alerts": 8,
205
+ "n_context_alerts": 0,
206
+ "n_review_events": 15,
207
+ "parse_coverage": 1.0
208
+ },
209
+ {
210
+ "method": "maintenance_aware_rules",
211
+ "split": "all",
212
+ "event_recall": 0.9333,
213
+ "precision_at_k": 1.0,
214
+ "false_alarms_per_account_day": 0.0,
215
+ "change_type_accuracy": 1.0,
216
+ "maintenance_as_security": 0,
217
+ "ungrounded_claims": 0,
218
+ "n_security_alerts": 14,
219
+ "n_context_alerts": 0,
220
+ "n_review_events": 15,
221
+ "parse_coverage": 1.0
222
+ },
223
+ {
224
+ "method": "ariacloudtrail",
225
+ "split": "all",
226
+ "event_recall": 0.9333,
227
+ "precision_at_k": 1.0,
228
+ "false_alarms_per_account_day": 0.0,
229
+ "change_type_accuracy": 1.0,
230
+ "maintenance_as_security": 0,
231
+ "ungrounded_claims": 0,
232
+ "n_security_alerts": 14,
233
+ "n_context_alerts": 4,
234
+ "n_review_events": 15,
235
+ "parse_coverage": 1.0
236
+ }
237
+ ],
238
+ "calibration": [
239
+ {
240
+ "threshold": 1.5,
241
+ "n_security_alerts": 8,
242
+ "event_recall": 1.0,
243
+ "precision_at_k": 1.0,
244
+ "false_alarms_per_account_day": 0.0
245
+ },
246
+ {
247
+ "threshold": 2.0,
248
+ "n_security_alerts": 8,
249
+ "event_recall": 1.0,
250
+ "precision_at_k": 1.0,
251
+ "false_alarms_per_account_day": 0.0
252
+ },
253
+ {
254
+ "threshold": 2.5,
255
+ "n_security_alerts": 8,
256
+ "event_recall": 1.0,
257
+ "precision_at_k": 1.0,
258
+ "false_alarms_per_account_day": 0.0
259
+ },
260
+ {
261
+ "threshold": 3.0,
262
+ "n_security_alerts": 8,
263
+ "event_recall": 1.0,
264
+ "precision_at_k": 1.0,
265
+ "false_alarms_per_account_day": 0.0
266
+ },
267
+ {
268
+ "threshold": 3.5,
269
+ "n_security_alerts": 8,
270
+ "event_recall": 1.0,
271
+ "precision_at_k": 1.0,
272
+ "false_alarms_per_account_day": 0.0
273
+ },
274
+ {
275
+ "threshold": 4.0,
276
+ "n_security_alerts": 8,
277
+ "event_recall": 1.0,
278
+ "precision_at_k": 1.0,
279
+ "false_alarms_per_account_day": 0.0
280
+ },
281
+ {
282
+ "threshold": 5.0,
283
+ "n_security_alerts": 7,
284
+ "event_recall": 0.875,
285
+ "precision_at_k": 1.0,
286
+ "false_alarms_per_account_day": 0.0
287
+ }
288
+ ]
289
+ }
demo/examples/cloudtrail_sample.json ADDED
@@ -0,0 +1,446 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "Records": [
3
+ {
4
+ "eventVersion": "1.09",
5
+ "userIdentity": {
6
+ "type": "AssumedRole",
7
+ "principalId": "222222222222:terraform-staging",
8
+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
9
+ "accountId": "222222222222",
10
+ "sessionContext": {
11
+ "sessionIssuer": {
12
+ "type": "Role",
13
+ "userName": "terraform-staging",
14
+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
15
+ "accountId": "222222222222"
16
+ }
17
+ }
18
+ },
19
+ "eventTime": "2026-04-05T02:15:00Z",
20
+ "eventSource": "iam.amazonaws.com",
21
+ "eventName": "AttachRolePolicy",
22
+ "awsRegion": "us-east-1",
23
+ "sourceIPAddress": "198.51.100.20",
24
+ "userAgent": "terraform/1.9.0",
25
+ "requestParameters": {
26
+ "roleName": "job-runner",
27
+ "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"
28
+ },
29
+ "responseElements": {
30
+ "_lab": true
31
+ },
32
+ "requestID": "req-evt-maint-dev-01",
33
+ "eventID": "EVT-MAINT-DEV-01",
34
+ "readOnly": false,
35
+ "eventType": "AwsApiCall",
36
+ "managementEvent": true,
37
+ "recipientAccountId": "222222222222",
38
+ "errorCode": null,
39
+ "lab_event_id": "EVT-MAINT-DEV-01",
40
+ "lab_family": "benign_maintenance",
41
+ "change_ticket": "CHG-4411",
42
+ "split": "development",
43
+ "incomplete": false
44
+ },
45
+ {
46
+ "eventVersion": "1.09",
47
+ "userIdentity": {
48
+ "type": "AssumedRole",
49
+ "principalId": "222222222222:terraform-staging",
50
+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
51
+ "accountId": "222222222222",
52
+ "sessionContext": {
53
+ "sessionIssuer": {
54
+ "type": "Role",
55
+ "userName": "terraform-staging",
56
+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
57
+ "accountId": "222222222222"
58
+ }
59
+ }
60
+ },
61
+ "eventTime": "2026-04-05T02:40:00Z",
62
+ "eventSource": "ec2.amazonaws.com",
63
+ "eventName": "AuthorizeSecurityGroupIngress",
64
+ "awsRegion": "us-east-1",
65
+ "sourceIPAddress": "198.51.100.20",
66
+ "userAgent": "terraform/1.9.0",
67
+ "requestParameters": {
68
+ "groupId": "sg-staging-web",
69
+ "cidrIp": "10.0.0.0/8",
70
+ "fromPort": 443,
71
+ "toPort": 443
72
+ },
73
+ "responseElements": {
74
+ "_lab": true
75
+ },
76
+ "requestID": "req-evt-sg-safe-dev-01",
77
+ "eventID": "EVT-SG-SAFE-DEV-01",
78
+ "readOnly": false,
79
+ "eventType": "AwsApiCall",
80
+ "managementEvent": true,
81
+ "recipientAccountId": "222222222222",
82
+ "errorCode": null,
83
+ "lab_event_id": "EVT-SG-SAFE-DEV-01",
84
+ "lab_family": "benign_restricted_sg",
85
+ "change_ticket": "CHG-4411",
86
+ "split": "development",
87
+ "incomplete": false
88
+ },
89
+ {
90
+ "eventVersion": "1.09",
91
+ "userIdentity": {
92
+ "type": "IAMUser",
93
+ "principalId": "AIDAIALICELAB",
94
+ "arn": "arn:aws:iam::111111111111:user/alice",
95
+ "accountId": "111111111111",
96
+ "userName": "alice"
97
+ },
98
+ "eventTime": "2026-04-03T03:12:00Z",
99
+ "eventSource": "iam.amazonaws.com",
100
+ "eventName": "AttachUserPolicy",
101
+ "awsRegion": "us-east-1",
102
+ "sourceIPAddress": "203.0.113.10",
103
+ "userAgent": "console.amazonaws.com",
104
+ "requestParameters": {
105
+ "userName": "carol",
106
+ "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"
107
+ },
108
+ "responseElements": {
109
+ "_lab": true
110
+ },
111
+ "requestID": "req-evt-iam-dev-01",
112
+ "eventID": "EVT-IAM-DEV-01",
113
+ "readOnly": false,
114
+ "eventType": "AwsApiCall",
115
+ "managementEvent": true,
116
+ "recipientAccountId": "111111111111",
117
+ "errorCode": null,
118
+ "lab_event_id": "EVT-IAM-DEV-01",
119
+ "lab_family": "needs_review_iam_escalation",
120
+ "change_ticket": "",
121
+ "split": "development",
122
+ "incomplete": false
123
+ },
124
+ {
125
+ "eventVersion": "1.09",
126
+ "userIdentity": {
127
+ "type": "IAMUser",
128
+ "principalId": "AIDAIBOBLAB",
129
+ "arn": "arn:aws:iam::222222222222:user/bob",
130
+ "accountId": "222222222222",
131
+ "userName": "bob"
132
+ },
133
+ "eventTime": "2026-04-04T14:22:00Z",
134
+ "eventSource": "s3.amazonaws.com",
135
+ "eventName": "DeletePublicAccessBlock",
136
+ "awsRegion": "us-east-1",
137
+ "sourceIPAddress": "192.0.2.55",
138
+ "userAgent": "aws-cli/2.15.0",
139
+ "requestParameters": {
140
+ "bucketName": "prod-invoice-export"
141
+ },
142
+ "responseElements": {
143
+ "_lab": true
144
+ },
145
+ "requestID": "req-evt-s3-dev-01",
146
+ "eventID": "EVT-S3-DEV-01",
147
+ "readOnly": false,
148
+ "eventType": "AwsApiCall",
149
+ "managementEvent": true,
150
+ "recipientAccountId": "222222222222",
151
+ "errorCode": null,
152
+ "lab_event_id": "EVT-S3-DEV-01",
153
+ "lab_family": "needs_review_public_exposure",
154
+ "change_ticket": "",
155
+ "split": "development",
156
+ "incomplete": false
157
+ },
158
+ {
159
+ "eventVersion": "1.09",
160
+ "userIdentity": {
161
+ "type": "IAMUser",
162
+ "principalId": "AIDAIALICELAB",
163
+ "arn": "arn:aws:iam::111111111111:user/alice",
164
+ "accountId": "111111111111",
165
+ "userName": "alice"
166
+ },
167
+ "eventTime": "2026-04-03T18:00:00Z",
168
+ "eventSource": "ec2.amazonaws.com",
169
+ "eventName": "AuthorizeSecurityGroupIngress",
170
+ "awsRegion": "us-east-1",
171
+ "sourceIPAddress": "203.0.113.10",
172
+ "userAgent": "console.amazonaws.com",
173
+ "requestParameters": {
174
+ "groupId": "sg-prod-web",
175
+ "cidrIp": "0.0.0.0/0",
176
+ "fromPort": 22,
177
+ "toPort": 22
178
+ },
179
+ "responseElements": {
180
+ "_lab": true
181
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266
+ },
267
+ {
268
+ "threshold": 3.5,
269
+ "n_security_alerts": 8,
270
+ "event_recall": 1.0,
271
+ "precision_at_k": 1.0,
272
+ "false_alarms_per_account_day": 0.0
273
+ },
274
+ {
275
+ "threshold": 4.0,
276
+ "n_security_alerts": 8,
277
+ "event_recall": 1.0,
278
+ "precision_at_k": 1.0,
279
+ "false_alarms_per_account_day": 0.0
280
+ },
281
+ {
282
+ "threshold": 5.0,
283
+ "n_security_alerts": 7,
284
+ "event_recall": 0.875,
285
+ "precision_at_k": 1.0,
286
+ "false_alarms_per_account_day": 0.0
287
+ }
288
+ ]
289
+ }
demo/examples/events.json ADDED
The diff for this file is too large to render. See raw diff
 
demo/examples/events.jsonl ADDED
@@ -0,0 +1,80 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-05T02:15:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner", "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-maint-dev-01", "eventID": "EVT-MAINT-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-MAINT-DEV-01", "lab_family": "benign_maintenance", "change_ticket": "CHG-4411", "split": "development", "incomplete": false}
2
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-05T02:40:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"groupId": "sg-staging-web", "cidrIp": "10.0.0.0/8", "fromPort": 443, "toPort": 443}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-safe-dev-01", "eventID": "EVT-SG-SAFE-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-SG-SAFE-DEV-01", "lab_family": "benign_restricted_sg", "change_ticket": "CHG-4411", "split": "development", "incomplete": false}
3
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T03:12:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachUserPolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"userName": "carol", "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-iam-dev-01", "eventID": "EVT-IAM-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-IAM-DEV-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "development", "incomplete": false}
4
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-04T14:22:00Z", "eventSource": "s3.amazonaws.com", "eventName": "DeletePublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-dev-01", "eventID": "EVT-S3-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-S3-DEV-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "development", "incomplete": false}
5
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T18:00:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"groupId": "sg-prod-web", "cidrIp": "0.0.0.0/0", "fromPort": 22, "toPort": 22}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-open-dev-01", "eventID": "EVT-SG-OPEN-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-SG-OPEN-DEV-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "development", "incomplete": false}
6
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-06T01:05:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StopLogging", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-dev-01", "eventID": "EVT-TRAIL-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "EVT-TRAIL-DEV-01", "lab_family": "needs_review_logging_disable", "change_ticket": "", "split": "development", "incomplete": false}
7
+ {"eventVersion": "1.09", "userIdentity": {"type": "Root", "principalId": "111111111111", "arn": "arn:aws:iam::111111111111:root", "accountId": "111111111111"}, "eventTime": "2026-04-07T09:00:00Z", "eventSource": "signin.amazonaws.com", "eventName": "ConsoleLogin", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "signin.amazonaws.com", "requestParameters": {}, "responseElements": {"_lab": true}, "requestID": "req-evt-root-dev-01", "eventID": "EVT-ROOT-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-ROOT-DEV-01", "lab_family": "needs_review_root", "change_ticket": "", "split": "development", "incomplete": false}
8
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-08T16:10:00Z", "eventSource": "iam.amazonaws.com", "eventName": "UpdateAssumeRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "ci-deploy", "policyDocument": "{\"Version\":\"2012-10-17\",\"Statement\":[{\"Effect\":\"Allow\",\"Principal\":\"*\",\"Action\":\"sts:AssumeRole\"}]}"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trust-dev-01", "eventID": "EVT-TRUST-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-TRUST-DEV-01", "lab_family": "needs_review_trust_wildcard", "change_ticket": "", "split": "development", "incomplete": false}
9
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-07T11:20:00Z", "eventSource": "iam.amazonaws.com", "eventName": "CreateAccessKey", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"userName": "deploy-bot"}, "responseElements": {"_lab": true}, "requestID": "req-evt-key-dev-01", "eventID": "EVT-KEY-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-KEY-DEV-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "development", "incomplete": false}
10
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T11:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutBucketPolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": null, "responseElements": null, "requestID": "req-evt-insuff-dev-01", "eventID": "EVT-INSUFF-DEV-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-INSUFF-DEV-01", "lab_family": "insufficient_evidence", "change_ticket": "", "split": "development", "incomplete": true}
11
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-12T02:20:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner", "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-maint-01", "eventID": "EVT-MAINT-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-MAINT-01", "lab_family": "benign_maintenance", "change_ticket": "CHG-4411", "split": "test", "incomplete": false}
12
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-12T03:05:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"groupId": "sg-staging-web", "cidrIp": "10.0.0.0/8", "fromPort": 443, "toPort": 443}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-safe-01", "eventID": "EVT-SG-SAFE-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-SG-SAFE-01", "lab_family": "benign_restricted_sg", "change_ticket": "CHG-4411", "split": "test", "incomplete": false}
13
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-11T02:48:00Z", "eventSource": "iam.amazonaws.com", "eventName": "AttachRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"roleName": "break-glass", "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"}, "responseElements": {"_lab": true}, "requestID": "req-evt-iam-01", "eventID": "EVT-IAM-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-IAM-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "test", "incomplete": false}
14
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-11T15:30:00Z", "eventSource": "s3.amazonaws.com", "eventName": "DeletePublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-01", "eventID": "EVT-S3-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-S3-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "test", "incomplete": false}
15
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-11T18:20:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "AuthorizeSecurityGroupIngress", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"groupId": "sg-prod-web", "cidrIp": "0.0.0.0/0", "fromPort": 22, "toPort": 22}, "responseElements": {"_lab": true}, "requestID": "req-evt-sg-open-01", "eventID": "EVT-SG-OPEN-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-SG-OPEN-01", "lab_family": "needs_review_public_exposure", "change_ticket": "", "split": "test", "incomplete": false}
16
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-13T00:40:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StopLogging", "awsRegion": "us-east-1", "sourceIPAddress": "192.0.2.55", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-01", "eventID": "EVT-TRAIL-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "EVT-TRAIL-01", "lab_family": "needs_review_logging_disable", "change_ticket": "", "split": "test", "incomplete": false}
17
+ {"eventVersion": "1.09", "userIdentity": {"type": "Root", "principalId": "111111111111", "arn": "arn:aws:iam::111111111111:root", "accountId": "111111111111"}, "eventTime": "2026-04-13T10:15:00Z", "eventSource": "iam.amazonaws.com", "eventName": "CreateAccessKey", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"userName": "root"}, "responseElements": {"_lab": true}, "requestID": "req-evt-root-01", "eventID": "EVT-ROOT-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-ROOT-01", "lab_family": "needs_review_root", "change_ticket": "", "split": "test", "incomplete": false}
18
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-14T11:20:00Z", "eventSource": "iam.amazonaws.com", "eventName": "UpdateAssumeRolePolicy", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "ci-deploy", "policyDocument": "{\"Version\":\"2012-10-17\",\"Statement\":[{\"Effect\":\"Allow\",\"Principal\":\"*\",\"Action\":\"sts:AssumeRole\"}]}"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trust-01", "eventID": "EVT-TRUST-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-TRUST-01", "lab_family": "needs_review_trust_wildcard", "change_ticket": "", "split": "test", "incomplete": false}
19
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-14T01:10:00Z", "eventSource": "guardduty.amazonaws.com", "eventName": "UpdateDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "console.amazonaws.com", "requestParameters": {"detectorId": "det-prod-01", "enable": false}, "responseElements": {"_lab": true}, "requestID": "req-evt-gd-01", "eventID": "EVT-GD-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "EVT-GD-01", "lab_family": "needs_review_logging_disable", "change_ticket": "", "split": "test", "incomplete": false}
20
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-12T11:40:00Z", "eventSource": "iam.amazonaws.com", "eventName": "CreateAccessKey", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"userName": "deploy-bot"}, "responseElements": {"_lab": true}, "requestID": "req-evt-key-01", "eventID": "EVT-KEY-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-KEY-01", "lab_family": "needs_review_iam_escalation", "change_ticket": "", "split": "test", "incomplete": false}
21
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-10T13:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": null, "responseElements": null, "requestID": "req-evt-insuff-01", "eventID": "EVT-INSUFF-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "EVT-INSUFF-01", "lab_family": "insufficient_evidence", "change_ticket": "", "split": "test", "incomplete": true}
22
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-04T10:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutPublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export", "PublicAccessBlockConfiguration": {"BlockPublicAcls": true, "IgnorePublicAcls": true, "BlockPublicPolicy": true, "RestrictPublicBuckets": true}}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-before-dev", "eventID": "EVT-S3-BEFORE-DEV", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
23
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-11T09:00:00Z", "eventSource": "s3.amazonaws.com", "eventName": "PutPublicAccessBlock", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export", "PublicAccessBlockConfiguration": {"BlockPublicAcls": true, "IgnorePublicAcls": true, "BlockPublicPolicy": true, "RestrictPublicBuckets": true}}, "responseElements": {"_lab": true}, "requestID": "req-evt-s3-before-01", "eventID": "EVT-S3-BEFORE-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "test", "incomplete": false}
24
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-02T08:00:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StartLogging", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-before-dev", "eventID": "EVT-TRAIL-BEFORE-DEV", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
25
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-10T08:00:00Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "StartLogging", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"name": "org-management"}, "responseElements": {"_lab": true}, "requestID": "req-evt-trail-before-01", "eventID": "EVT-TRAIL-BEFORE-01", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "test", "incomplete": false}
26
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T16:25:38Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0001", "eventID": "bg-0001", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
27
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-01T11:00:31Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0002", "eventID": "bg-0002", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
28
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-01T10:52:03Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0003", "eventID": "bg-0003", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
29
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T08:08:40Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0004", "eventID": "bg-0004", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
30
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-01T16:41:25Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0005", "eventID": "bg-0005", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
31
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-01T14:15:47Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0006", "eventID": "bg-0006", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
32
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-01T11:39:09Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0007", "eventID": "bg-0007", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
33
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-01T11:45:13Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0008", "eventID": "bg-0008", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
34
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-01T17:17:44Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0009", "eventID": "bg-0009", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
35
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T12:44:06Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0010", "eventID": "bg-0010", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
36
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T10:46:47Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0011", "eventID": "bg-0011", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
37
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-01T14:36:29Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0012", "eventID": "bg-0012", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
38
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T09:43:26Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0013", "eventID": "bg-0013", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
39
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T16:30:07Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0014", "eventID": "bg-0014", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
40
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-01T09:52:05Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0015", "eventID": "bg-0015", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
41
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T17:43:31Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0016", "eventID": "bg-0016", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
42
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T12:03:49Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0017", "eventID": "bg-0017", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
43
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T14:37:32Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0018", "eventID": "bg-0018", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
44
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-01T09:00:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0019", "eventID": "tag-0019", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
45
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T15:49:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0020", "eventID": "tag-0020", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
46
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-01T09:04:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0021", "eventID": "tag-0021", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
47
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T15:00:26Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0022", "eventID": "bg-0022", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
48
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T08:48:10Z", "eventSource": "sts.amazonaws.com", "eventName": "GetCallerIdentity", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0023", "eventID": "bg-0023", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
49
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T11:43:15Z", "eventSource": "sts.amazonaws.com", "eventName": "GetCallerIdentity", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0024", "eventID": "bg-0024", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
50
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T11:08:23Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0025", "eventID": "bg-0025", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
51
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T09:14:23Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0026", "eventID": "bg-0026", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
52
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T15:30:24Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0027", "eventID": "bg-0027", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
53
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T17:46:04Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0028", "eventID": "bg-0028", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
54
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T13:45:11Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0029", "eventID": "bg-0029", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
55
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-02T14:55:03Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0030", "eventID": "bg-0030", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
56
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T10:52:19Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0031", "eventID": "bg-0031", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
57
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-02T09:38:46Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0032", "eventID": "bg-0032", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
58
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-02T17:04:24Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0033", "eventID": "bg-0033", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
59
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T13:06:04Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0034", "eventID": "bg-0034", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
60
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T11:18:27Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0035", "eventID": "bg-0035", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
61
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:lambda-rotator", "arn": "arn:aws:sts::111111111111:assumed-role/lambda-rotator/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "lambda-rotator", "arn": "arn:aws:iam::111111111111:role/lambda-rotator", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T11:53:35Z", "eventSource": "guardduty.amazonaws.com", "eventName": "GetDetector", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0036", "eventID": "bg-0036", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
62
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-02T09:35:12Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0037", "eventID": "bg-0037", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
63
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-02T16:04:15Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0038", "eventID": "bg-0038", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
64
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-02T08:51:34Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0039", "eventID": "bg-0039", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
65
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T13:30:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0040", "eventID": "tag-0040", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
66
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "111111111111:terraform-prod", "arn": "arn:aws:sts::111111111111:assumed-role/terraform-prod/session", "accountId": "111111111111", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-prod", "arn": "arn:aws:iam::111111111111:role/terraform-prod", "accountId": "111111111111"}}}, "eventTime": "2026-04-02T15:59:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0041", "eventID": "tag-0041", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
67
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-02T14:36:00Z", "eventSource": "ec2.amazonaws.com", "eventName": "CreateTags", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}}, "responseElements": {"_lab": true}, "requestID": "req-tag-0042", "eventID": "tag-0042", "readOnly": false, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
68
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-03T10:18:17Z", "eventSource": "sts.amazonaws.com", "eventName": "GetCallerIdentity", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0043", "eventID": "bg-0043", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
69
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-03T12:04:15Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0044", "eventID": "bg-0044", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
70
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAICAROLLAB", "arn": "arn:aws:iam::333333333333:user/carol", "accountId": "333333333333", "userName": "carol"}, "eventTime": "2026-04-03T08:39:42Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0045", "eventID": "bg-0045", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "333333333333", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
71
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-03T10:22:31Z", "eventSource": "iam.amazonaws.com", "eventName": "GetRole", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"roleName": "job-runner"}, "responseElements": null, "requestID": "req-bg-0046", "eventID": "bg-0046", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
72
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-03T09:28:43Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0047", "eventID": "bg-0047", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
73
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-03T14:12:49Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0048", "eventID": "bg-0048", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
74
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIBOBLAB", "arn": "arn:aws:iam::222222222222:user/bob", "accountId": "222222222222", "userName": "bob"}, "eventTime": "2026-04-03T12:36:31Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0049", "eventID": "bg-0049", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
75
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:ci-github", "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "ci-github", "arn": "arn:aws:iam::222222222222:role/ci-github", "accountId": "222222222222"}}}, "eventTime": "2026-04-03T11:49:17Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0050", "eventID": "bg-0050", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
76
+ {"eventVersion": "1.09", "userIdentity": {"type": "AssumedRole", "principalId": "222222222222:terraform-staging", "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session", "accountId": "222222222222", "sessionContext": {"sessionIssuer": {"type": "Role", "userName": "terraform-staging", "arn": "arn:aws:iam::222222222222:role/terraform-staging", "accountId": "222222222222"}}}, "eventTime": "2026-04-03T10:56:12Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "198.51.100.20", "userAgent": "terraform/1.9.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0051", "eventID": "bg-0051", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "222222222222", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
77
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T14:28:22Z", "eventSource": "iam.amazonaws.com", "eventName": "ListUsers", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0052", "eventID": "bg-0052", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
78
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T10:56:46Z", "eventSource": "cloudtrail.amazonaws.com", "eventName": "DescribeTrails", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0053", "eventID": "bg-0053", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
79
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIALICELAB", "arn": "arn:aws:iam::111111111111:user/alice", "accountId": "111111111111", "userName": "alice"}, "eventTime": "2026-04-03T16:44:49Z", "eventSource": "ec2.amazonaws.com", "eventName": "DescribeInstances", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"marker": "lab-read"}, "responseElements": null, "requestID": "req-bg-0054", "eventID": "bg-0054", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
80
+ {"eventVersion": "1.09", "userIdentity": {"type": "IAMUser", "principalId": "AIDAIDAVELAB", "arn": "arn:aws:iam::111111111111:user/dave", "accountId": "111111111111", "userName": "dave"}, "eventTime": "2026-04-03T17:43:18Z", "eventSource": "s3.amazonaws.com", "eventName": "GetBucketAcl", "awsRegion": "us-east-1", "sourceIPAddress": "203.0.113.10", "userAgent": "aws-cli/2.15.0", "requestParameters": {"bucketName": "prod-invoice-export"}, "responseElements": null, "requestID": "req-bg-0055", "eventID": "bg-0055", "readOnly": true, "eventType": "AwsApiCall", "managementEvent": true, "recipientAccountId": "111111111111", "errorCode": null, "lab_event_id": "", "lab_family": "", "change_ticket": "", "split": "development", "incomplete": false}
demo/examples/events_preview.csv ADDED
@@ -0,0 +1,320 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ event_id,timestamp,event_name,event_source,account_id,split,lab_event_id
2
+ EVT-MAINT-DEV-01,2026-04-05T02:15:00Z,AttachRolePolicy,iam.amazonaws.com,222222222222,development,EVT-MAINT-DEV-01
3
+ EVT-SG-SAFE-DEV-01,2026-04-05T02:40:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,222222222222,development,EVT-SG-SAFE-DEV-01
4
+ EVT-IAM-DEV-01,2026-04-03T03:12:00Z,AttachUserPolicy,iam.amazonaws.com,111111111111,development,EVT-IAM-DEV-01
5
+ EVT-S3-DEV-01,2026-04-04T14:22:00Z,DeletePublicAccessBlock,s3.amazonaws.com,222222222222,development,EVT-S3-DEV-01
6
+ EVT-SG-OPEN-DEV-01,2026-04-03T18:00:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,111111111111,development,EVT-SG-OPEN-DEV-01
7
+ EVT-TRAIL-DEV-01,2026-04-06T01:05:00Z,StopLogging,cloudtrail.amazonaws.com,333333333333,development,EVT-TRAIL-DEV-01
8
+ EVT-ROOT-DEV-01,2026-04-07T09:00:00Z,ConsoleLogin,signin.amazonaws.com,111111111111,development,EVT-ROOT-DEV-01
9
+ EVT-TRUST-DEV-01,2026-04-08T16:10:00Z,UpdateAssumeRolePolicy,iam.amazonaws.com,111111111111,development,EVT-TRUST-DEV-01
10
+ EVT-KEY-DEV-01,2026-04-07T11:20:00Z,CreateAccessKey,iam.amazonaws.com,222222222222,development,EVT-KEY-DEV-01
11
+ EVT-INSUFF-DEV-01,2026-04-02T11:00:00Z,PutBucketPolicy,s3.amazonaws.com,222222222222,development,EVT-INSUFF-DEV-01
12
+ EVT-MAINT-01,2026-04-12T02:20:00Z,AttachRolePolicy,iam.amazonaws.com,222222222222,test,EVT-MAINT-01
13
+ EVT-SG-SAFE-01,2026-04-12T03:05:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,222222222222,test,EVT-SG-SAFE-01
14
+ EVT-IAM-01,2026-04-11T02:48:00Z,AttachRolePolicy,iam.amazonaws.com,111111111111,test,EVT-IAM-01
15
+ EVT-S3-01,2026-04-11T15:30:00Z,DeletePublicAccessBlock,s3.amazonaws.com,222222222222,test,EVT-S3-01
16
+ EVT-SG-OPEN-01,2026-04-11T18:20:00Z,AuthorizeSecurityGroupIngress,ec2.amazonaws.com,222222222222,test,EVT-SG-OPEN-01
17
+ EVT-TRAIL-01,2026-04-13T00:40:00Z,StopLogging,cloudtrail.amazonaws.com,333333333333,test,EVT-TRAIL-01
18
+ EVT-ROOT-01,2026-04-13T10:15:00Z,CreateAccessKey,iam.amazonaws.com,111111111111,test,EVT-ROOT-01
19
+ EVT-TRUST-01,2026-04-14T11:20:00Z,UpdateAssumeRolePolicy,iam.amazonaws.com,111111111111,test,EVT-TRUST-01
20
+ EVT-GD-01,2026-04-14T01:10:00Z,UpdateDetector,guardduty.amazonaws.com,111111111111,test,EVT-GD-01
21
+ EVT-KEY-01,2026-04-12T11:40:00Z,CreateAccessKey,iam.amazonaws.com,222222222222,test,EVT-KEY-01
22
+ EVT-INSUFF-01,2026-04-10T13:00:00Z,PutBucketAcl,s3.amazonaws.com,222222222222,test,EVT-INSUFF-01
23
+ EVT-S3-BEFORE-DEV,2026-04-04T10:00:00Z,PutPublicAccessBlock,s3.amazonaws.com,111111111111,development,
24
+ EVT-S3-BEFORE-01,2026-04-11T09:00:00Z,PutPublicAccessBlock,s3.amazonaws.com,111111111111,test,
25
+ EVT-TRAIL-BEFORE-DEV,2026-04-02T08:00:00Z,StartLogging,cloudtrail.amazonaws.com,111111111111,development,
26
+ EVT-TRAIL-BEFORE-01,2026-04-10T08:00:00Z,StartLogging,cloudtrail.amazonaws.com,111111111111,test,
27
+ bg-0001,2026-04-01T16:25:38Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
28
+ bg-0002,2026-04-01T11:00:31Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
29
+ bg-0003,2026-04-01T10:52:03Z,ListUsers,iam.amazonaws.com,111111111111,development,
30
+ bg-0004,2026-04-01T08:08:40Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
31
+ bg-0005,2026-04-01T16:41:25Z,GetRole,iam.amazonaws.com,111111111111,development,
32
+ bg-0006,2026-04-01T14:15:47Z,GetRole,iam.amazonaws.com,222222222222,development,
33
+ bg-0007,2026-04-01T11:39:09Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
34
+ bg-0008,2026-04-01T11:45:13Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
35
+ bg-0009,2026-04-01T17:17:44Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
36
+ bg-0010,2026-04-01T12:44:06Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
37
+ bg-0011,2026-04-01T10:46:47Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
38
+ bg-0012,2026-04-01T14:36:29Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
39
+ bg-0013,2026-04-01T09:43:26Z,ListUsers,iam.amazonaws.com,222222222222,development,
40
+ bg-0014,2026-04-01T16:30:07Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
41
+ bg-0015,2026-04-01T09:52:05Z,GetDetector,guardduty.amazonaws.com,333333333333,development,
42
+ bg-0016,2026-04-01T17:43:31Z,GetRole,iam.amazonaws.com,111111111111,development,
43
+ bg-0017,2026-04-01T12:03:49Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
44
+ bg-0018,2026-04-01T14:37:32Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
45
+ tag-0019,2026-04-01T09:00:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
46
+ tag-0020,2026-04-01T15:49:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
47
+ tag-0021,2026-04-01T09:04:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
48
+ bg-0022,2026-04-02T15:00:26Z,ListUsers,iam.amazonaws.com,111111111111,development,
49
+ bg-0023,2026-04-02T08:48:10Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
50
+ bg-0024,2026-04-02T11:43:15Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
51
+ bg-0025,2026-04-02T11:08:23Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
52
+ bg-0026,2026-04-02T09:14:23Z,GetRole,iam.amazonaws.com,222222222222,development,
53
+ bg-0027,2026-04-02T15:30:24Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
54
+ bg-0028,2026-04-02T17:46:04Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
55
+ bg-0029,2026-04-02T13:45:11Z,GetRole,iam.amazonaws.com,222222222222,development,
56
+ bg-0030,2026-04-02T14:55:03Z,ListUsers,iam.amazonaws.com,333333333333,development,
57
+ bg-0031,2026-04-02T10:52:19Z,ListUsers,iam.amazonaws.com,222222222222,development,
58
+ bg-0032,2026-04-02T09:38:46Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
59
+ bg-0033,2026-04-02T17:04:24Z,GetRole,iam.amazonaws.com,333333333333,development,
60
+ bg-0034,2026-04-02T13:06:04Z,GetRole,iam.amazonaws.com,111111111111,development,
61
+ bg-0035,2026-04-02T11:18:27Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
62
+ bg-0036,2026-04-02T11:53:35Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
63
+ bg-0037,2026-04-02T09:35:12Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
64
+ bg-0038,2026-04-02T16:04:15Z,ListUsers,iam.amazonaws.com,111111111111,development,
65
+ bg-0039,2026-04-02T08:51:34Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
66
+ tag-0040,2026-04-02T13:30:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
67
+ tag-0041,2026-04-02T15:59:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
68
+ tag-0042,2026-04-02T14:36:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
69
+ bg-0043,2026-04-03T10:18:17Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
70
+ bg-0044,2026-04-03T12:04:15Z,GetBucketAcl,s3.amazonaws.com,333333333333,development,
71
+ bg-0045,2026-04-03T08:39:42Z,GetBucketAcl,s3.amazonaws.com,333333333333,development,
72
+ bg-0046,2026-04-03T10:22:31Z,GetRole,iam.amazonaws.com,111111111111,development,
73
+ bg-0047,2026-04-03T09:28:43Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
74
+ bg-0048,2026-04-03T14:12:49Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
75
+ bg-0049,2026-04-03T12:36:31Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
76
+ bg-0050,2026-04-03T11:49:17Z,DescribeInstances,ec2.amazonaws.com,222222222222,development,
77
+ bg-0051,2026-04-03T10:56:12Z,DescribeInstances,ec2.amazonaws.com,222222222222,development,
78
+ bg-0052,2026-04-03T14:28:22Z,ListUsers,iam.amazonaws.com,111111111111,development,
79
+ bg-0053,2026-04-03T10:56:46Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,development,
80
+ bg-0054,2026-04-03T16:44:49Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
81
+ bg-0055,2026-04-03T17:43:18Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
82
+ bg-0056,2026-04-03T13:35:16Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
83
+ bg-0057,2026-04-03T14:26:47Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
84
+ bg-0058,2026-04-03T15:04:24Z,GetDetector,guardduty.amazonaws.com,333333333333,development,
85
+ bg-0059,2026-04-03T12:03:44Z,ListUsers,iam.amazonaws.com,222222222222,development,
86
+ bg-0060,2026-04-03T12:21:32Z,GetRole,iam.amazonaws.com,111111111111,development,
87
+ tag-0061,2026-04-03T09:16:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
88
+ tag-0062,2026-04-03T13:01:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
89
+ tag-0063,2026-04-03T12:04:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
90
+ bg-0064,2026-04-04T16:33:34Z,GetBucketAcl,s3.amazonaws.com,333333333333,development,
91
+ bg-0065,2026-04-04T15:36:21Z,GetRole,iam.amazonaws.com,111111111111,development,
92
+ bg-0066,2026-04-04T13:59:22Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
93
+ bg-0067,2026-04-04T14:10:34Z,ListUsers,iam.amazonaws.com,111111111111,development,
94
+ bg-0068,2026-04-04T12:13:19Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
95
+ bg-0069,2026-04-04T14:09:23Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
96
+ bg-0070,2026-04-04T11:18:03Z,GetCallerIdentity,sts.amazonaws.com,111111111111,development,
97
+ bg-0071,2026-04-04T10:44:14Z,GetRole,iam.amazonaws.com,111111111111,development,
98
+ bg-0072,2026-04-04T16:19:18Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
99
+ bg-0073,2026-04-04T09:16:33Z,GetRole,iam.amazonaws.com,111111111111,development,
100
+ bg-0074,2026-04-04T12:42:13Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
101
+ bg-0075,2026-04-04T08:49:35Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
102
+ bg-0076,2026-04-04T10:51:32Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
103
+ bg-0077,2026-04-04T13:52:45Z,ListUsers,iam.amazonaws.com,111111111111,development,
104
+ bg-0078,2026-04-04T08:45:11Z,GetDetector,guardduty.amazonaws.com,333333333333,development,
105
+ bg-0079,2026-04-04T11:05:49Z,GetRole,iam.amazonaws.com,222222222222,development,
106
+ bg-0080,2026-04-04T14:10:17Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
107
+ bg-0081,2026-04-04T10:03:27Z,DescribeInstances,ec2.amazonaws.com,333333333333,development,
108
+ tag-0082,2026-04-04T12:28:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
109
+ tag-0083,2026-04-04T14:24:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
110
+ tag-0084,2026-04-04T09:16:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
111
+ bg-0085,2026-04-05T12:02:09Z,ListUsers,iam.amazonaws.com,111111111111,development,
112
+ bg-0086,2026-04-05T13:26:11Z,GetCallerIdentity,sts.amazonaws.com,333333333333,development,
113
+ bg-0087,2026-04-05T08:05:42Z,GetRole,iam.amazonaws.com,333333333333,development,
114
+ bg-0088,2026-04-05T10:49:09Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
115
+ bg-0089,2026-04-05T15:08:37Z,ListUsers,iam.amazonaws.com,111111111111,development,
116
+ bg-0090,2026-04-05T08:27:03Z,ListUsers,iam.amazonaws.com,222222222222,development,
117
+ bg-0091,2026-04-05T15:27:28Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
118
+ bg-0092,2026-04-05T12:20:00Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
119
+ bg-0093,2026-04-05T17:07:34Z,GetRole,iam.amazonaws.com,111111111111,development,
120
+ bg-0094,2026-04-05T16:56:01Z,ListUsers,iam.amazonaws.com,333333333333,development,
121
+ bg-0095,2026-04-05T17:36:08Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
122
+ bg-0096,2026-04-05T10:30:09Z,ListUsers,iam.amazonaws.com,222222222222,development,
123
+ bg-0097,2026-04-05T11:47:29Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
124
+ bg-0098,2026-04-05T12:11:45Z,ListUsers,iam.amazonaws.com,333333333333,development,
125
+ bg-0099,2026-04-05T09:51:10Z,DescribeInstances,ec2.amazonaws.com,222222222222,development,
126
+ bg-0100,2026-04-05T12:02:09Z,GetRole,iam.amazonaws.com,111111111111,development,
127
+ bg-0101,2026-04-05T08:03:21Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
128
+ bg-0102,2026-04-05T17:52:15Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
129
+ tag-0103,2026-04-05T14:39:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
130
+ tag-0104,2026-04-05T11:32:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
131
+ tag-0105,2026-04-05T13:58:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
132
+ bg-0106,2026-04-06T13:26:47Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
133
+ bg-0107,2026-04-06T09:23:10Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
134
+ bg-0108,2026-04-06T16:14:19Z,ListUsers,iam.amazonaws.com,111111111111,development,
135
+ bg-0109,2026-04-06T10:20:27Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
136
+ bg-0110,2026-04-06T16:20:20Z,GetRole,iam.amazonaws.com,111111111111,development,
137
+ bg-0111,2026-04-06T09:40:18Z,DescribeInstances,ec2.amazonaws.com,333333333333,development,
138
+ bg-0112,2026-04-06T14:12:20Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
139
+ bg-0113,2026-04-06T14:20:28Z,DescribeInstances,ec2.amazonaws.com,333333333333,development,
140
+ bg-0114,2026-04-06T14:48:48Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
141
+ bg-0115,2026-04-06T11:40:45Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,development,
142
+ bg-0116,2026-04-06T14:15:49Z,DescribeInstances,ec2.amazonaws.com,333333333333,development,
143
+ bg-0117,2026-04-06T08:02:37Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
144
+ bg-0118,2026-04-06T12:59:34Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
145
+ bg-0119,2026-04-06T08:51:27Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
146
+ bg-0120,2026-04-06T13:23:22Z,ListUsers,iam.amazonaws.com,111111111111,development,
147
+ bg-0121,2026-04-06T12:45:21Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
148
+ bg-0122,2026-04-06T16:37:30Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
149
+ bg-0123,2026-04-06T16:48:11Z,DescribeInstances,ec2.amazonaws.com,222222222222,development,
150
+ tag-0124,2026-04-06T12:57:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
151
+ tag-0125,2026-04-06T15:12:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
152
+ tag-0126,2026-04-06T09:04:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
153
+ bg-0127,2026-04-07T10:30:05Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
154
+ bg-0128,2026-04-07T08:31:12Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,development,
155
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156
+ bg-0130,2026-04-07T09:43:38Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
157
+ bg-0131,2026-04-07T11:44:04Z,GetCallerIdentity,sts.amazonaws.com,111111111111,development,
158
+ bg-0132,2026-04-07T09:29:33Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
159
+ bg-0133,2026-04-07T10:42:05Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
160
+ bg-0134,2026-04-07T08:53:47Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
161
+ bg-0135,2026-04-07T10:10:07Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
162
+ bg-0136,2026-04-07T10:48:40Z,GetCallerIdentity,sts.amazonaws.com,111111111111,development,
163
+ bg-0137,2026-04-07T10:45:18Z,GetCallerIdentity,sts.amazonaws.com,333333333333,development,
164
+ bg-0138,2026-04-07T15:44:12Z,ListUsers,iam.amazonaws.com,222222222222,development,
165
+ bg-0139,2026-04-07T09:56:35Z,DescribeInstances,ec2.amazonaws.com,222222222222,development,
166
+ bg-0140,2026-04-07T13:31:40Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
167
+ bg-0141,2026-04-07T09:51:12Z,GetRole,iam.amazonaws.com,222222222222,development,
168
+ bg-0142,2026-04-07T16:44:14Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
169
+ bg-0143,2026-04-07T13:58:47Z,ListUsers,iam.amazonaws.com,111111111111,development,
170
+ bg-0144,2026-04-07T16:29:09Z,GetRole,iam.amazonaws.com,111111111111,development,
171
+ tag-0145,2026-04-07T09:33:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
172
+ tag-0146,2026-04-07T11:48:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
173
+ tag-0147,2026-04-07T15:01:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
174
+ bg-0148,2026-04-08T10:42:31Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
175
+ bg-0149,2026-04-08T16:42:23Z,GetRole,iam.amazonaws.com,111111111111,development,
176
+ bg-0150,2026-04-08T15:46:01Z,ListUsers,iam.amazonaws.com,111111111111,development,
177
+ bg-0151,2026-04-08T10:28:40Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
178
+ bg-0152,2026-04-08T12:44:11Z,DescribeInstances,ec2.amazonaws.com,222222222222,development,
179
+ bg-0153,2026-04-08T13:48:28Z,DescribeInstances,ec2.amazonaws.com,333333333333,development,
180
+ bg-0154,2026-04-08T09:35:01Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
181
+ bg-0155,2026-04-08T09:42:28Z,GetDetector,guardduty.amazonaws.com,333333333333,development,
182
+ bg-0156,2026-04-08T16:00:41Z,GetRole,iam.amazonaws.com,222222222222,development,
183
+ bg-0157,2026-04-08T15:54:29Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
184
+ bg-0158,2026-04-08T09:40:48Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
185
+ bg-0159,2026-04-08T08:40:01Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,development,
186
+ bg-0160,2026-04-08T17:04:46Z,GetDetector,guardduty.amazonaws.com,222222222222,development,
187
+ bg-0161,2026-04-08T15:18:46Z,ListUsers,iam.amazonaws.com,111111111111,development,
188
+ bg-0162,2026-04-08T09:29:05Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
189
+ bg-0163,2026-04-08T17:36:48Z,ListUsers,iam.amazonaws.com,111111111111,development,
190
+ bg-0164,2026-04-08T16:26:07Z,ListUsers,iam.amazonaws.com,222222222222,development,
191
+ bg-0165,2026-04-08T10:52:40Z,GetBucketAcl,s3.amazonaws.com,222222222222,development,
192
+ tag-0166,2026-04-08T12:06:00Z,CreateTags,ec2.amazonaws.com,111111111111,development,
193
+ tag-0167,2026-04-08T13:24:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
194
+ tag-0168,2026-04-08T15:45:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
195
+ bg-0169,2026-04-09T10:21:40Z,GetCallerIdentity,sts.amazonaws.com,111111111111,development,
196
+ bg-0170,2026-04-09T10:06:39Z,GetBucketAcl,s3.amazonaws.com,111111111111,development,
197
+ bg-0171,2026-04-09T08:10:04Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
198
+ bg-0172,2026-04-09T16:31:45Z,GetRole,iam.amazonaws.com,111111111111,development,
199
+ bg-0173,2026-04-09T11:27:40Z,GetDetector,guardduty.amazonaws.com,111111111111,development,
200
+ bg-0174,2026-04-09T15:18:08Z,ListUsers,iam.amazonaws.com,111111111111,development,
201
+ bg-0175,2026-04-09T13:40:16Z,ListUsers,iam.amazonaws.com,222222222222,development,
202
+ bg-0176,2026-04-09T17:42:22Z,GetCallerIdentity,sts.amazonaws.com,111111111111,development,
203
+ bg-0177,2026-04-09T16:15:05Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
204
+ bg-0178,2026-04-09T12:57:40Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,development,
205
+ bg-0179,2026-04-09T08:43:14Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
206
+ bg-0180,2026-04-09T16:46:21Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
207
+ bg-0181,2026-04-09T14:36:40Z,ListUsers,iam.amazonaws.com,111111111111,development,
208
+ bg-0182,2026-04-09T14:28:35Z,GetCallerIdentity,sts.amazonaws.com,222222222222,development,
209
+ bg-0183,2026-04-09T15:26:01Z,GetRole,iam.amazonaws.com,111111111111,development,
210
+ bg-0184,2026-04-09T11:52:34Z,DescribeInstances,ec2.amazonaws.com,111111111111,development,
211
+ bg-0185,2026-04-09T08:33:33Z,ListUsers,iam.amazonaws.com,111111111111,development,
212
+ bg-0186,2026-04-09T10:36:01Z,DescribeInstances,ec2.amazonaws.com,222222222222,development,
213
+ tag-0187,2026-04-09T14:43:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
214
+ tag-0188,2026-04-09T15:23:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
215
+ tag-0189,2026-04-09T09:07:00Z,CreateTags,ec2.amazonaws.com,222222222222,development,
216
+ bg-0190,2026-04-10T14:04:07Z,ListUsers,iam.amazonaws.com,222222222222,test,
217
+ bg-0191,2026-04-10T17:24:17Z,ListUsers,iam.amazonaws.com,111111111111,test,
218
+ bg-0192,2026-04-10T09:02:34Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,test,
219
+ bg-0193,2026-04-10T15:32:08Z,GetRole,iam.amazonaws.com,111111111111,test,
220
+ bg-0194,2026-04-10T13:11:00Z,ListUsers,iam.amazonaws.com,333333333333,test,
221
+ bg-0195,2026-04-10T13:28:49Z,GetCallerIdentity,sts.amazonaws.com,222222222222,test,
222
+ bg-0196,2026-04-10T17:17:48Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
223
+ bg-0197,2026-04-10T11:47:20Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
224
+ bg-0198,2026-04-10T15:11:05Z,DescribeInstances,ec2.amazonaws.com,111111111111,test,
225
+ bg-0199,2026-04-10T14:33:02Z,DescribeInstances,ec2.amazonaws.com,222222222222,test,
226
+ bg-0200,2026-04-10T14:18:32Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
227
+ bg-0201,2026-04-10T10:24:47Z,DescribeInstances,ec2.amazonaws.com,222222222222,test,
228
+ bg-0202,2026-04-10T13:28:28Z,GetDetector,guardduty.amazonaws.com,111111111111,test,
229
+ bg-0203,2026-04-10T08:28:03Z,DescribeInstances,ec2.amazonaws.com,333333333333,test,
230
+ bg-0204,2026-04-10T10:32:46Z,GetRole,iam.amazonaws.com,333333333333,test,
231
+ bg-0205,2026-04-10T12:22:37Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
232
+ bg-0206,2026-04-10T08:57:45Z,GetDetector,guardduty.amazonaws.com,111111111111,test,
233
+ bg-0207,2026-04-10T16:47:11Z,GetRole,iam.amazonaws.com,111111111111,test,
234
+ tag-0208,2026-04-10T13:47:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
235
+ tag-0209,2026-04-10T09:37:00Z,CreateTags,ec2.amazonaws.com,222222222222,test,
236
+ tag-0210,2026-04-10T13:08:00Z,CreateTags,ec2.amazonaws.com,222222222222,test,
237
+ bg-0211,2026-04-11T13:35:42Z,ListUsers,iam.amazonaws.com,333333333333,test,
238
+ bg-0212,2026-04-11T13:15:42Z,GetRole,iam.amazonaws.com,111111111111,test,
239
+ bg-0213,2026-04-11T16:13:40Z,GetCallerIdentity,sts.amazonaws.com,222222222222,test,
240
+ bg-0214,2026-04-11T12:12:44Z,GetRole,iam.amazonaws.com,333333333333,test,
241
+ bg-0215,2026-04-11T11:13:11Z,DescribeInstances,ec2.amazonaws.com,111111111111,test,
242
+ bg-0216,2026-04-11T10:35:34Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
243
+ bg-0217,2026-04-11T14:30:29Z,GetRole,iam.amazonaws.com,222222222222,test,
244
+ bg-0218,2026-04-11T15:28:20Z,GetBucketAcl,s3.amazonaws.com,333333333333,test,
245
+ bg-0219,2026-04-11T16:31:04Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,test,
246
+ bg-0220,2026-04-11T17:36:15Z,DescribeInstances,ec2.amazonaws.com,222222222222,test,
247
+ bg-0221,2026-04-11T12:51:20Z,GetCallerIdentity,sts.amazonaws.com,333333333333,test,
248
+ bg-0222,2026-04-11T12:29:26Z,GetDetector,guardduty.amazonaws.com,111111111111,test,
249
+ bg-0223,2026-04-11T17:17:42Z,ListUsers,iam.amazonaws.com,111111111111,test,
250
+ bg-0224,2026-04-11T12:53:44Z,ListUsers,iam.amazonaws.com,222222222222,test,
251
+ bg-0225,2026-04-11T14:50:20Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
252
+ bg-0226,2026-04-11T16:12:37Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
253
+ bg-0227,2026-04-11T10:50:25Z,GetRole,iam.amazonaws.com,222222222222,test,
254
+ bg-0228,2026-04-11T14:17:33Z,GetDetector,guardduty.amazonaws.com,333333333333,test,
255
+ tag-0229,2026-04-11T09:56:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
256
+ tag-0230,2026-04-11T15:15:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
257
+ tag-0231,2026-04-11T11:04:00Z,CreateTags,ec2.amazonaws.com,222222222222,test,
258
+ bg-0232,2026-04-12T08:27:05Z,DescribeInstances,ec2.amazonaws.com,111111111111,test,
259
+ bg-0233,2026-04-12T09:17:25Z,GetCallerIdentity,sts.amazonaws.com,222222222222,test,
260
+ bg-0234,2026-04-12T14:46:01Z,GetDetector,guardduty.amazonaws.com,222222222222,test,
261
+ bg-0235,2026-04-12T10:42:35Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,test,
262
+ bg-0236,2026-04-12T09:04:22Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
263
+ bg-0237,2026-04-12T13:15:33Z,ListUsers,iam.amazonaws.com,333333333333,test,
264
+ bg-0238,2026-04-12T17:28:20Z,DescribeInstances,ec2.amazonaws.com,222222222222,test,
265
+ bg-0239,2026-04-12T17:19:30Z,GetDetector,guardduty.amazonaws.com,333333333333,test,
266
+ bg-0240,2026-04-12T08:11:47Z,GetBucketAcl,s3.amazonaws.com,222222222222,test,
267
+ bg-0241,2026-04-12T15:12:20Z,GetRole,iam.amazonaws.com,333333333333,test,
268
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269
+ bg-0243,2026-04-12T12:40:01Z,GetBucketAcl,s3.amazonaws.com,222222222222,test,
270
+ bg-0244,2026-04-12T12:31:36Z,GetCallerIdentity,sts.amazonaws.com,333333333333,test,
271
+ bg-0245,2026-04-12T14:22:15Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,test,
272
+ bg-0246,2026-04-12T12:24:29Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
273
+ bg-0247,2026-04-12T12:24:22Z,ListUsers,iam.amazonaws.com,111111111111,test,
274
+ bg-0248,2026-04-12T09:57:36Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
275
+ bg-0249,2026-04-12T16:01:47Z,ListUsers,iam.amazonaws.com,333333333333,test,
276
+ tag-0250,2026-04-12T09:01:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
277
+ tag-0251,2026-04-12T12:34:00Z,CreateTags,ec2.amazonaws.com,222222222222,test,
278
+ tag-0252,2026-04-12T12:21:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
279
+ bg-0253,2026-04-13T11:23:33Z,GetRole,iam.amazonaws.com,111111111111,test,
280
+ bg-0254,2026-04-13T14:43:31Z,GetRole,iam.amazonaws.com,111111111111,test,
281
+ bg-0255,2026-04-13T11:25:09Z,GetBucketAcl,s3.amazonaws.com,222222222222,test,
282
+ bg-0256,2026-04-13T13:12:46Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
283
+ bg-0257,2026-04-13T09:43:39Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,test,
284
+ bg-0258,2026-04-13T08:41:24Z,GetCallerIdentity,sts.amazonaws.com,333333333333,test,
285
+ bg-0259,2026-04-13T12:33:04Z,GetRole,iam.amazonaws.com,222222222222,test,
286
+ bg-0260,2026-04-13T11:55:19Z,ListUsers,iam.amazonaws.com,222222222222,test,
287
+ bg-0261,2026-04-13T14:49:16Z,GetBucketAcl,s3.amazonaws.com,333333333333,test,
288
+ bg-0262,2026-04-13T10:01:48Z,ListUsers,iam.amazonaws.com,111111111111,test,
289
+ bg-0263,2026-04-13T09:28:20Z,DescribeInstances,ec2.amazonaws.com,333333333333,test,
290
+ bg-0264,2026-04-13T10:45:02Z,ListUsers,iam.amazonaws.com,222222222222,test,
291
+ bg-0265,2026-04-13T14:51:16Z,DescribeInstances,ec2.amazonaws.com,222222222222,test,
292
+ bg-0266,2026-04-13T15:49:10Z,GetCallerIdentity,sts.amazonaws.com,222222222222,test,
293
+ bg-0267,2026-04-13T08:47:27Z,GetDetector,guardduty.amazonaws.com,222222222222,test,
294
+ bg-0268,2026-04-13T12:08:35Z,GetBucketAcl,s3.amazonaws.com,222222222222,test,
295
+ bg-0269,2026-04-13T14:34:02Z,GetRole,iam.amazonaws.com,222222222222,test,
296
+ bg-0270,2026-04-13T13:17:45Z,GetBucketAcl,s3.amazonaws.com,222222222222,test,
297
+ tag-0271,2026-04-13T12:25:00Z,CreateTags,ec2.amazonaws.com,222222222222,test,
298
+ tag-0272,2026-04-13T11:22:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
299
+ tag-0273,2026-04-13T15:31:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
300
+ bg-0274,2026-04-14T14:00:46Z,DescribeInstances,ec2.amazonaws.com,111111111111,test,
301
+ bg-0275,2026-04-14T16:17:41Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
302
+ bg-0276,2026-04-14T15:08:15Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
303
+ bg-0277,2026-04-14T14:53:40Z,GetDetector,guardduty.amazonaws.com,333333333333,test,
304
+ bg-0278,2026-04-14T08:07:47Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
305
+ bg-0279,2026-04-14T14:59:40Z,DescribeTrails,cloudtrail.amazonaws.com,111111111111,test,
306
+ bg-0280,2026-04-14T15:13:49Z,ListUsers,iam.amazonaws.com,222222222222,test,
307
+ bg-0281,2026-04-14T17:29:47Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,test,
308
+ bg-0282,2026-04-14T10:08:21Z,GetRole,iam.amazonaws.com,111111111111,test,
309
+ bg-0283,2026-04-14T08:32:39Z,GetBucketAcl,s3.amazonaws.com,333333333333,test,
310
+ bg-0284,2026-04-14T08:48:39Z,DescribeInstances,ec2.amazonaws.com,111111111111,test,
311
+ bg-0285,2026-04-14T09:03:21Z,GetCallerIdentity,sts.amazonaws.com,222222222222,test,
312
+ bg-0286,2026-04-14T11:20:42Z,GetCallerIdentity,sts.amazonaws.com,111111111111,test,
313
+ bg-0287,2026-04-14T11:15:23Z,ListUsers,iam.amazonaws.com,222222222222,test,
314
+ bg-0288,2026-04-14T17:44:33Z,DescribeInstances,ec2.amazonaws.com,222222222222,test,
315
+ bg-0289,2026-04-14T12:15:04Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,test,
316
+ bg-0290,2026-04-14T13:27:40Z,GetBucketAcl,s3.amazonaws.com,111111111111,test,
317
+ bg-0291,2026-04-14T10:17:33Z,DescribeTrails,cloudtrail.amazonaws.com,222222222222,test,
318
+ tag-0292,2026-04-14T14:39:00Z,CreateTags,ec2.amazonaws.com,111111111111,test,
319
+ tag-0293,2026-04-14T15:06:00Z,CreateTags,ec2.amazonaws.com,222222222222,test,
320
+ tag-0294,2026-04-14T09:39:00Z,CreateTags,ec2.amazonaws.com,222222222222,test,
demo/examples/events_preview.json ADDED
@@ -0,0 +1,2822 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
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "Records": [
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "AssumedRole",
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+ "principalId": "222222222222:terraform-staging",
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+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
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+ "accountId": "222222222222",
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+ "sessionContext": {
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+ "sessionIssuer": {
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+ "type": "Role",
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+ "userName": "terraform-staging",
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+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
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+ "accountId": "222222222222"
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+ }
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+ }
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+ },
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+ "eventTime": "2026-04-05T02:15:00Z",
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+ "eventSource": "iam.amazonaws.com",
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+ "eventName": "AttachRolePolicy",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "198.51.100.20",
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+ "userAgent": "terraform/1.9.0",
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+ "requestParameters": {
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+ "roleName": "job-runner",
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+ "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"
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+ "responseElements": {
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+ "_lab": true
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+ },
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+ "requestID": "req-evt-maint-dev-01",
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+ "eventID": "EVT-MAINT-DEV-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "222222222222",
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+ "errorCode": null,
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+ "lab_event_id": "EVT-MAINT-DEV-01",
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+ "lab_family": "benign_maintenance",
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+ "change_ticket": "CHG-4411",
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+ "split": "development",
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+ "incomplete": false
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+ {
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "AssumedRole",
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+ "principalId": "222222222222:terraform-staging",
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+ "arn": "arn:aws:sts::222222222222:assumed-role/terraform-staging/session",
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+ "accountId": "222222222222",
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+ "sessionContext": {
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+ "sessionIssuer": {
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+ "type": "Role",
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+ "userName": "terraform-staging",
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+ "arn": "arn:aws:iam::222222222222:role/terraform-staging",
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+ "accountId": "222222222222"
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+ }
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+ }
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+ },
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+ "eventTime": "2026-04-05T02:40:00Z",
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+ "eventSource": "ec2.amazonaws.com",
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+ "eventName": "AuthorizeSecurityGroupIngress",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "198.51.100.20",
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+ "userAgent": "terraform/1.9.0",
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+ "requestParameters": {
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+ "groupId": "sg-staging-web",
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+ "cidrIp": "10.0.0.0/8",
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+ "fromPort": 443,
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+ "requestID": "req-evt-sg-safe-dev-01",
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+ "eventID": "EVT-SG-SAFE-DEV-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "222222222222",
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+ "errorCode": null,
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+ "lab_event_id": "EVT-SG-SAFE-DEV-01",
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+ "lab_family": "benign_restricted_sg",
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+ "change_ticket": "CHG-4411",
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+ "split": "development",
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+ "incomplete": false
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+ {
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "IAMUser",
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+ "principalId": "AIDAIALICELAB",
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+ "arn": "arn:aws:iam::111111111111:user/alice",
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+ "accountId": "111111111111",
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+ "userName": "alice"
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+ },
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+ "eventTime": "2026-04-03T03:12:00Z",
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+ "eventSource": "iam.amazonaws.com",
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+ "eventName": "AttachUserPolicy",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "203.0.113.10",
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+ "userAgent": "console.amazonaws.com",
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+ "requestParameters": {
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+ "userName": "carol",
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+ "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"
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+ "requestID": "req-evt-iam-dev-01",
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+ "eventID": "EVT-IAM-DEV-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "111111111111",
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+ "lab_event_id": "EVT-IAM-DEV-01",
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+ "split": "development",
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+ "incomplete": false
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "IAMUser",
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+ "principalId": "AIDAIBOBLAB",
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+ "arn": "arn:aws:iam::222222222222:user/bob",
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+ "accountId": "222222222222",
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+ "userName": "bob"
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+ },
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+ "eventTime": "2026-04-04T14:22:00Z",
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+ "eventSource": "s3.amazonaws.com",
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+ "eventName": "DeletePublicAccessBlock",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "192.0.2.55",
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+ "userAgent": "aws-cli/2.15.0",
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+ "requestParameters": {
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+ "bucketName": "prod-invoice-export"
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+ "responseElements": {
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+ "_lab": true
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+ "requestID": "req-evt-s3-dev-01",
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+ "eventID": "EVT-S3-DEV-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "222222222222",
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+ "errorCode": null,
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+ "lab_event_id": "EVT-S3-DEV-01",
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+ "lab_family": "needs_review_public_exposure",
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+ "change_ticket": "",
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+ "split": "development",
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+ "incomplete": false
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "IAMUser",
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+ "principalId": "AIDAIALICELAB",
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+ "arn": "arn:aws:iam::111111111111:user/alice",
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+ "accountId": "111111111111",
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+ "userName": "alice"
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+ },
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+ "eventTime": "2026-04-03T18:00:00Z",
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+ "eventSource": "ec2.amazonaws.com",
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+ "eventName": "AuthorizeSecurityGroupIngress",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "203.0.113.10",
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+ "userAgent": "console.amazonaws.com",
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+ "requestParameters": {
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+ "groupId": "sg-prod-web",
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+ "cidrIp": "0.0.0.0/0",
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+ "fromPort": 22,
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+ "toPort": 22
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+ },
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+ "responseElements": {
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+ "_lab": true
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+ "requestID": "req-evt-sg-open-dev-01",
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+ "eventID": "EVT-SG-OPEN-DEV-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "111111111111",
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+ "errorCode": null,
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+ "lab_event_id": "EVT-SG-OPEN-DEV-01",
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+ "lab_family": "needs_review_public_exposure",
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+ "change_ticket": "",
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+ "split": "development",
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+ "incomplete": false
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+ {
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "IAMUser",
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+ "principalId": "AIDAICAROLLAB",
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+ "arn": "arn:aws:iam::333333333333:user/carol",
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+ "accountId": "333333333333",
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+ "userName": "carol"
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+ },
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+ "eventTime": "2026-04-06T01:05:00Z",
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+ "eventSource": "cloudtrail.amazonaws.com",
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+ "eventName": "StopLogging",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "192.0.2.55",
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+ "userAgent": "aws-cli/2.15.0",
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+ "requestParameters": {
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+ "name": "org-management"
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+ },
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+ "responseElements": {
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+ "_lab": true
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+ "requestID": "req-evt-trail-dev-01",
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+ "eventID": "EVT-TRAIL-DEV-01",
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+ "readOnly": false,
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "333333333333",
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+ "errorCode": null,
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+ "lab_event_id": "EVT-TRAIL-DEV-01",
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+ "lab_family": "needs_review_logging_disable",
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+ "change_ticket": "",
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+ "split": "development",
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+ "incomplete": false
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+ {
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "Root",
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+ "principalId": "111111111111",
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+ "arn": "arn:aws:iam::111111111111:root",
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+ "accountId": "111111111111"
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+ },
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+ "eventTime": "2026-04-07T09:00:00Z",
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+ "eventSource": "signin.amazonaws.com",
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+ "eventName": "ConsoleLogin",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "203.0.113.10",
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+ "userAgent": "signin.amazonaws.com",
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+ "requestParameters": {},
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+ "requestID": "req-evt-root-dev-01",
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+ "eventID": "EVT-ROOT-DEV-01",
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+ "managementEvent": true,
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+ "split": "development",
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+ "incomplete": false
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+ "eventVersion": "1.09",
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+ "userIdentity": {
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+ "type": "IAMUser",
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+ "principalId": "AIDAIDAVELAB",
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+ "arn": "arn:aws:iam::111111111111:user/dave",
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+ "accountId": "111111111111",
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+ "userName": "dave"
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+ "eventTime": "2026-04-08T16:10:00Z",
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+ "eventSource": "iam.amazonaws.com",
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+ "eventName": "UpdateAssumeRolePolicy",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "203.0.113.10",
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+ "userAgent": "aws-cli/2.15.0",
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+ "requestParameters": {
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+ "roleName": "ci-deploy",
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+ "policyDocument": "{\"Version\":\"2012-10-17\",\"Statement\":[{\"Effect\":\"Allow\",\"Principal\":\"*\",\"Action\":\"sts:AssumeRole\"}]}"
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+ "requestID": "req-evt-trust-dev-01",
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+ "eventType": "AwsApiCall",
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+ "managementEvent": true,
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+ "recipientAccountId": "111111111111",
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+ "lab_family": "needs_review_trust_wildcard",
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+ "principalId": "AIDAIBOBLAB",
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+ "accountId": "222222222222",
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+ "userName": "bob"
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+ "eventTime": "2026-04-07T11:20:00Z",
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+ "eventSource": "iam.amazonaws.com",
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+ "eventName": "CreateAccessKey",
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+ "awsRegion": "us-east-1",
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+ "sourceIPAddress": "203.0.113.10",
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+ "userAgent": "aws-cli/2.15.0",
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+ "requestParameters": {
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+ "requestID": "req-evt-key-dev-01",
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+ "accountId": "222222222222",
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+ "userName": "bob"
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+ "eventTime": "2026-04-02T11:00:00Z",
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+ "eventSource": "s3.amazonaws.com",
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+ "sourceIPAddress": "203.0.113.10",
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+ "managementEvent": true,
2518
+ "recipientAccountId": "111111111111",
2519
+ "errorCode": null,
2520
+ "lab_event_id": "",
2521
+ "lab_family": "",
2522
+ "change_ticket": "",
2523
+ "split": "development",
2524
+ "incomplete": false
2525
+ },
2526
+ {
2527
+ "eventVersion": "1.09",
2528
+ "userIdentity": {
2529
+ "type": "IAMUser",
2530
+ "principalId": "AIDAIDAVELAB",
2531
+ "arn": "arn:aws:iam::111111111111:user/dave",
2532
+ "accountId": "111111111111",
2533
+ "userName": "dave"
2534
+ },
2535
+ "eventTime": "2026-04-09T15:18:08Z",
2536
+ "eventSource": "iam.amazonaws.com",
2537
+ "eventName": "ListUsers",
2538
+ "awsRegion": "us-east-1",
2539
+ "sourceIPAddress": "203.0.113.10",
2540
+ "userAgent": "aws-cli/2.15.0",
2541
+ "requestParameters": {
2542
+ "marker": "lab-read"
2543
+ },
2544
+ "responseElements": null,
2545
+ "requestID": "req-bg-0174",
2546
+ "eventID": "bg-0174",
2547
+ "readOnly": true,
2548
+ "eventType": "AwsApiCall",
2549
+ "managementEvent": true,
2550
+ "recipientAccountId": "111111111111",
2551
+ "errorCode": null,
2552
+ "lab_event_id": "",
2553
+ "lab_family": "",
2554
+ "change_ticket": "",
2555
+ "split": "development",
2556
+ "incomplete": false
2557
+ },
2558
+ {
2559
+ "eventVersion": "1.09",
2560
+ "userIdentity": {
2561
+ "type": "AssumedRole",
2562
+ "principalId": "222222222222:ci-github",
2563
+ "arn": "arn:aws:sts::222222222222:assumed-role/ci-github/session",
2564
+ "accountId": "222222222222",
2565
+ "sessionContext": {
2566
+ "sessionIssuer": {
2567
+ "type": "Role",
2568
+ "userName": "ci-github",
2569
+ "arn": "arn:aws:iam::222222222222:role/ci-github",
2570
+ "accountId": "222222222222"
2571
+ }
2572
+ }
2573
+ },
2574
+ "eventTime": "2026-04-09T13:40:16Z",
2575
+ "eventSource": "iam.amazonaws.com",
2576
+ "eventName": "ListUsers",
2577
+ "awsRegion": "us-east-1",
2578
+ "sourceIPAddress": "198.51.100.20",
2579
+ "userAgent": "terraform/1.9.0",
2580
+ "requestParameters": {
2581
+ "marker": "lab-read"
2582
+ },
2583
+ "responseElements": null,
2584
+ "requestID": "req-bg-0175",
2585
+ "eventID": "bg-0175",
2586
+ "readOnly": true,
2587
+ "eventType": "AwsApiCall",
2588
+ "managementEvent": true,
2589
+ "recipientAccountId": "222222222222",
2590
+ "errorCode": null,
2591
+ "lab_event_id": "",
2592
+ "lab_family": "",
2593
+ "change_ticket": "",
2594
+ "split": "development",
2595
+ "incomplete": false
2596
+ },
2597
+ {
2598
+ "eventVersion": "1.09",
2599
+ "userIdentity": {
2600
+ "type": "IAMUser",
2601
+ "principalId": "AIDAIALICELAB",
2602
+ "arn": "arn:aws:iam::111111111111:user/alice",
2603
+ "accountId": "111111111111",
2604
+ "userName": "alice"
2605
+ },
2606
+ "eventTime": "2026-04-09T14:36:40Z",
2607
+ "eventSource": "iam.amazonaws.com",
2608
+ "eventName": "ListUsers",
2609
+ "awsRegion": "us-east-1",
2610
+ "sourceIPAddress": "203.0.113.10",
2611
+ "userAgent": "aws-cli/2.15.0",
2612
+ "requestParameters": {
2613
+ "marker": "lab-read"
2614
+ },
2615
+ "responseElements": null,
2616
+ "requestID": "req-bg-0181",
2617
+ "eventID": "bg-0181",
2618
+ "readOnly": true,
2619
+ "eventType": "AwsApiCall",
2620
+ "managementEvent": true,
2621
+ "recipientAccountId": "111111111111",
2622
+ "errorCode": null,
2623
+ "lab_event_id": "",
2624
+ "lab_family": "",
2625
+ "change_ticket": "",
2626
+ "split": "development",
2627
+ "incomplete": false
2628
+ },
2629
+ {
2630
+ "eventVersion": "1.09",
2631
+ "userIdentity": {
2632
+ "type": "IAMUser",
2633
+ "principalId": "AIDAIDAVELAB",
2634
+ "arn": "arn:aws:iam::111111111111:user/dave",
2635
+ "accountId": "111111111111",
2636
+ "userName": "dave"
2637
+ },
2638
+ "eventTime": "2026-04-09T08:33:33Z",
2639
+ "eventSource": "iam.amazonaws.com",
2640
+ "eventName": "ListUsers",
2641
+ "awsRegion": "us-east-1",
2642
+ "sourceIPAddress": "203.0.113.10",
2643
+ "userAgent": "aws-cli/2.15.0",
2644
+ "requestParameters": {
2645
+ "marker": "lab-read"
2646
+ },
2647
+ "responseElements": null,
2648
+ "requestID": "req-bg-0185",
2649
+ "eventID": "bg-0185",
2650
+ "readOnly": true,
2651
+ "eventType": "AwsApiCall",
2652
+ "managementEvent": true,
2653
+ "recipientAccountId": "111111111111",
2654
+ "errorCode": null,
2655
+ "lab_event_id": "",
2656
+ "lab_family": "",
2657
+ "change_ticket": "",
2658
+ "split": "development",
2659
+ "incomplete": false
2660
+ },
2661
+ {
2662
+ "eventVersion": "1.09",
2663
+ "userIdentity": {
2664
+ "type": "IAMUser",
2665
+ "principalId": "AIDAIBOBLAB",
2666
+ "arn": "arn:aws:iam::222222222222:user/bob",
2667
+ "accountId": "222222222222",
2668
+ "userName": "bob"
2669
+ },
2670
+ "eventTime": "2026-04-10T14:04:07Z",
2671
+ "eventSource": "iam.amazonaws.com",
2672
+ "eventName": "ListUsers",
2673
+ "awsRegion": "us-east-1",
2674
+ "sourceIPAddress": "203.0.113.10",
2675
+ "userAgent": "aws-cli/2.15.0",
2676
+ "requestParameters": {
2677
+ "marker": "lab-read"
2678
+ },
2679
+ "responseElements": null,
2680
+ "requestID": "req-bg-0190",
2681
+ "eventID": "bg-0190",
2682
+ "readOnly": true,
2683
+ "eventType": "AwsApiCall",
2684
+ "managementEvent": true,
2685
+ "recipientAccountId": "222222222222",
2686
+ "errorCode": null,
2687
+ "lab_event_id": "",
2688
+ "lab_family": "",
2689
+ "change_ticket": "",
2690
+ "split": "test",
2691
+ "incomplete": false
2692
+ },
2693
+ {
2694
+ "eventVersion": "1.09",
2695
+ "userIdentity": {
2696
+ "type": "IAMUser",
2697
+ "principalId": "AIDAIALICELAB",
2698
+ "arn": "arn:aws:iam::111111111111:user/alice",
2699
+ "accountId": "111111111111",
2700
+ "userName": "alice"
2701
+ },
2702
+ "eventTime": "2026-04-10T17:24:17Z",
2703
+ "eventSource": "iam.amazonaws.com",
2704
+ "eventName": "ListUsers",
2705
+ "awsRegion": "us-east-1",
2706
+ "sourceIPAddress": "203.0.113.10",
2707
+ "userAgent": "aws-cli/2.15.0",
2708
+ "requestParameters": {
2709
+ "marker": "lab-read"
2710
+ },
2711
+ "responseElements": null,
2712
+ "requestID": "req-bg-0191",
2713
+ "eventID": "bg-0191",
2714
+ "readOnly": true,
2715
+ "eventType": "AwsApiCall",
2716
+ "managementEvent": true,
2717
+ "recipientAccountId": "111111111111",
2718
+ "errorCode": null,
2719
+ "lab_event_id": "",
2720
+ "lab_family": "",
2721
+ "change_ticket": "",
2722
+ "split": "test",
2723
+ "incomplete": false
2724
+ },
2725
+ {
2726
+ "eventVersion": "1.09",
2727
+ "userIdentity": {
2728
+ "type": "IAMUser",
2729
+ "principalId": "AIDAICAROLLAB",
2730
+ "arn": "arn:aws:iam::333333333333:user/carol",
2731
+ "accountId": "333333333333",
2732
+ "userName": "carol"
2733
+ },
2734
+ "eventTime": "2026-04-10T13:11:00Z",
2735
+ "eventSource": "iam.amazonaws.com",
2736
+ "eventName": "ListUsers",
2737
+ "awsRegion": "us-east-1",
2738
+ "sourceIPAddress": "203.0.113.10",
2739
+ "userAgent": "aws-cli/2.15.0",
2740
+ "requestParameters": {
2741
+ "marker": "lab-read"
2742
+ },
2743
+ "responseElements": null,
2744
+ "requestID": "req-bg-0194",
2745
+ "eventID": "bg-0194",
2746
+ "readOnly": true,
2747
+ "eventType": "AwsApiCall",
2748
+ "managementEvent": true,
2749
+ "recipientAccountId": "333333333333",
2750
+ "errorCode": null,
2751
+ "lab_event_id": "",
2752
+ "lab_family": "",
2753
+ "change_ticket": "",
2754
+ "split": "test",
2755
+ "incomplete": false
2756
+ },
2757
+ {
2758
+ "eventVersion": "1.09",
2759
+ "userIdentity": {
2760
+ "type": "IAMUser",
2761
+ "principalId": "AIDAICAROLLAB",
2762
+ "arn": "arn:aws:iam::333333333333:user/carol",
2763
+ "accountId": "333333333333",
2764
+ "userName": "carol"
2765
+ },
2766
+ "eventTime": "2026-04-11T13:35:42Z",
2767
+ "eventSource": "iam.amazonaws.com",
2768
+ "eventName": "ListUsers",
2769
+ "awsRegion": "us-east-1",
2770
+ "sourceIPAddress": "203.0.113.10",
2771
+ "userAgent": "aws-cli/2.15.0",
2772
+ "requestParameters": {
2773
+ "marker": "lab-read"
2774
+ },
2775
+ "responseElements": null,
2776
+ "requestID": "req-bg-0211",
2777
+ "eventID": "bg-0211",
2778
+ "readOnly": true,
2779
+ "eventType": "AwsApiCall",
2780
+ "managementEvent": true,
2781
+ "recipientAccountId": "333333333333",
2782
+ "errorCode": null,
2783
+ "lab_event_id": "",
2784
+ "lab_family": "",
2785
+ "change_ticket": "",
2786
+ "split": "test",
2787
+ "incomplete": false
2788
+ },
2789
+ {
2790
+ "eventVersion": "1.09",
2791
+ "userIdentity": {
2792
+ "type": "IAMUser",
2793
+ "principalId": "AIDAIALICELAB",
2794
+ "arn": "arn:aws:iam::111111111111:user/alice",
2795
+ "accountId": "111111111111",
2796
+ "userName": "alice"
2797
+ },
2798
+ "eventTime": "2026-04-11T10:35:34Z",
2799
+ "eventSource": "s3.amazonaws.com",
2800
+ "eventName": "GetBucketAcl",
2801
+ "awsRegion": "us-east-1",
2802
+ "sourceIPAddress": "203.0.113.10",
2803
+ "userAgent": "aws-cli/2.15.0",
2804
+ "requestParameters": {
2805
+ "bucketName": "prod-invoice-export"
2806
+ },
2807
+ "responseElements": null,
2808
+ "requestID": "req-bg-0216",
2809
+ "eventID": "bg-0216",
2810
+ "readOnly": true,
2811
+ "eventType": "AwsApiCall",
2812
+ "managementEvent": true,
2813
+ "recipientAccountId": "111111111111",
2814
+ "errorCode": null,
2815
+ "lab_event_id": "",
2816
+ "lab_family": "",
2817
+ "change_ticket": "",
2818
+ "split": "test",
2819
+ "incomplete": false
2820
+ }
2821
+ ]
2822
+ }
demo/examples/gold_events.json ADDED
@@ -0,0 +1,233 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "event_id": "EVT-MAINT-DEV-01",
4
+ "account_alias": "acct_staging",
5
+ "actor_alias": "role_terraform-staging",
6
+ "start": "2026-04-05T02:15:00Z",
7
+ "end": "2026-04-05T02:16:00Z",
8
+ "family": "benign_maintenance",
9
+ "split": "development",
10
+ "change_type": "iam_privilege_grant",
11
+ "note": "Sunday staging window. Terraform attaches a job role policy with ticket CHG-4411."
12
+ },
13
+ {
14
+ "event_id": "EVT-SG-SAFE-DEV-01",
15
+ "account_alias": "acct_staging",
16
+ "actor_alias": "role_terraform-staging",
17
+ "start": "2026-04-05T02:40:00Z",
18
+ "end": "2026-04-05T02:41:00Z",
19
+ "family": "benign_restricted_sg",
20
+ "split": "development",
21
+ "change_type": "security_group_ingress",
22
+ "note": "Maintenance SG ingress from 10.0.0.0/8, not 0.0.0.0/0."
23
+ },
24
+ {
25
+ "event_id": "EVT-IAM-DEV-01",
26
+ "account_alias": "acct_prod",
27
+ "actor_alias": "usr_alice",
28
+ "start": "2026-04-03T03:12:00Z",
29
+ "end": "2026-04-03T03:13:00Z",
30
+ "family": "needs_review_iam_escalation",
31
+ "split": "development",
32
+ "change_type": "iam_privilege_grant",
33
+ "note": "Off-hours AttachUserPolicy AdministratorAccess on prod."
34
+ },
35
+ {
36
+ "event_id": "EVT-S3-DEV-01",
37
+ "account_alias": "acct_prod",
38
+ "actor_alias": "usr_bob",
39
+ "start": "2026-04-04T14:22:00Z",
40
+ "end": "2026-04-04T14:23:00Z",
41
+ "family": "needs_review_public_exposure",
42
+ "split": "development",
43
+ "change_type": "s3_public_exposure",
44
+ "note": "DeletePublicAccessBlock on a prod bucket. That is a request, not proven current exposure."
45
+ },
46
+ {
47
+ "event_id": "EVT-SG-OPEN-DEV-01",
48
+ "account_alias": "acct_prod",
49
+ "actor_alias": "usr_alice",
50
+ "start": "2026-04-03T18:00:00Z",
51
+ "end": "2026-04-03T18:01:00Z",
52
+ "family": "needs_review_public_exposure",
53
+ "split": "development",
54
+ "change_type": "security_group_ingress",
55
+ "note": "AuthorizeSecurityGroupIngress 0.0.0.0/0 on prod."
56
+ },
57
+ {
58
+ "event_id": "EVT-TRAIL-DEV-01",
59
+ "account_alias": "acct_prod",
60
+ "actor_alias": "usr_carol",
61
+ "start": "2026-04-06T01:05:00Z",
62
+ "end": "2026-04-06T01:06:00Z",
63
+ "family": "needs_review_logging_disable",
64
+ "split": "development",
65
+ "change_type": "trail_logging_change",
66
+ "note": "Contractor StopLogging on the prod trail."
67
+ },
68
+ {
69
+ "event_id": "EVT-ROOT-DEV-01",
70
+ "account_alias": "acct_prod",
71
+ "actor_alias": "root_lab",
72
+ "start": "2026-04-07T09:00:00Z",
73
+ "end": "2026-04-07T09:01:00Z",
74
+ "family": "needs_review_root",
75
+ "split": "development",
76
+ "change_type": "root_activity",
77
+ "note": "Root console login."
78
+ },
79
+ {
80
+ "event_id": "EVT-TRUST-DEV-01",
81
+ "account_alias": "acct_prod",
82
+ "actor_alias": "usr_dave",
83
+ "start": "2026-04-08T16:10:00Z",
84
+ "end": "2026-04-08T16:11:00Z",
85
+ "family": "needs_review_trust_wildcard",
86
+ "split": "development",
87
+ "change_type": "role_trust_change",
88
+ "note": "UpdateAssumeRolePolicy with Principal *."
89
+ },
90
+ {
91
+ "event_id": "EVT-KEY-DEV-01",
92
+ "account_alias": "acct_staging",
93
+ "actor_alias": "usr_bob",
94
+ "start": "2026-04-07T11:20:00Z",
95
+ "end": "2026-04-07T11:21:00Z",
96
+ "family": "needs_review_iam_escalation",
97
+ "split": "development",
98
+ "change_type": "iam_credential_create",
99
+ "note": "CreateAccessKey for a staging user during business hours."
100
+ },
101
+ {
102
+ "event_id": "EVT-INSUFF-DEV-01",
103
+ "account_alias": "acct_prod",
104
+ "actor_alias": "usr_bob",
105
+ "start": "2026-04-02T11:00:00Z",
106
+ "end": "2026-04-02T11:01:00Z",
107
+ "family": "insufficient_evidence",
108
+ "split": "development",
109
+ "change_type": "s3_public_exposure",
110
+ "note": "PutBucketPolicy without requestParameters. Before/after unknown."
111
+ },
112
+ {
113
+ "event_id": "EVT-MAINT-01",
114
+ "account_alias": "acct_staging",
115
+ "actor_alias": "role_terraform-staging",
116
+ "start": "2026-04-12T02:20:00Z",
117
+ "end": "2026-04-12T02:21:00Z",
118
+ "family": "benign_maintenance",
119
+ "split": "test",
120
+ "change_type": "iam_privilege_grant",
121
+ "note": "Held-out Sunday staging terraform AttachRolePolicy with CHG-4411."
122
+ },
123
+ {
124
+ "event_id": "EVT-SG-SAFE-01",
125
+ "account_alias": "acct_staging",
126
+ "actor_alias": "role_terraform-staging",
127
+ "start": "2026-04-12T03:05:00Z",
128
+ "end": "2026-04-12T03:06:00Z",
129
+ "family": "benign_restricted_sg",
130
+ "split": "test",
131
+ "change_type": "security_group_ingress",
132
+ "note": "Held-out restricted SG during the approved window."
133
+ },
134
+ {
135
+ "event_id": "EVT-IAM-01",
136
+ "account_alias": "acct_prod",
137
+ "actor_alias": "usr_alice",
138
+ "start": "2026-04-11T02:48:00Z",
139
+ "end": "2026-04-11T02:49:00Z",
140
+ "family": "needs_review_iam_escalation",
141
+ "split": "test",
142
+ "change_type": "iam_privilege_grant",
143
+ "note": "Held-out off-hours AdministratorAccess attach on prod."
144
+ },
145
+ {
146
+ "event_id": "EVT-S3-01",
147
+ "account_alias": "acct_prod",
148
+ "actor_alias": "usr_bob",
149
+ "start": "2026-04-11T15:30:00Z",
150
+ "end": "2026-04-11T15:31:00Z",
151
+ "family": "needs_review_public_exposure",
152
+ "split": "test",
153
+ "change_type": "s3_public_exposure",
154
+ "note": "Held-out DeletePublicAccessBlock."
155
+ },
156
+ {
157
+ "event_id": "EVT-SG-OPEN-01",
158
+ "account_alias": "acct_prod",
159
+ "actor_alias": "usr_bob",
160
+ "start": "2026-04-11T18:20:00Z",
161
+ "end": "2026-04-11T18:21:00Z",
162
+ "family": "needs_review_public_exposure",
163
+ "split": "test",
164
+ "change_type": "security_group_ingress",
165
+ "note": "Held-out 0.0.0.0/0 security group ingress."
166
+ },
167
+ {
168
+ "event_id": "EVT-TRAIL-01",
169
+ "account_alias": "acct_prod",
170
+ "actor_alias": "usr_carol",
171
+ "start": "2026-04-13T00:40:00Z",
172
+ "end": "2026-04-13T00:41:00Z",
173
+ "family": "needs_review_logging_disable",
174
+ "split": "test",
175
+ "change_type": "trail_logging_change",
176
+ "note": "Held-out StopLogging."
177
+ },
178
+ {
179
+ "event_id": "EVT-ROOT-01",
180
+ "account_alias": "acct_prod",
181
+ "actor_alias": "root_lab",
182
+ "start": "2026-04-13T10:15:00Z",
183
+ "end": "2026-04-13T10:16:00Z",
184
+ "family": "needs_review_root",
185
+ "split": "test",
186
+ "change_type": "root_activity",
187
+ "note": "Held-out root CreateAccessKey."
188
+ },
189
+ {
190
+ "event_id": "EVT-TRUST-01",
191
+ "account_alias": "acct_prod",
192
+ "actor_alias": "usr_dave",
193
+ "start": "2026-04-14T11:20:00Z",
194
+ "end": "2026-04-14T11:21:00Z",
195
+ "family": "needs_review_trust_wildcard",
196
+ "split": "test",
197
+ "change_type": "role_trust_change",
198
+ "note": "Held-out wildcard trust policy."
199
+ },
200
+ {
201
+ "event_id": "EVT-GD-01",
202
+ "account_alias": "acct_prod",
203
+ "actor_alias": "usr_alice",
204
+ "start": "2026-04-14T01:10:00Z",
205
+ "end": "2026-04-14T01:11:00Z",
206
+ "family": "needs_review_logging_disable",
207
+ "split": "test",
208
+ "change_type": "detector_disable",
209
+ "note": "Held-out GuardDuty UpdateDetector Enable=false."
210
+ },
211
+ {
212
+ "event_id": "EVT-KEY-01",
213
+ "account_alias": "acct_staging",
214
+ "actor_alias": "usr_bob",
215
+ "start": "2026-04-12T11:40:00Z",
216
+ "end": "2026-04-12T11:41:00Z",
217
+ "family": "needs_review_iam_escalation",
218
+ "split": "test",
219
+ "change_type": "iam_credential_create",
220
+ "note": "Held-out CreateAccessKey. Medium severity; should drop at a high T."
221
+ },
222
+ {
223
+ "event_id": "EVT-INSUFF-01",
224
+ "account_alias": "acct_prod",
225
+ "actor_alias": "usr_bob",
226
+ "start": "2026-04-10T13:00:00Z",
227
+ "end": "2026-04-10T13:01:00Z",
228
+ "family": "insufficient_evidence",
229
+ "split": "test",
230
+ "change_type": "s3_public_exposure",
231
+ "note": "Held-out PutBucketAcl without requestParameters."
232
+ }
233
+ ]
demo/examples/protocol.md ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ # AriaCloudTrail laboratory protocol
2
+
3
+ Synthetic AWS CloudTrail management events, seed 16, three lab accounts.
4
+ Account IDs 111111111111 / 222222222222 / 333333333333 are aliases for prod/staging/sandbox.
5
+ No live cloud credentials, no configuration changes, no network calls to AWS.
6
+
7
+ Gold `needs_review_*` ranges are authored sensitive changes. Sunday 02:00-06:00 UTC on staging with ticket CHG-4411 is approved maintenance.
8
+ Before/after is only claimed when both events exist in the export. A single Put/Delete does not prove current exposure.
9
+
10
+ Split is by period (test starts 2026-04-10) and account. Rows of one authored event stay together.
demo/examples/ruleset.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "maintenance": {
3
+ "account": "acct_staging",
4
+ "actor": "role_terraform-staging",
5
+ "ticket": "CHG-4411",
6
+ "window": "Sunday 02:00-06:00 UTC",
7
+ "allowed": [
8
+ "iam_privilege_grant",
9
+ "security_group_ingress"
10
+ ],
11
+ "forbidden": [
12
+ "AdministratorAccess",
13
+ "0.0.0.0/0",
14
+ "root"
15
+ ]
16
+ },
17
+ "event_map_count": 28
18
+ }
demo/examples/sample_preview.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "run_id": "ariact-18b781e709479f28",
3
+ "status": "ready",
4
+ "status_label": "Changes ready for review \u00b7 Live parse, ruleset, role/time baseline, and limited correlation",
5
+ "kpis": {
6
+ "n_raw": 319,
7
+ "n_valid": 319,
8
+ "n_dropped": 0,
9
+ "n_changes": 23,
10
+ "n_security_review": 14,
11
+ "n_context": 4,
12
+ "n_incomplete": 3,
13
+ "parse_coverage": 1.0,
14
+ "event_recall": 1.0,
15
+ "precision_at_k": 1.0,
16
+ "false_alarms_per_account_day": 0.0,
17
+ "change_type_accuracy": 1.0,
18
+ "maintenance_as_security": 0,
19
+ "ungrounded_claims": 0,
20
+ "seconds": 1.275,
21
+ "threshold": 3.0,
22
+ "model_names": "rules+baseline+correlation",
23
+ "daily_capacity": 8
24
+ },
25
+ "kpi_html": "<div class='kpi-grid'><article class='kpi-card'><p class='kpi-label'>Needs security review</p><p class='kpi-value'>14</p><p class='kpi-sub'>4 context changes</p></article><article class='kpi-card'><p class='kpi-label'>Parse coverage</p><p class='kpi-value'>100%</p><p class='kpi-sub'>319/319</p></article><article class='kpi-card'><p class='kpi-label'>Insufficient rows</p><p class='kpi-value'>3</p><p class='kpi-sub'>missing time/event or request body</p></article><article class='kpi-card'><p class='kpi-label'>Test event recall</p><p class='kpi-value'>100%</p><p class='kpi-sub'>rule-severity baseline: 1.0</p></article><article class='kpi-card'><p class='kpi-label'>Precision @ 8/day</p><p class='kpi-value'>100%</p><p class='kpi-sub'>held-out daily review capacity</p></article><article class='kpi-card'><p class='kpi-label'>Change-type accuracy</p><p class='kpi-value'>100%</p><p class='kpi-sub'>gold eventName mapping</p></article><article class='kpi-card'><p class='kpi-label'>False alarms / account-day</p><p class='kpi-value'>0.000</p><p class='kpi-sub'>security-review without a review label</p></article><article class='kpi-card'><p class='kpi-label'>Analyze time</p><p class='kpi-value'>1.3s</p><p class='kpi-sub'>T=3.0</p></article></div>",
26
+ "validation_ok": true,
27
+ "precomputed": true
28
+ }
demo/examples/schema.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema_id": "ariacloudtrail.change_event.v1",
3
+ "required_after_parse": [
4
+ "timestamp",
5
+ "event_name"
6
+ ],
7
+ "cloudtrail_fields": [
8
+ "eventTime",
9
+ "eventName",
10
+ "eventSource",
11
+ "userIdentity",
12
+ "recipientAccountId"
13
+ ],
14
+ "timezone": "UTC",
15
+ "null_meaning": "missing field, not a safe default",
16
+ "change_types": [
17
+ "iam_privilege_grant",
18
+ "iam_credential_create",
19
+ "security_group_ingress",
20
+ "s3_public_exposure",
21
+ "trail_logging_change",
22
+ "kms_control_change",
23
+ "root_activity",
24
+ "instance_exposure",
25
+ "role_trust_change",
26
+ "detector_disable"
27
+ ]
28
+ }
demo/examples/splits.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "development": "2026-04-01T00:00:00Z/2026-04-10T00:00:00Z",
3
+ "test": "2026-04-10T00:00:00Z/2026-04-15T00:00:00Z",
4
+ "group": "account and period; one authored event stays in one split",
5
+ "service_principals": "AssumedRole actors are modeled separately from IAM users",
6
+ "history": "before/after and burst counts use only earlier events"
7
+ }
demo/requirements.txt ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ pandas>=2.2.0,<3
2
+ pydantic>=2.6.0,<3
3
+ plotly>=5.24.0,<7
4
+ numpy>=1.26.0,<3
5
+ networkx>=3.2,<4
demo/src/__init__.py ADDED
@@ -0,0 +1 @@
 
 
1
+ """AriaCloudTrail — sensitive AWS CloudTrail change review for Cloud SOC."""
demo/src/detectors.py ADDED
@@ -0,0 +1,173 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import numpy as np
4
+ import pandas as pd
5
+
6
+ from src.domain import (
7
+ SEVERITY_WEIGHT,
8
+ AlertClass,
9
+ ChangeType,
10
+ Confidence,
11
+ Method,
12
+ Tag,
13
+ Workflow,
14
+ )
15
+
16
+
17
+ def _score_row(row: pd.Series) -> float:
18
+ score = float(SEVERITY_WEIGHT.get(str(row.get("severity") or "low"), 1.8))
19
+ if bool(row.get("cidr_open")) or bool(row.get("policy_public")) or bool(row.get("logging_off")):
20
+ score += 1.0
21
+ if bool(row.get("detector_off")) or bool(row.get("wildcard_trust")) or str(row.get("actor_kind")) == "root":
22
+ score += 1.0
23
+ if bool(row.get("admin_policy")):
24
+ score += 1.0
25
+ if float(row.get("unusual_hour") or 0) >= 1:
26
+ score += 0.8
27
+ score += 0.4 * min(float(row.get("burst_count") or 0), 3)
28
+ if bool(row.get("in_maintenance")):
29
+ score -= 2.5
30
+ if bool(row.get("hardening")):
31
+ score -= 2.0
32
+ return round(score, 3)
33
+
34
+
35
+ def score_changes(frame: pd.DataFrame) -> pd.DataFrame:
36
+ out = frame.copy()
37
+ if out.empty:
38
+ out["score"] = []
39
+ return out
40
+ out["score"] = [_score_row(row) for row in out.to_dict(orient="records")]
41
+ return out
42
+
43
+
44
+ def _tag_for(row: pd.Series) -> Tag:
45
+ if bool(row.get("incomplete")):
46
+ return Tag.INCOMPLETE
47
+ if bool(row.get("in_maintenance")):
48
+ return Tag.MAINTENANCE
49
+ if str(row.get("actor_kind")) == "root" or row.get("change_type") == ChangeType.ROOT_ACTIVITY.value:
50
+ return Tag.ROOT
51
+ if bool(row.get("wildcard_trust")):
52
+ return Tag.TRUST
53
+ if bool(row.get("logging_off")):
54
+ return Tag.TRAIL_STOP
55
+ if bool(row.get("detector_off")):
56
+ return Tag.DETECTOR
57
+ if bool(row.get("policy_public")):
58
+ return Tag.PUBLIC_S3
59
+ if bool(row.get("cidr_open")):
60
+ return Tag.OPEN_SG
61
+ if row.get("change_type") == ChangeType.SECURITY_GROUP_INGRESS.value:
62
+ return Tag.RESTRICTED_SG
63
+ if bool(row.get("admin_policy")) or row.get("change_type") == ChangeType.IAM_PRIVILEGE_GRANT.value:
64
+ return Tag.IAM_ESCALATION
65
+ if row.get("change_type") == ChangeType.IAM_CREDENTIAL_CREATE.value:
66
+ return Tag.ACCESS_KEY
67
+ if row.get("change_type") == ChangeType.KMS_CONTROL_CHANGE.value:
68
+ return Tag.KMS
69
+ if row.get("change_type") == ChangeType.INSTANCE_EXPOSURE.value:
70
+ return Tag.EIP
71
+ if float(row.get("burst_count") or 0) >= 3:
72
+ return Tag.BURST
73
+ if float(row.get("unusual_hour") or 0) >= 1:
74
+ return Tag.UNUSUAL_HOUR
75
+ return Tag.NONE
76
+
77
+
78
+ def apply_detectors(frame: pd.DataFrame, threshold: float) -> pd.DataFrame:
79
+ out = score_changes(frame)
80
+ if out.empty:
81
+ for column in ("tag", "alert_class", "confidence", "workflow", "methods_fired", "finding_id"):
82
+ out[column] = []
83
+ return out
84
+ tags = []
85
+ alerts = []
86
+ confidences = []
87
+ workflows = []
88
+ methods = []
89
+ for row in out.to_dict(orient="records"):
90
+ series = pd.Series(row)
91
+ tag = _tag_for(series)
92
+ incomplete = bool(row.get("incomplete"))
93
+ maintenance = bool(row.get("in_maintenance"))
94
+ hardening = bool(row.get("hardening"))
95
+ sensitive = str(row.get("change_type") or "none") != "none" and not hardening
96
+ score = float(row.get("score") or 0)
97
+ if incomplete and sensitive:
98
+ alert = AlertClass.INSUFFICIENT.value
99
+ workflow = Workflow.INSUFFICIENT.value
100
+ confidence = Confidence.LOW.value
101
+ elif maintenance:
102
+ alert = AlertClass.CONTEXT.value
103
+ workflow = Workflow.CONTEXT_ONLY.value
104
+ confidence = Confidence.MEDIUM.value
105
+ elif hardening:
106
+ alert = AlertClass.NONE.value
107
+ workflow = Workflow.CLEAR.value
108
+ confidence = Confidence.LOW.value
109
+ elif sensitive and score >= threshold:
110
+ alert = AlertClass.SECURITY_REVIEW.value
111
+ workflow = Workflow.NEEDS_REVIEW.value
112
+ confidence = Confidence.HIGH.value if score >= threshold + 1 else Confidence.MEDIUM.value
113
+ elif sensitive:
114
+ alert = AlertClass.CONTEXT.value
115
+ workflow = Workflow.CONTEXT_ONLY.value
116
+ confidence = Confidence.LOW.value
117
+ else:
118
+ alert = AlertClass.NONE.value
119
+ workflow = Workflow.CLEAR.value
120
+ confidence = Confidence.LOW.value
121
+ fired = []
122
+ if sensitive:
123
+ fired.append(Method.RULE_SEVERITY.value)
124
+ if float(row.get("unusual_hour") or 0) >= 1 and sensitive:
125
+ fired.append(Method.ROLE_TIME.value)
126
+ if float(row.get("burst_count") or 0) >= 2 or (float(row.get("has_before") or 0) >= 1 and float(row.get("has_after") or 0) >= 1):
127
+ if sensitive:
128
+ fired.append(Method.CORRELATION.value)
129
+ if maintenance or (sensitive and not incomplete):
130
+ fired.append(Method.MAINTENANCE_AWARE.value)
131
+ if alert != AlertClass.NONE.value:
132
+ fired.append(Method.ARIACLOUDTRAIL.value)
133
+ tags.append(tag.value)
134
+ alerts.append(alert)
135
+ confidences.append(confidence)
136
+ workflows.append(workflow)
137
+ methods.append(",".join(dict.fromkeys(fired)))
138
+ out["tag"] = tags
139
+ out["alert_class"] = alerts
140
+ out["confidence"] = confidences
141
+ out["workflow"] = workflows
142
+ out["methods_fired"] = methods
143
+ out["finding_id"] = [f"chg-{str(item)[:12]}" for item in out["event_id"].astype(str)]
144
+ return out
145
+
146
+
147
+ def method_flags(frame: pd.DataFrame, method: str, threshold: float) -> pd.Series:
148
+ if frame.empty:
149
+ return pd.Series(dtype=bool)
150
+ sensitive = frame["change_type"].ne("none") & ~frame["hardening"].astype(bool)
151
+ if method == Method.RULE_SEVERITY.value:
152
+ return sensitive
153
+ if method == Method.ROLE_TIME.value:
154
+ return sensitive & (frame["unusual_hour"] >= 1)
155
+ if method == Method.CORRELATION.value:
156
+ paired = (frame["has_before"] >= 1) & (frame["has_after"] >= 1)
157
+ return sensitive & ((frame["burst_count"] >= 2) | paired)
158
+ if method == Method.MAINTENANCE_AWARE.value:
159
+ return sensitive & ~frame["in_maintenance"].astype(bool) & ~frame["incomplete"].astype(bool)
160
+ return frame["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)
161
+
162
+
163
+ def ungrounded_claim_count(frame: pd.DataFrame) -> int:
164
+ if frame.empty:
165
+ return 0
166
+ review = frame.loc[frame["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)]
167
+ if review.empty:
168
+ return 0
169
+ missing_evidence = review["event_id"].astype(str).eq("")
170
+ claimed_both = (review["before_state"].eq("known") & review["after_state"].eq("known"))
171
+ actually_missing = (review["has_before"] < 1) | (review["has_after"] < 1)
172
+ overclaim = claimed_both & actually_missing
173
+ return int((missing_evidence | overclaim).sum())
demo/src/domain.py ADDED
@@ -0,0 +1,203 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from enum import Enum
4
+
5
+ PRODUCT = "AriaCloudTrail"
6
+ CODE_VERSION = "1.0.0"
7
+ SCHEMA_ID = "ariacloudtrail.change_event.v1"
8
+ SNAPSHOT_ID = "lab-cloudtrail-2026-04-01"
9
+ DEFAULT_SEED = 16
10
+ MAX_EVENTS = 20_000
11
+ MAX_BYTES = 10 * 1024 * 1024
12
+ MAX_UI_ROWS = 400
13
+ MIN_VALID_EVENTS = 80
14
+ DEFAULT_THRESHOLD = 3.0
15
+ DAILY_REVIEW_CAPACITY = 8
16
+ BURST_WINDOW_MINUTES = 15
17
+ TEST_START_ISO = "2026-04-10T00:00:00Z"
18
+ MAINTENANCE_TICKET = "CHG-4411"
19
+ MAINTENANCE_ACCOUNT = "acct_staging"
20
+ MAINTENANCE_ACTOR = "role_terraform-staging"
21
+
22
+ FEATURE_COLUMNS = (
23
+ "severity_weight",
24
+ "unusual_hour",
25
+ "weekend",
26
+ "burst_count",
27
+ "cidr_open",
28
+ "policy_public",
29
+ "logging_off",
30
+ "detector_off",
31
+ "wildcard_trust",
32
+ "is_root",
33
+ "is_service",
34
+ "is_human",
35
+ "has_before",
36
+ "has_after",
37
+ "in_maintenance",
38
+ "admin_policy",
39
+ "error_event",
40
+ )
41
+ REQUIRED_EVENT_FIELDS = ("timestamp", "event_name")
42
+ ID_FIELDS = ("event_id", "actor_alias", "resource_alias", "account_alias")
43
+
44
+ ACCOUNT_IDS = {
45
+ "prod": "111111111111",
46
+ "staging": "222222222222",
47
+ "sandbox": "333333333333",
48
+ }
49
+ ACCOUNT_ALIASES = {
50
+ "111111111111": "acct_prod",
51
+ "222222222222": "acct_staging",
52
+ "333333333333": "acct_sandbox",
53
+ "prod": "acct_prod",
54
+ "staging": "acct_staging",
55
+ "sandbox": "acct_sandbox",
56
+ "acct_prod": "acct_prod",
57
+ "acct_staging": "acct_staging",
58
+ "acct_sandbox": "acct_sandbox",
59
+ }
60
+
61
+
62
+ class Split(str, Enum):
63
+ DEVELOPMENT = "development"
64
+ TEST = "test"
65
+
66
+
67
+ class Method(str, Enum):
68
+ RULE_SEVERITY = "rule_severity"
69
+ ROLE_TIME = "role_time_baseline"
70
+ CORRELATION = "correlation"
71
+ MAINTENANCE_AWARE = "maintenance_aware_rules"
72
+ ARIACLOUDTRAIL = "ariacloudtrail"
73
+
74
+
75
+ class ChangeType(str, Enum):
76
+ IAM_PRIVILEGE_GRANT = "iam_privilege_grant"
77
+ IAM_CREDENTIAL_CREATE = "iam_credential_create"
78
+ SECURITY_GROUP_INGRESS = "security_group_ingress"
79
+ S3_PUBLIC_EXPOSURE = "s3_public_exposure"
80
+ TRAIL_LOGGING_CHANGE = "trail_logging_change"
81
+ KMS_CONTROL_CHANGE = "kms_control_change"
82
+ ROOT_ACTIVITY = "root_activity"
83
+ INSTANCE_EXPOSURE = "instance_exposure"
84
+ ROLE_TRUST_CHANGE = "role_trust_change"
85
+ DETECTOR_DISABLE = "detector_disable"
86
+ NONE = "none"
87
+
88
+
89
+ class Family(str, Enum):
90
+ BACKGROUND = "background"
91
+ BENIGN_MAINTENANCE = "benign_maintenance"
92
+ BENIGN_RESTRICTED_SG = "benign_restricted_sg"
93
+ REVIEW_IAM = "needs_review_iam_escalation"
94
+ REVIEW_EXPOSURE = "needs_review_public_exposure"
95
+ REVIEW_LOGGING = "needs_review_logging_disable"
96
+ REVIEW_ROOT = "needs_review_root"
97
+ REVIEW_TRUST = "needs_review_trust_wildcard"
98
+ INSUFFICIENT = "insufficient_evidence"
99
+
100
+
101
+ class AlertClass(str, Enum):
102
+ SECURITY_REVIEW = "security_review"
103
+ CONTEXT = "context"
104
+ INSUFFICIENT = "insufficient_evidence"
105
+ NONE = "none"
106
+
107
+
108
+ class Tag(str, Enum):
109
+ IAM_ESCALATION = "iam_escalation"
110
+ ACCESS_KEY = "access_key_create"
111
+ OPEN_SG = "open_security_group"
112
+ RESTRICTED_SG = "restricted_security_group"
113
+ PUBLIC_S3 = "s3_public_request"
114
+ TRAIL_STOP = "trail_logging_stop"
115
+ KMS = "kms_control"
116
+ ROOT = "root_activity"
117
+ EIP = "instance_public_ip"
118
+ TRUST = "wildcard_trust"
119
+ DETECTOR = "detector_disabled"
120
+ MAINTENANCE = "approved_maintenance"
121
+ INCOMPLETE = "incomplete_event"
122
+ BURST = "actor_burst"
123
+ UNUSUAL_HOUR = "unusual_hour"
124
+ NONE = "none"
125
+
126
+
127
+ class Severity(str, Enum):
128
+ LOW = "low"
129
+ MEDIUM = "medium"
130
+ HIGH = "high"
131
+
132
+
133
+ class Confidence(str, Enum):
134
+ LOW = "low"
135
+ MEDIUM = "medium"
136
+ HIGH = "high"
137
+
138
+
139
+ class Workflow(str, Enum):
140
+ NEEDS_REVIEW = "needs_review"
141
+ CONTEXT_ONLY = "context_only"
142
+ INSUFFICIENT = "insufficient_evidence"
143
+ CLEAR = "no_alert"
144
+
145
+
146
+ class ApprovalStatus(str, Enum):
147
+ NONE = "none"
148
+ APPROVED_WINDOW = "approved_window"
149
+ UNKNOWN = "unknown"
150
+
151
+
152
+ class ActorKind(str, Enum):
153
+ HUMAN = "human"
154
+ SERVICE = "service"
155
+ ROOT = "root"
156
+ AWS_SERVICE = "aws_service"
157
+ UNKNOWN = "unknown"
158
+
159
+
160
+ class Verdict(str, Enum):
161
+ READY = "ready"
162
+ INSUFFICIENT = "insufficient_evidence"
163
+ INVALID = "invalid_input"
164
+
165
+
166
+ class Feedback(str, Enum):
167
+ CORRECT = "correct"
168
+ FALSE_POSITIVE = "false_positive"
169
+ INSUFFICIENT = "insufficient_evidence"
170
+ NEEDS_REVIEW = "needs_review"
171
+
172
+
173
+ class ClaimKind(str, Enum):
174
+ OBSERVED = "observed"
175
+ INFERRED = "inferred"
176
+ ACTION = "action"
177
+ UNKNOWN = "unknown"
178
+
179
+
180
+ class StateKnown(str, Enum):
181
+ KNOWN = "known"
182
+ UNKNOWN = "unknown"
183
+
184
+
185
+ REVIEW_FAMILIES = {
186
+ Family.REVIEW_IAM.value,
187
+ Family.REVIEW_EXPOSURE.value,
188
+ Family.REVIEW_LOGGING.value,
189
+ Family.REVIEW_ROOT.value,
190
+ Family.REVIEW_TRUST.value,
191
+ }
192
+ CONTEXT_FAMILIES = {
193
+ Family.BENIGN_MAINTENANCE.value,
194
+ Family.BENIGN_RESTRICTED_SG.value,
195
+ }
196
+ SENSITIVE_TYPES = {item.value for item in ChangeType if item != ChangeType.NONE}
197
+ MAINTENANCE_ALLOWED_TYPES = {
198
+ ChangeType.IAM_PRIVILEGE_GRANT.value,
199
+ ChangeType.SECURITY_GROUP_INGRESS.value,
200
+ }
201
+ ADMIN_POLICY_MARKERS = ("administratoraccess", "iamfullaccess", "poweruseraccess")
202
+ PUBLIC_MARKERS = ("http://acs.amazonaws.com/groups/global/allusers", '"principal":"*"', '"principal": "*"')
203
+ SEVERITY_WEIGHT = {Severity.HIGH.value: 4.0, Severity.MEDIUM.value: 3.2, Severity.LOW.value: 1.8}
demo/src/explain.py ADDED
@@ -0,0 +1,125 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from src.domain import AlertClass, ClaimKind, MIN_VALID_EVENTS, StateKnown, Tag, Verdict
4
+ from src.i18n import t
5
+ from src.schemas import ChangeFinding, Claim, PipelineResult, ValidationReport
6
+
7
+
8
+ def status_label(lang: str, verdict: Verdict, live: bool) -> str:
9
+ suffix = t(lang, "live_note") if live else t(lang, "cached_note")
10
+ return f"{t(lang, f'verdict_{verdict.value}')} · {suffix}"
11
+
12
+
13
+ def decide_verdict(n_valid: int, report: ValidationReport) -> Verdict:
14
+ if not report.ok:
15
+ return Verdict.INVALID
16
+ if n_valid < MIN_VALID_EVENTS:
17
+ return Verdict.INSUFFICIENT
18
+ return Verdict.READY
19
+
20
+
21
+ def reasons(lang: str, result: PipelineResult) -> list[str]:
22
+ kpis = result.kpis
23
+ lines = [
24
+ t(lang, "reason_counts").format(valid=kpis.n_valid, raw=kpis.n_raw, dropped=kpis.n_dropped, changes=kpis.n_changes),
25
+ t(lang, "reason_alerts").format(security=kpis.n_security_review, context=kpis.n_context, threshold=kpis.threshold),
26
+ t(lang, "reason_eval").format(
27
+ recall="—" if kpis.event_recall is None else f"{100 * kpis.event_recall:.0f}%",
28
+ precision="—" if kpis.precision_at_k is None else f"{100 * kpis.precision_at_k:.0f}%",
29
+ fa="—" if kpis.false_alarms_per_account_day is None else f"{kpis.false_alarms_per_account_day:.3f}",
30
+ ),
31
+ t(lang, "reason_maint").format(n=kpis.maintenance_as_security),
32
+ t(lang, "reason_score"),
33
+ ]
34
+ for issue in result.validation.issues[:6]:
35
+ lines.append(f"{issue.severity}: {issue.message}")
36
+ return lines
37
+
38
+
39
+ def annotate_finding(row: ChangeFinding) -> ChangeFinding:
40
+ before = f"`{row.before_event_id}`" if row.before_state == StateKnown.KNOWN and row.before_event_id else "unknown"
41
+ after = f"`{row.after_event_id or row.event_id}`" if row.after_state == StateKnown.KNOWN else "unknown"
42
+ row.observed = [
43
+ f"`{row.event_name}` by `{row.actor_alias}` ({row.actor_kind}/{row.actor_role}) on `{row.account_alias}` at `{row.timestamp}`",
44
+ f"resource `{row.resource_alias}` ({row.resource_kind}) in `{row.region}`; change_type `{row.change_type}`",
45
+ f"request summary: {row.request_summary or '—'}",
46
+ f"before={before}; after={after}; ticket `{row.change_ticket or 'none'}`; approval `{row.approval_status.value}`",
47
+ f"evidence event_id values: {', '.join(row.evidence_event_ids[:6]) or row.event_id}",
48
+ ]
49
+ row.inferred = [
50
+ f"tag `{row.tag.value}` is a review hint, not proof of current cloud exposure",
51
+ f"score={row.score:.2f}; methods={', '.join(row.methods_fired) or 'none'}",
52
+ f"open_cidr={row.cidr_open}; public_policy={row.policy_public}; logging_off={row.logging_off}; detector_off={row.detector_off}; wildcard_trust={row.wildcard_trust}",
53
+ f"severity `{row.severity.value}` is separate from approval `{row.approval_status.value}`",
54
+ ]
55
+ if row.gold_event_ids:
56
+ row.inferred.append(f"overlaps lab event {', '.join(row.gold_event_ids)} ({row.gold_family or 'unlabeled'})")
57
+ if row.incomplete:
58
+ row.action = "Request parameters are missing. Mark as insufficient evidence. Do not conclude current exposure or apply a cloud change from this demo."
59
+ elif row.tag == Tag.MAINTENANCE:
60
+ row.action = "This matches the approved Sunday staging window and ticket. Keep it as context; severity can still be medium."
61
+ elif row.tag == Tag.OPEN_SG:
62
+ row.action = "The event requested 0.0.0.0/0. Review the security-group change. This screen does not update AWS."
63
+ elif row.tag == Tag.PUBLIC_S3:
64
+ row.action = "The event requested a public-access change. Current bucket exposure is unknown unless a before event is also in this export."
65
+ elif row.tag == Tag.TRAIL_STOP:
66
+ row.action = "Logging stop/delete was requested. Confirm with the change ticket; do not call the trail disabled in production from one event."
67
+ elif row.tag == Tag.DETECTOR:
68
+ row.action = "A detector or recorder disable was requested. Review as logging control, not as a confirmed blind spot."
69
+ elif row.tag == Tag.ROOT:
70
+ row.action = "Root activity is always reviewable. This demo never uses a root credential and never changes the account."
71
+ elif row.tag == Tag.TRUST:
72
+ row.action = "The trust policy request includes a wildcard principal. Review the role; do not assume the live policy equals this event."
73
+ elif row.tag == Tag.IAM_ESCALATION:
74
+ row.action = "A privilege-grant event is on the backlog. Confirm the intended role and ticket. No IAM write is sent from here."
75
+ elif row.tag == Tag.ACCESS_KEY:
76
+ row.action = "An access key create event needs a human look. Keys in this lab are fake and redacted."
77
+ elif row.tag == Tag.RESTRICTED_SG:
78
+ row.action = "Ingress is present but not 0.0.0.0/0. Treat as context unless other evidence appears."
79
+ else:
80
+ row.action = "No security-review alert. Keep the change as context or ignore read-only noise."
81
+ row.claims = [
82
+ Claim(kind=ClaimKind.OBSERVED, text=row.observed[0], locator=row.event_id, field="event"),
83
+ Claim(kind=ClaimKind.INFERRED, text=row.inferred[0], locator=row.event_id, field="tag"),
84
+ Claim(kind=ClaimKind.ACTION, text=row.action, locator=row.event_id, field="action"),
85
+ ]
86
+ if row.before_state == StateKnown.UNKNOWN or row.after_state == StateKnown.UNKNOWN:
87
+ row.claims.append(
88
+ Claim(
89
+ kind=ClaimKind.UNKNOWN,
90
+ text="Before/after configuration is unknown unless both events exist in this export.",
91
+ locator=row.event_id,
92
+ field="before_after",
93
+ )
94
+ )
95
+ if row.alert_class == AlertClass.NONE and not row.gold_event_ids:
96
+ row.claims.append(Claim(kind=ClaimKind.UNKNOWN, text="No authored lab event overlaps this change.", locator=row.event_id, field="gold"))
97
+ return row
98
+
99
+
100
+ def finding_markdown(lang: str, row: ChangeFinding | None) -> str:
101
+ if row is None:
102
+ return t(lang, "empty_card")
103
+ observed = "\n".join(f"- {text}" for text in row.observed) or "- —"
104
+ inferred = "\n".join(f"- {text}" for text in row.inferred) or "- —"
105
+ return (
106
+ f"### `{row.finding_id}`\n\n"
107
+ f"**{t(lang, 'observed')}**\n{observed}\n\n"
108
+ f"**{t(lang, 'inferred')}**\n{inferred}\n\n"
109
+ f"**{t(lang, 'action')}**\n- {row.action}\n\n"
110
+ f"{t(lang, 'severity')} `{row.severity.value}` · {t(lang, 'confidence')} `{row.confidence.value}` · "
111
+ f"{t(lang, 'workflow')} `{row.workflow.value}` · {t(lang, 'approval')} `{row.approval_status.value}` · "
112
+ f"gold `{row.gold_family or '—'}`"
113
+ )
114
+
115
+
116
+ def state_markdown(lang: str, row: ChangeFinding | None) -> str:
117
+ if row is None:
118
+ return t(lang, "empty_state")
119
+ return (
120
+ f"**{t(lang, 'state_card')}** `{row.resource_alias}`\n\n"
121
+ f"- {t(lang, 'before')}: `{row.before_state.value}` {('· `' + row.before_event_id + '`') if row.before_event_id else ''}\n"
122
+ f"- {t(lang, 'after')}: `{row.after_state.value}` {('· `' + (row.after_event_id or row.event_id) + '`') if row.after_state.value == 'known' else ''}\n"
123
+ f"- {t(lang, 'state_note')}\n"
124
+ f"- {t(lang, 'approval')}: `{row.approval_status.value}` · ticket `{row.change_ticket or '—'}`"
125
+ )
demo/src/features.py ADDED
@@ -0,0 +1,193 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from typing import Any
4
+
5
+ import numpy as np
6
+ import pandas as pd
7
+
8
+ from src.domain import (
9
+ BURST_WINDOW_MINUTES,
10
+ FEATURE_COLUMNS,
11
+ SENSITIVE_TYPES,
12
+ Split,
13
+ TEST_START_ISO,
14
+ )
15
+ from src.mapper import normalize_event
16
+ from src.parsers import parse_timestamp
17
+ from src.ruleset import maintenance_match, severity_for
18
+
19
+
20
+ def events_frame(rows: list[dict[str, Any]] | pd.DataFrame) -> pd.DataFrame:
21
+ if isinstance(rows, pd.DataFrame):
22
+ records = rows.to_dict(orient="records")
23
+ else:
24
+ records = list(rows)
25
+ cleaned = [normalize_event(row) for row in records]
26
+ frame = pd.DataFrame(cleaned)
27
+ if frame.empty:
28
+ return frame
29
+ frame["ts"] = [parse_timestamp(value) for value in frame["timestamp"]]
30
+ valid = frame["ts"].notna() & frame["event_name"].astype(str).ne("")
31
+ frame = frame.loc[valid].copy().reset_index(drop=True)
32
+ if frame.empty:
33
+ return frame
34
+ test_start = pd.Timestamp(TEST_START_ISO)
35
+ existing = frame["split"].replace("", Split.DEVELOPMENT.value)
36
+ frame["split"] = np.where(pd.to_datetime(frame["ts"], utc=True) >= test_start, Split.TEST.value, existing)
37
+ frame["hour"] = pd.to_datetime(frame["ts"], utc=True).dt.hour
38
+ frame["weekday"] = pd.to_datetime(frame["ts"], utc=True).dt.weekday
39
+ frame["weekend"] = frame["weekday"].isin([5, 6]).astype(float)
40
+ human = frame["actor_kind"].eq("human")
41
+ unusual = human & ((frame["hour"] < 6) | (frame["hour"] >= 22) | frame["weekday"].eq(6))
42
+ frame["unusual_hour"] = unusual.astype(float)
43
+ frame["in_window"] = frame["weekday"].eq(6) & frame["hour"].between(2, 5)
44
+ flags = frame.apply(
45
+ lambda row: {
46
+ "cidr_open": bool(row.get("cidr_open")),
47
+ "policy_public": bool(row.get("policy_public")),
48
+ "admin_policy": bool(row.get("admin_policy")),
49
+ "logging_off": bool(row.get("logging_off")),
50
+ "detector_off": bool(row.get("detector_off")),
51
+ "wildcard_trust": bool(row.get("wildcard_trust")),
52
+ "is_root": row.get("actor_kind") == "root",
53
+ "hardening": bool(row.get("hardening")),
54
+ },
55
+ axis=1,
56
+ )
57
+ frame["severity"] = [
58
+ severity_for(str(row.change_type), flags.iloc[idx]).value for idx, row in enumerate(frame.itertuples(index=False))
59
+ ]
60
+ frame["in_maintenance"] = [
61
+ maintenance_match(
62
+ str(row.account_alias),
63
+ str(row.actor_alias),
64
+ str(row.change_type),
65
+ flags.iloc[idx],
66
+ str(row.change_ticket or ""),
67
+ bool(row.in_window),
68
+ )
69
+ for idx, row in enumerate(frame.itertuples(index=False))
70
+ ]
71
+ frame["approval_status"] = np.where(frame["in_maintenance"], "approved_window", "none")
72
+ frame["approval_status"] = np.where(
73
+ frame["change_ticket"].astype(str).ne("") & ~frame["in_maintenance"],
74
+ "unknown",
75
+ frame["approval_status"],
76
+ )
77
+ frame = _pair_before_after(frame)
78
+ frame = _burst_counts(frame)
79
+ frame["is_root"] = frame["actor_kind"].eq("root").astype(float)
80
+ frame["is_service"] = frame["actor_kind"].eq("service").astype(float)
81
+ frame["is_human"] = frame["actor_kind"].eq("human").astype(float)
82
+ frame["error_event"] = frame["error_code"].astype(str).ne("").astype(float)
83
+ frame["sensitive"] = frame["change_type"].isin(SENSITIVE_TYPES) & ~frame["hardening"].astype(bool)
84
+ return frame.sort_values(["ts", "event_id"]).reset_index(drop=True)
85
+
86
+
87
+ def _pair_before_after(frame: pd.DataFrame) -> pd.DataFrame:
88
+ work = frame.sort_values("ts").copy()
89
+ before_ids: list[str] = []
90
+ before_known: list[bool] = []
91
+ after_known: list[bool] = []
92
+ for idx, row in work.iterrows():
93
+ if row["change_type"] not in SENSITIVE_TYPES or row["hardening"]:
94
+ before_ids.append("")
95
+ before_known.append(False)
96
+ after_known.append(False)
97
+ continue
98
+ prior = work.loc[
99
+ (work["ts"] < row["ts"])
100
+ & (work["account_alias"] == row["account_alias"])
101
+ & (work["resource_alias"] == row["resource_alias"])
102
+ & (work["resource_alias"].astype(str).ne("res_unknown"))
103
+ ]
104
+ if prior.empty:
105
+ before_ids.append("")
106
+ before_known.append(False)
107
+ after_known.append(not bool(row.get("incomplete")))
108
+ continue
109
+ before_ids.append(str(prior.iloc[-1]["event_id"]))
110
+ before_known.append(True)
111
+ after_known.append(not bool(row.get("incomplete")))
112
+ work["before_event_id"] = before_ids
113
+ work["after_event_id"] = np.where(work["event_id"].astype(str).ne(""), work["event_id"], "")
114
+ work["has_before"] = np.array(before_known, dtype=float)
115
+ work["has_after"] = np.array(after_known, dtype=float)
116
+ work["before_state"] = np.where(work["has_before"] >= 1, "known", "unknown")
117
+ work["after_state"] = np.where(work["has_after"] >= 1, "known", "unknown")
118
+ return work
119
+
120
+
121
+ def _burst_counts(frame: pd.DataFrame) -> pd.DataFrame:
122
+ work = frame.sort_values("ts").copy()
123
+ counts = []
124
+ window = pd.Timedelta(minutes=BURST_WINDOW_MINUTES)
125
+ sensitive = work["change_type"].isin(SENSITIVE_TYPES) & ~work["hardening"].astype(bool)
126
+ for _, row in work.iterrows():
127
+ if not bool(sensitive.loc[row.name] if row.name in sensitive.index else False):
128
+ counts.append(0)
129
+ continue
130
+ mask = (
131
+ (work["actor_alias"] == row["actor_alias"])
132
+ & (work["ts"] <= row["ts"])
133
+ & (work["ts"] >= row["ts"] - window)
134
+ & sensitive
135
+ )
136
+ counts.append(int(mask.sum()))
137
+ work["burst_count"] = counts
138
+ return work
139
+
140
+
141
+ def feature_matrix(frame: pd.DataFrame) -> pd.DataFrame:
142
+ if frame.empty:
143
+ return pd.DataFrame(columns=list(FEATURE_COLUMNS))
144
+ data = {}
145
+ for column in FEATURE_COLUMNS:
146
+ if column == "severity_weight":
147
+ data[column] = frame["severity"].map({"high": 4.0, "medium": 3.2, "low": 1.8}).fillna(0.0)
148
+ elif column in frame.columns:
149
+ data[column] = pd.to_numeric(frame[column], errors="coerce").fillna(0.0)
150
+ else:
151
+ data[column] = 0.0
152
+ return pd.DataFrame(data, index=frame.index)
153
+
154
+
155
+ def attach_gold(frame: pd.DataFrame, gold: pd.DataFrame | list[dict[str, Any]] | None) -> pd.DataFrame:
156
+ out = frame.copy()
157
+ out["gold_event_ids"] = ""
158
+ out["gold_family"] = ""
159
+ out["detect_delay_min"] = np.nan
160
+ if gold is None:
161
+ return out
162
+ gold_frame = gold if isinstance(gold, pd.DataFrame) else pd.DataFrame(gold)
163
+ if gold_frame.empty:
164
+ return out
165
+ gold_frame = gold_frame.copy()
166
+ gold_frame["start_ts"] = [parse_timestamp(value) for value in gold_frame["start"]]
167
+ gold_frame["end_ts"] = [parse_timestamp(value) for value in gold_frame["end"]]
168
+ for event in gold_frame.itertuples(index=False):
169
+ lab_id = str(event.event_id)
170
+ direct = out["lab_event_id"].astype(str).eq(lab_id) | out["event_id"].astype(str).eq(lab_id)
171
+ if event.start_ts and event.end_ts:
172
+ overlap = (out["ts"] >= event.start_ts) & (out["ts"] <= event.end_ts)
173
+ if getattr(event, "account_alias", ""):
174
+ overlap = overlap & out["account_alias"].astype(str).eq(str(event.account_alias))
175
+ if getattr(event, "actor_alias", ""):
176
+ overlap = overlap & out["actor_alias"].astype(str).eq(str(event.actor_alias))
177
+ else:
178
+ overlap = pd.Series(False, index=out.index)
179
+ hit = direct | overlap
180
+ if not hit.any():
181
+ continue
182
+ current = out.loc[hit, "gold_event_ids"].astype(str)
183
+ out.loc[hit, "gold_event_ids"] = np.where(current.eq("") | current.eq("nan"), lab_id, current + "," + lab_id)
184
+ out.loc[hit, "gold_family"] = str(event.family)
185
+ delay = (pd.to_datetime(out.loc[hit, "ts"], utc=True) - pd.Timestamp(event.start_ts)).dt.total_seconds() / 60.0
186
+ out.loc[hit, "detect_delay_min"] = delay
187
+ return out
188
+
189
+
190
+ def change_view(frame: pd.DataFrame) -> pd.DataFrame:
191
+ if frame.empty:
192
+ return frame
193
+ return frame.loc[frame["change_type"].isin(SENSITIVE_TYPES)].copy()
demo/src/generator.py ADDED
@@ -0,0 +1,829 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import json
4
+ from datetime import datetime, timedelta, timezone
5
+ from pathlib import Path
6
+ from typing import Any
7
+
8
+ import numpy as np
9
+ import pandas as pd
10
+
11
+ from src.domain import (
12
+ ACCOUNT_IDS,
13
+ DEFAULT_SEED,
14
+ MAINTENANCE_TICKET,
15
+ ChangeType,
16
+ Family,
17
+ Split,
18
+ TEST_START_ISO,
19
+ )
20
+ from src.schemas import LabEvent
21
+
22
+ UTC = timezone.utc
23
+ START = datetime(2026, 4, 1, tzinfo=UTC)
24
+ TEST_START = datetime.fromisoformat(TEST_START_ISO.replace("Z", "+00:00"))
25
+ DAYS = 14
26
+ REGION = "us-east-1"
27
+
28
+ ACTORS: dict[str, dict[str, str]] = {
29
+ "alice": {"type": "IAMUser", "account": "prod", "name": "alice"},
30
+ "bob": {"type": "IAMUser", "account": "staging", "name": "bob"},
31
+ "carol": {"type": "IAMUser", "account": "sandbox", "name": "carol"},
32
+ "dave": {"type": "IAMUser", "account": "prod", "name": "dave"},
33
+ "root": {"type": "Root", "account": "prod", "name": "root"},
34
+ "terraform-staging": {"type": "AssumedRole", "account": "staging", "name": "terraform-staging"},
35
+ "terraform-prod": {"type": "AssumedRole", "account": "prod", "name": "terraform-prod"},
36
+ "ci-github": {"type": "AssumedRole", "account": "staging", "name": "ci-github"},
37
+ "lambda-rotator": {"type": "AssumedRole", "account": "prod", "name": "lambda-rotator"},
38
+ }
39
+
40
+ READ_EVENTS = (
41
+ ("iam.amazonaws.com", "ListUsers", True),
42
+ ("iam.amazonaws.com", "GetRole", True),
43
+ ("s3.amazonaws.com", "GetBucketAcl", True),
44
+ ("ec2.amazonaws.com", "DescribeInstances", True),
45
+ ("cloudtrail.amazonaws.com", "DescribeTrails", True),
46
+ ("sts.amazonaws.com", "GetCallerIdentity", True),
47
+ ("guardduty.amazonaws.com", "GetDetector", True),
48
+ )
49
+
50
+
51
+ def iso(ts: datetime) -> str:
52
+ return ts.astimezone(UTC).strftime("%Y-%m-%dT%H:%M:%SZ")
53
+
54
+
55
+ def split_for(ts: datetime) -> str:
56
+ return Split.TEST.value if ts >= TEST_START else Split.DEVELOPMENT.value
57
+
58
+
59
+ def account_id(key: str) -> str:
60
+ return ACCOUNT_IDS[key]
61
+
62
+
63
+ def lab_events() -> list[LabEvent]:
64
+ return [
65
+ LabEvent(
66
+ event_id="EVT-MAINT-DEV-01",
67
+ account_alias="acct_staging",
68
+ actor_alias="role_terraform-staging",
69
+ start=iso(START + timedelta(days=4, hours=2, minutes=15)),
70
+ end=iso(START + timedelta(days=4, hours=2, minutes=16)),
71
+ family=Family.BENIGN_MAINTENANCE.value,
72
+ split=Split.DEVELOPMENT.value,
73
+ change_type=ChangeType.IAM_PRIVILEGE_GRANT.value,
74
+ note="Sunday staging window. Terraform attaches a job role policy with ticket CHG-4411.",
75
+ ),
76
+ LabEvent(
77
+ event_id="EVT-SG-SAFE-DEV-01",
78
+ account_alias="acct_staging",
79
+ actor_alias="role_terraform-staging",
80
+ start=iso(START + timedelta(days=4, hours=2, minutes=40)),
81
+ end=iso(START + timedelta(days=4, hours=2, minutes=41)),
82
+ family=Family.BENIGN_RESTRICTED_SG.value,
83
+ split=Split.DEVELOPMENT.value,
84
+ change_type=ChangeType.SECURITY_GROUP_INGRESS.value,
85
+ note="Maintenance SG ingress from 10.0.0.0/8, not 0.0.0.0/0.",
86
+ ),
87
+ LabEvent(
88
+ event_id="EVT-IAM-DEV-01",
89
+ account_alias="acct_prod",
90
+ actor_alias="usr_alice",
91
+ start=iso(START + timedelta(days=2, hours=3, minutes=12)),
92
+ end=iso(START + timedelta(days=2, hours=3, minutes=13)),
93
+ family=Family.REVIEW_IAM.value,
94
+ split=Split.DEVELOPMENT.value,
95
+ change_type=ChangeType.IAM_PRIVILEGE_GRANT.value,
96
+ note="Off-hours AttachUserPolicy AdministratorAccess on prod.",
97
+ ),
98
+ LabEvent(
99
+ event_id="EVT-S3-DEV-01",
100
+ account_alias="acct_prod",
101
+ actor_alias="usr_bob",
102
+ start=iso(START + timedelta(days=3, hours=14, minutes=22)),
103
+ end=iso(START + timedelta(days=3, hours=14, minutes=23)),
104
+ family=Family.REVIEW_EXPOSURE.value,
105
+ split=Split.DEVELOPMENT.value,
106
+ change_type=ChangeType.S3_PUBLIC_EXPOSURE.value,
107
+ note="DeletePublicAccessBlock on a prod bucket. That is a request, not proven current exposure.",
108
+ ),
109
+ LabEvent(
110
+ event_id="EVT-SG-OPEN-DEV-01",
111
+ account_alias="acct_prod",
112
+ actor_alias="usr_alice",
113
+ start=iso(START + timedelta(days=2, hours=18)),
114
+ end=iso(START + timedelta(days=2, hours=18, minutes=1)),
115
+ family=Family.REVIEW_EXPOSURE.value,
116
+ split=Split.DEVELOPMENT.value,
117
+ change_type=ChangeType.SECURITY_GROUP_INGRESS.value,
118
+ note="AuthorizeSecurityGroupIngress 0.0.0.0/0 on prod.",
119
+ ),
120
+ LabEvent(
121
+ event_id="EVT-TRAIL-DEV-01",
122
+ account_alias="acct_prod",
123
+ actor_alias="usr_carol",
124
+ start=iso(START + timedelta(days=5, hours=1, minutes=5)),
125
+ end=iso(START + timedelta(days=5, hours=1, minutes=6)),
126
+ family=Family.REVIEW_LOGGING.value,
127
+ split=Split.DEVELOPMENT.value,
128
+ change_type=ChangeType.TRAIL_LOGGING_CHANGE.value,
129
+ note="Contractor StopLogging on the prod trail.",
130
+ ),
131
+ LabEvent(
132
+ event_id="EVT-ROOT-DEV-01",
133
+ account_alias="acct_prod",
134
+ actor_alias="root_lab",
135
+ start=iso(START + timedelta(days=6, hours=9)),
136
+ end=iso(START + timedelta(days=6, hours=9, minutes=1)),
137
+ family=Family.REVIEW_ROOT.value,
138
+ split=Split.DEVELOPMENT.value,
139
+ change_type=ChangeType.ROOT_ACTIVITY.value,
140
+ note="Root console login.",
141
+ ),
142
+ LabEvent(
143
+ event_id="EVT-TRUST-DEV-01",
144
+ account_alias="acct_prod",
145
+ actor_alias="usr_dave",
146
+ start=iso(START + timedelta(days=7, hours=16, minutes=10)),
147
+ end=iso(START + timedelta(days=7, hours=16, minutes=11)),
148
+ family=Family.REVIEW_TRUST.value,
149
+ split=Split.DEVELOPMENT.value,
150
+ change_type=ChangeType.ROLE_TRUST_CHANGE.value,
151
+ note="UpdateAssumeRolePolicy with Principal *.",
152
+ ),
153
+ LabEvent(
154
+ event_id="EVT-KEY-DEV-01",
155
+ account_alias="acct_staging",
156
+ actor_alias="usr_bob",
157
+ start=iso(START + timedelta(days=6, hours=11, minutes=20)),
158
+ end=iso(START + timedelta(days=6, hours=11, minutes=21)),
159
+ family=Family.REVIEW_IAM.value,
160
+ split=Split.DEVELOPMENT.value,
161
+ change_type=ChangeType.IAM_CREDENTIAL_CREATE.value,
162
+ note="CreateAccessKey for a staging user during business hours.",
163
+ ),
164
+ LabEvent(
165
+ event_id="EVT-INSUFF-DEV-01",
166
+ account_alias="acct_prod",
167
+ actor_alias="usr_bob",
168
+ start=iso(START + timedelta(days=1, hours=11)),
169
+ end=iso(START + timedelta(days=1, hours=11, minutes=1)),
170
+ family=Family.INSUFFICIENT.value,
171
+ split=Split.DEVELOPMENT.value,
172
+ change_type=ChangeType.S3_PUBLIC_EXPOSURE.value,
173
+ note="PutBucketPolicy without requestParameters. Before/after unknown.",
174
+ ),
175
+ LabEvent(
176
+ event_id="EVT-MAINT-01",
177
+ account_alias="acct_staging",
178
+ actor_alias="role_terraform-staging",
179
+ start=iso(START + timedelta(days=11, hours=2, minutes=20)),
180
+ end=iso(START + timedelta(days=11, hours=2, minutes=21)),
181
+ family=Family.BENIGN_MAINTENANCE.value,
182
+ split=Split.TEST.value,
183
+ change_type=ChangeType.IAM_PRIVILEGE_GRANT.value,
184
+ note="Held-out Sunday staging terraform AttachRolePolicy with CHG-4411.",
185
+ ),
186
+ LabEvent(
187
+ event_id="EVT-SG-SAFE-01",
188
+ account_alias="acct_staging",
189
+ actor_alias="role_terraform-staging",
190
+ start=iso(START + timedelta(days=11, hours=3, minutes=5)),
191
+ end=iso(START + timedelta(days=11, hours=3, minutes=6)),
192
+ family=Family.BENIGN_RESTRICTED_SG.value,
193
+ split=Split.TEST.value,
194
+ change_type=ChangeType.SECURITY_GROUP_INGRESS.value,
195
+ note="Held-out restricted SG during the approved window.",
196
+ ),
197
+ LabEvent(
198
+ event_id="EVT-IAM-01",
199
+ account_alias="acct_prod",
200
+ actor_alias="usr_alice",
201
+ start=iso(START + timedelta(days=10, hours=2, minutes=48)),
202
+ end=iso(START + timedelta(days=10, hours=2, minutes=49)),
203
+ family=Family.REVIEW_IAM.value,
204
+ split=Split.TEST.value,
205
+ change_type=ChangeType.IAM_PRIVILEGE_GRANT.value,
206
+ note="Held-out off-hours AdministratorAccess attach on prod.",
207
+ ),
208
+ LabEvent(
209
+ event_id="EVT-S3-01",
210
+ account_alias="acct_prod",
211
+ actor_alias="usr_bob",
212
+ start=iso(START + timedelta(days=10, hours=15, minutes=30)),
213
+ end=iso(START + timedelta(days=10, hours=15, minutes=31)),
214
+ family=Family.REVIEW_EXPOSURE.value,
215
+ split=Split.TEST.value,
216
+ change_type=ChangeType.S3_PUBLIC_EXPOSURE.value,
217
+ note="Held-out DeletePublicAccessBlock.",
218
+ ),
219
+ LabEvent(
220
+ event_id="EVT-SG-OPEN-01",
221
+ account_alias="acct_prod",
222
+ actor_alias="usr_bob",
223
+ start=iso(START + timedelta(days=10, hours=18, minutes=20)),
224
+ end=iso(START + timedelta(days=10, hours=18, minutes=21)),
225
+ family=Family.REVIEW_EXPOSURE.value,
226
+ split=Split.TEST.value,
227
+ change_type=ChangeType.SECURITY_GROUP_INGRESS.value,
228
+ note="Held-out 0.0.0.0/0 security group ingress.",
229
+ ),
230
+ LabEvent(
231
+ event_id="EVT-TRAIL-01",
232
+ account_alias="acct_prod",
233
+ actor_alias="usr_carol",
234
+ start=iso(START + timedelta(days=12, hours=0, minutes=40)),
235
+ end=iso(START + timedelta(days=12, hours=0, minutes=41)),
236
+ family=Family.REVIEW_LOGGING.value,
237
+ split=Split.TEST.value,
238
+ change_type=ChangeType.TRAIL_LOGGING_CHANGE.value,
239
+ note="Held-out StopLogging.",
240
+ ),
241
+ LabEvent(
242
+ event_id="EVT-ROOT-01",
243
+ account_alias="acct_prod",
244
+ actor_alias="root_lab",
245
+ start=iso(START + timedelta(days=12, hours=10, minutes=15)),
246
+ end=iso(START + timedelta(days=12, hours=10, minutes=16)),
247
+ family=Family.REVIEW_ROOT.value,
248
+ split=Split.TEST.value,
249
+ change_type=ChangeType.ROOT_ACTIVITY.value,
250
+ note="Held-out root CreateAccessKey.",
251
+ ),
252
+ LabEvent(
253
+ event_id="EVT-TRUST-01",
254
+ account_alias="acct_prod",
255
+ actor_alias="usr_dave",
256
+ start=iso(START + timedelta(days=13, hours=11, minutes=20)),
257
+ end=iso(START + timedelta(days=13, hours=11, minutes=21)),
258
+ family=Family.REVIEW_TRUST.value,
259
+ split=Split.TEST.value,
260
+ change_type=ChangeType.ROLE_TRUST_CHANGE.value,
261
+ note="Held-out wildcard trust policy.",
262
+ ),
263
+ LabEvent(
264
+ event_id="EVT-GD-01",
265
+ account_alias="acct_prod",
266
+ actor_alias="usr_alice",
267
+ start=iso(START + timedelta(days=13, hours=1, minutes=10)),
268
+ end=iso(START + timedelta(days=13, hours=1, minutes=11)),
269
+ family=Family.REVIEW_LOGGING.value,
270
+ split=Split.TEST.value,
271
+ change_type=ChangeType.DETECTOR_DISABLE.value,
272
+ note="Held-out GuardDuty UpdateDetector Enable=false.",
273
+ ),
274
+ LabEvent(
275
+ event_id="EVT-KEY-01",
276
+ account_alias="acct_staging",
277
+ actor_alias="usr_bob",
278
+ start=iso(START + timedelta(days=11, hours=11, minutes=40)),
279
+ end=iso(START + timedelta(days=11, hours=11, minutes=41)),
280
+ family=Family.REVIEW_IAM.value,
281
+ split=Split.TEST.value,
282
+ change_type=ChangeType.IAM_CREDENTIAL_CREATE.value,
283
+ note="Held-out CreateAccessKey. Medium severity; should drop at a high T.",
284
+ ),
285
+ LabEvent(
286
+ event_id="EVT-INSUFF-01",
287
+ account_alias="acct_prod",
288
+ actor_alias="usr_bob",
289
+ start=iso(START + timedelta(days=9, hours=13)),
290
+ end=iso(START + timedelta(days=9, hours=13, minutes=1)),
291
+ family=Family.INSUFFICIENT.value,
292
+ split=Split.TEST.value,
293
+ change_type=ChangeType.S3_PUBLIC_EXPOSURE.value,
294
+ note="Held-out PutBucketAcl without requestParameters.",
295
+ ),
296
+ ]
297
+
298
+
299
+ def _identity(actor_key: str) -> dict[str, Any]:
300
+ spec = ACTORS[actor_key]
301
+ acct = account_id(spec["account"])
302
+ name = spec["name"]
303
+ if spec["type"] == "Root":
304
+ return {
305
+ "type": "Root",
306
+ "principalId": f"{acct}",
307
+ "arn": f"arn:aws:iam::{acct}:root",
308
+ "accountId": acct,
309
+ }
310
+ if spec["type"] == "AssumedRole":
311
+ return {
312
+ "type": "AssumedRole",
313
+ "principalId": f"{acct}:{name}",
314
+ "arn": f"arn:aws:sts::{acct}:assumed-role/{name}/session",
315
+ "accountId": acct,
316
+ "sessionContext": {
317
+ "sessionIssuer": {
318
+ "type": "Role",
319
+ "userName": name,
320
+ "arn": f"arn:aws:iam::{acct}:role/{name}",
321
+ "accountId": acct,
322
+ }
323
+ },
324
+ }
325
+ return {
326
+ "type": "IAMUser",
327
+ "principalId": f"AIDAI{name.upper()[:8]}LAB",
328
+ "arn": f"arn:aws:iam::{acct}:user/{name}",
329
+ "accountId": acct,
330
+ "userName": name,
331
+ }
332
+
333
+
334
+ def _event(
335
+ event_id: str,
336
+ ts: datetime,
337
+ actor_key: str,
338
+ source: str,
339
+ name: str,
340
+ request: dict[str, Any] | None,
341
+ *,
342
+ read_only: bool = False,
343
+ user_agent: str = "aws-cli/2.15.0",
344
+ ip: str = "203.0.113.10",
345
+ lab_event_id: str = "",
346
+ lab_family: str = "",
347
+ ticket: str = "",
348
+ incomplete: bool = False,
349
+ error_code: str | None = None,
350
+ ) -> dict[str, Any]:
351
+ spec = ACTORS[actor_key]
352
+ acct = account_id(spec["account"])
353
+ payload: dict[str, Any] = {
354
+ "eventVersion": "1.09",
355
+ "userIdentity": _identity(actor_key),
356
+ "eventTime": iso(ts),
357
+ "eventSource": source,
358
+ "eventName": name,
359
+ "awsRegion": REGION,
360
+ "sourceIPAddress": ip,
361
+ "userAgent": user_agent,
362
+ "requestParameters": None if incomplete else (request or {}),
363
+ "responseElements": None if read_only or incomplete else {"_lab": True},
364
+ "requestID": f"req-{event_id.lower()}",
365
+ "eventID": event_id,
366
+ "readOnly": read_only,
367
+ "eventType": "AwsApiCall",
368
+ "managementEvent": True,
369
+ "recipientAccountId": acct,
370
+ "errorCode": error_code,
371
+ "lab_event_id": lab_event_id,
372
+ "lab_family": lab_family,
373
+ "change_ticket": ticket,
374
+ "split": split_for(ts),
375
+ "incomplete": incomplete,
376
+ }
377
+ return payload
378
+
379
+
380
+ def _authored() -> list[dict[str, Any]]:
381
+ rows: list[dict[str, Any]] = []
382
+ specs = [
383
+ (
384
+ "EVT-MAINT-DEV-01",
385
+ START + timedelta(days=4, hours=2, minutes=15),
386
+ "terraform-staging",
387
+ "iam.amazonaws.com",
388
+ "AttachRolePolicy",
389
+ {"roleName": "job-runner", "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"},
390
+ {"lab_family": Family.BENIGN_MAINTENANCE.value, "ticket": MAINTENANCE_TICKET, "ua": "terraform/1.9.0", "ip": "198.51.100.20"},
391
+ ),
392
+ (
393
+ "EVT-SG-SAFE-DEV-01",
394
+ START + timedelta(days=4, hours=2, minutes=40),
395
+ "terraform-staging",
396
+ "ec2.amazonaws.com",
397
+ "AuthorizeSecurityGroupIngress",
398
+ {"groupId": "sg-staging-web", "cidrIp": "10.0.0.0/8", "fromPort": 443, "toPort": 443},
399
+ {"lab_family": Family.BENIGN_RESTRICTED_SG.value, "ticket": MAINTENANCE_TICKET, "ua": "terraform/1.9.0", "ip": "198.51.100.20"},
400
+ ),
401
+ (
402
+ "EVT-IAM-DEV-01",
403
+ START + timedelta(days=2, hours=3, minutes=12),
404
+ "alice",
405
+ "iam.amazonaws.com",
406
+ "AttachUserPolicy",
407
+ {"userName": "carol", "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"},
408
+ {"lab_family": Family.REVIEW_IAM.value, "ua": "console.amazonaws.com", "ip": "203.0.113.10"},
409
+ ),
410
+ (
411
+ "EVT-S3-DEV-01",
412
+ START + timedelta(days=3, hours=14, minutes=22),
413
+ "bob",
414
+ "s3.amazonaws.com",
415
+ "DeletePublicAccessBlock",
416
+ {"bucketName": "prod-invoice-export"},
417
+ {"lab_family": Family.REVIEW_EXPOSURE.value, "ua": "aws-cli/2.15.0", "ip": "192.0.2.55"},
418
+ ),
419
+ (
420
+ "EVT-SG-OPEN-DEV-01",
421
+ START + timedelta(days=2, hours=18),
422
+ "alice",
423
+ "ec2.amazonaws.com",
424
+ "AuthorizeSecurityGroupIngress",
425
+ {"groupId": "sg-prod-web", "cidrIp": "0.0.0.0/0", "fromPort": 22, "toPort": 22},
426
+ {"lab_family": Family.REVIEW_EXPOSURE.value, "ua": "console.amazonaws.com"},
427
+ ),
428
+ (
429
+ "EVT-TRAIL-DEV-01",
430
+ START + timedelta(days=5, hours=1, minutes=5),
431
+ "carol",
432
+ "cloudtrail.amazonaws.com",
433
+ "StopLogging",
434
+ {"name": "org-management"},
435
+ {"lab_family": Family.REVIEW_LOGGING.value, "ip": "192.0.2.55"},
436
+ ),
437
+ (
438
+ "EVT-ROOT-DEV-01",
439
+ START + timedelta(days=6, hours=9),
440
+ "root",
441
+ "signin.amazonaws.com",
442
+ "ConsoleLogin",
443
+ {},
444
+ {"lab_family": Family.REVIEW_ROOT.value, "ua": "signin.amazonaws.com"},
445
+ ),
446
+ (
447
+ "EVT-TRUST-DEV-01",
448
+ START + timedelta(days=7, hours=16, minutes=10),
449
+ "dave",
450
+ "iam.amazonaws.com",
451
+ "UpdateAssumeRolePolicy",
452
+ {"roleName": "ci-deploy", "policyDocument": '{"Version":"2012-10-17","Statement":[{"Effect":"Allow","Principal":"*","Action":"sts:AssumeRole"}]}'},
453
+ {"lab_family": Family.REVIEW_TRUST.value},
454
+ ),
455
+ (
456
+ "EVT-KEY-DEV-01",
457
+ START + timedelta(days=6, hours=11, minutes=20),
458
+ "bob",
459
+ "iam.amazonaws.com",
460
+ "CreateAccessKey",
461
+ {"userName": "deploy-bot"},
462
+ {"lab_family": Family.REVIEW_IAM.value},
463
+ ),
464
+ (
465
+ "EVT-INSUFF-DEV-01",
466
+ START + timedelta(days=1, hours=11),
467
+ "bob",
468
+ "s3.amazonaws.com",
469
+ "PutBucketPolicy",
470
+ None,
471
+ {"lab_family": Family.INSUFFICIENT.value, "incomplete": True},
472
+ ),
473
+ (
474
+ "EVT-MAINT-01",
475
+ START + timedelta(days=11, hours=2, minutes=20),
476
+ "terraform-staging",
477
+ "iam.amazonaws.com",
478
+ "AttachRolePolicy",
479
+ {"roleName": "job-runner", "policyArn": "arn:aws:iam::aws:policy/ReadOnlyAccess"},
480
+ {"lab_family": Family.BENIGN_MAINTENANCE.value, "ticket": MAINTENANCE_TICKET, "ua": "terraform/1.9.0", "ip": "198.51.100.20"},
481
+ ),
482
+ (
483
+ "EVT-SG-SAFE-01",
484
+ START + timedelta(days=11, hours=3, minutes=5),
485
+ "terraform-staging",
486
+ "ec2.amazonaws.com",
487
+ "AuthorizeSecurityGroupIngress",
488
+ {"groupId": "sg-staging-web", "cidrIp": "10.0.0.0/8", "fromPort": 443, "toPort": 443},
489
+ {"lab_family": Family.BENIGN_RESTRICTED_SG.value, "ticket": MAINTENANCE_TICKET, "ua": "terraform/1.9.0", "ip": "198.51.100.20"},
490
+ ),
491
+ (
492
+ "EVT-IAM-01",
493
+ START + timedelta(days=10, hours=2, minutes=48),
494
+ "alice",
495
+ "iam.amazonaws.com",
496
+ "AttachRolePolicy",
497
+ {"roleName": "break-glass", "policyArn": "arn:aws:iam::aws:policy/AdministratorAccess"},
498
+ {"lab_family": Family.REVIEW_IAM.value, "ua": "console.amazonaws.com"},
499
+ ),
500
+ (
501
+ "EVT-S3-01",
502
+ START + timedelta(days=10, hours=15, minutes=30),
503
+ "bob",
504
+ "s3.amazonaws.com",
505
+ "DeletePublicAccessBlock",
506
+ {"bucketName": "prod-invoice-export"},
507
+ {"lab_family": Family.REVIEW_EXPOSURE.value, "ip": "192.0.2.55"},
508
+ ),
509
+ (
510
+ "EVT-SG-OPEN-01",
511
+ START + timedelta(days=10, hours=18, minutes=20),
512
+ "bob",
513
+ "ec2.amazonaws.com",
514
+ "AuthorizeSecurityGroupIngress",
515
+ {"groupId": "sg-prod-web", "cidrIp": "0.0.0.0/0", "fromPort": 22, "toPort": 22},
516
+ {"lab_family": Family.REVIEW_EXPOSURE.value},
517
+ ),
518
+ (
519
+ "EVT-TRAIL-01",
520
+ START + timedelta(days=12, hours=0, minutes=40),
521
+ "carol",
522
+ "cloudtrail.amazonaws.com",
523
+ "StopLogging",
524
+ {"name": "org-management"},
525
+ {"lab_family": Family.REVIEW_LOGGING.value, "ip": "192.0.2.55"},
526
+ ),
527
+ (
528
+ "EVT-ROOT-01",
529
+ START + timedelta(days=12, hours=10, minutes=15),
530
+ "root",
531
+ "iam.amazonaws.com",
532
+ "CreateAccessKey",
533
+ {"userName": "root"},
534
+ {"lab_family": Family.REVIEW_ROOT.value, "ua": "console.amazonaws.com"},
535
+ ),
536
+ (
537
+ "EVT-TRUST-01",
538
+ START + timedelta(days=13, hours=11, minutes=20),
539
+ "dave",
540
+ "iam.amazonaws.com",
541
+ "UpdateAssumeRolePolicy",
542
+ {"roleName": "ci-deploy", "policyDocument": '{"Version":"2012-10-17","Statement":[{"Effect":"Allow","Principal":"*","Action":"sts:AssumeRole"}]}'},
543
+ {"lab_family": Family.REVIEW_TRUST.value},
544
+ ),
545
+ (
546
+ "EVT-GD-01",
547
+ START + timedelta(days=13, hours=1, minutes=10),
548
+ "alice",
549
+ "guardduty.amazonaws.com",
550
+ "UpdateDetector",
551
+ {"detectorId": "det-prod-01", "enable": False},
552
+ {"lab_family": Family.REVIEW_LOGGING.value, "ua": "console.amazonaws.com"},
553
+ ),
554
+ (
555
+ "EVT-KEY-01",
556
+ START + timedelta(days=11, hours=11, minutes=40),
557
+ "bob",
558
+ "iam.amazonaws.com",
559
+ "CreateAccessKey",
560
+ {"userName": "deploy-bot"},
561
+ {"lab_family": Family.REVIEW_IAM.value},
562
+ ),
563
+ (
564
+ "EVT-INSUFF-01",
565
+ START + timedelta(days=9, hours=13),
566
+ "bob",
567
+ "s3.amazonaws.com",
568
+ "PutBucketAcl",
569
+ None,
570
+ {"lab_family": Family.INSUFFICIENT.value, "incomplete": True},
571
+ ),
572
+ ]
573
+ for event_id, ts, actor, source, name, request, extra in specs:
574
+ rows.append(
575
+ _event(
576
+ event_id,
577
+ ts,
578
+ actor,
579
+ source,
580
+ name,
581
+ request,
582
+ lab_event_id=event_id,
583
+ lab_family=str(extra.get("lab_family") or ""),
584
+ ticket=str(extra.get("ticket") or ""),
585
+ incomplete=bool(extra.get("incomplete")),
586
+ user_agent=str(extra.get("ua") or "aws-cli/2.15.0"),
587
+ ip=str(extra.get("ip") or "203.0.113.10"),
588
+ )
589
+ )
590
+ # Before-state companions (not gold review rows).
591
+ rows.append(
592
+ _event(
593
+ "EVT-S3-BEFORE-DEV",
594
+ START + timedelta(days=3, hours=10),
595
+ "dave",
596
+ "s3.amazonaws.com",
597
+ "PutPublicAccessBlock",
598
+ {
599
+ "bucketName": "prod-invoice-export",
600
+ "PublicAccessBlockConfiguration": {
601
+ "BlockPublicAcls": True,
602
+ "IgnorePublicAcls": True,
603
+ "BlockPublicPolicy": True,
604
+ "RestrictPublicBuckets": True,
605
+ },
606
+ },
607
+ read_only=False,
608
+ )
609
+ )
610
+ rows.append(
611
+ _event(
612
+ "EVT-S3-BEFORE-01",
613
+ START + timedelta(days=10, hours=9),
614
+ "dave",
615
+ "s3.amazonaws.com",
616
+ "PutPublicAccessBlock",
617
+ {
618
+ "bucketName": "prod-invoice-export",
619
+ "PublicAccessBlockConfiguration": {
620
+ "BlockPublicAcls": True,
621
+ "IgnorePublicAcls": True,
622
+ "BlockPublicPolicy": True,
623
+ "RestrictPublicBuckets": True,
624
+ },
625
+ },
626
+ )
627
+ )
628
+ rows.append(
629
+ _event(
630
+ "EVT-TRAIL-BEFORE-DEV",
631
+ START + timedelta(days=1, hours=8),
632
+ "dave",
633
+ "cloudtrail.amazonaws.com",
634
+ "StartLogging",
635
+ {"name": "org-management"},
636
+ )
637
+ )
638
+ rows.append(
639
+ _event(
640
+ "EVT-TRAIL-BEFORE-01",
641
+ START + timedelta(days=9, hours=8),
642
+ "dave",
643
+ "cloudtrail.amazonaws.com",
644
+ "StartLogging",
645
+ {"name": "org-management"},
646
+ )
647
+ )
648
+ return rows
649
+
650
+
651
+ def _background(seed: int) -> list[dict[str, Any]]:
652
+ rng = np.random.default_rng(seed)
653
+ rows: list[dict[str, Any]] = []
654
+ humans = ("alice", "bob", "carol", "dave")
655
+ services = ("terraform-prod", "terraform-staging", "ci-github", "lambda-rotator")
656
+ seq = 0
657
+ for day in range(DAYS):
658
+ for _ in range(18):
659
+ seq += 1
660
+ actor = str(rng.choice(humans + services))
661
+ source, name, read_only = READ_EVENTS[int(rng.integers(0, len(READ_EVENTS)))]
662
+ hour = int(rng.integers(8, 18))
663
+ minute = int(rng.integers(0, 60))
664
+ ts = START + timedelta(days=day, hours=hour, minutes=minute, seconds=int(rng.integers(0, 50)))
665
+ request = {"marker": "lab-read"}
666
+ if name == "GetBucketAcl":
667
+ request = {"bucketName": "prod-invoice-export"}
668
+ if name == "GetRole":
669
+ request = {"roleName": "job-runner"}
670
+ rows.append(
671
+ _event(
672
+ f"bg-{seq:04d}",
673
+ ts,
674
+ actor,
675
+ source,
676
+ name,
677
+ request,
678
+ read_only=read_only,
679
+ user_agent="aws-cli/2.15.0" if actor in humans else "terraform/1.9.0",
680
+ ip="198.51.100.20" if actor not in humans else "203.0.113.10",
681
+ )
682
+ )
683
+ for _ in range(3):
684
+ seq += 1
685
+ ts = START + timedelta(days=day, hours=int(rng.integers(9, 16)), minutes=int(rng.integers(0, 60)))
686
+ rows.append(
687
+ _event(
688
+ f"tag-{seq:04d}",
689
+ ts,
690
+ str(rng.choice(("terraform-prod", "terraform-staging", "ci-github"))),
691
+ "ec2.amazonaws.com",
692
+ "CreateTags",
693
+ {"resourcesSet": {"items": [{"resourceId": "i-labweb01"}]}, "tagSet": {"items": [{"key": "env", "value": "lab"}]}},
694
+ user_agent="terraform/1.9.0",
695
+ ip="198.51.100.20",
696
+ )
697
+ )
698
+ return rows
699
+
700
+
701
+ def build_lab(seed: int = DEFAULT_SEED) -> dict[str, Any]:
702
+ events = _authored() + _background(seed)
703
+ frame = pd.DataFrame(events)
704
+ gold = pd.DataFrame([item.model_dump() for item in lab_events()])
705
+ return {
706
+ "events": frame,
707
+ "gold": gold,
708
+ "n_events": int(len(frame)),
709
+ "n_accounts": 3,
710
+ "seed": seed,
711
+ }
712
+
713
+
714
+ def filter_lab(pack: dict[str, Any], scenario: str) -> dict[str, Any]:
715
+ events: pd.DataFrame = pack["events"].copy()
716
+ gold: pd.DataFrame = pack["gold"].copy()
717
+ if scenario == "maintenance":
718
+ keep = gold["family"].isin({Family.BENIGN_MAINTENANCE.value, Family.BENIGN_RESTRICTED_SG.value, Family.BACKGROUND.value})
719
+ gold = gold.loc[gold["family"].isin({Family.BENIGN_MAINTENANCE.value, Family.BENIGN_RESTRICTED_SG.value})].copy()
720
+ ids = set(gold["event_id"])
721
+ events = events.loc[events["eventID"].isin(ids) | events["eventName"].isin([item[1] for item in READ_EVENTS])].copy()
722
+ _ = keep
723
+ elif scenario == "exposure":
724
+ gold = gold.loc[gold["family"].eq(Family.REVIEW_EXPOSURE.value)].copy()
725
+ ids = set(gold["event_id"]) | {"EVT-S3-BEFORE-DEV", "EVT-S3-BEFORE-01"}
726
+ events = events.loc[events["eventID"].isin(ids) | events["eventName"].isin(["GetBucketAcl", "DescribeInstances"])].copy()
727
+ elif scenario == "iam":
728
+ gold = gold.loc[gold["family"].isin({Family.REVIEW_IAM.value, Family.REVIEW_ROOT.value, Family.REVIEW_TRUST.value})].copy()
729
+ ids = set(gold["event_id"])
730
+ events = events.loc[events["eventID"].isin(ids) | events["eventName"].eq("ListUsers")].copy()
731
+ elif scenario == "logging":
732
+ gold = gold.loc[gold["family"].eq(Family.REVIEW_LOGGING.value)].copy()
733
+ ids = set(gold["event_id"]) | {"EVT-TRAIL-BEFORE-DEV", "EVT-TRAIL-BEFORE-01"}
734
+ events = events.loc[events["eventID"].isin(ids) | events["eventName"].eq("DescribeTrails")].copy()
735
+ elif scenario == "broken":
736
+ broken = events.head(40).copy()
737
+ broken["eventTime"] = "not-a-timestamp"
738
+ return {"events": broken, "gold": gold.iloc[0:0], "n_events": len(broken), "n_accounts": 0, "seed": pack.get("seed")}
739
+ return {"events": events.reset_index(drop=True), "gold": gold.reset_index(drop=True), "n_events": int(len(events)), "n_accounts": 3, "seed": pack.get("seed")}
740
+
741
+
742
+ def cloudtrail_document(events: pd.DataFrame) -> dict[str, Any]:
743
+ records = []
744
+ for row in events.to_dict(orient="records"):
745
+ item = dict(row)
746
+ records.append(item)
747
+ return {"Records": records}
748
+
749
+
750
+ def write_examples(folder: Path, seed: int = DEFAULT_SEED) -> dict[str, Any]:
751
+ folder.mkdir(parents=True, exist_ok=True)
752
+ pack = build_lab(seed)
753
+ events: pd.DataFrame = pack["events"]
754
+ gold = [item.model_dump() for item in lab_events()]
755
+ document = cloudtrail_document(events)
756
+ (folder / "events.json").write_text(json.dumps(document, indent=2, default=str), encoding="utf-8")
757
+ preview_ids = {item["event_id"] for item in gold}
758
+ preview = events.loc[events["eventID"].isin(preview_ids) | events["eventName"].isin(["GetBucketAcl", "ListUsers", "StartLogging", "PutPublicAccessBlock"])]
759
+ (folder / "events_preview.json").write_text(json.dumps(cloudtrail_document(preview.head(80)), indent=2, default=str), encoding="utf-8")
760
+ with (folder / "events.jsonl").open("w", encoding="utf-8") as handle:
761
+ for row in events.head(80).to_dict(orient="records"):
762
+ handle.write(json.dumps(row, default=str) + "\n")
763
+ flat = pd.DataFrame(
764
+ {
765
+ "event_id": events["eventID"],
766
+ "timestamp": events["eventTime"],
767
+ "event_name": events["eventName"],
768
+ "event_source": events["eventSource"],
769
+ "account_id": events["recipientAccountId"],
770
+ "split": events["split"],
771
+ "lab_event_id": events["lab_event_id"],
772
+ }
773
+ )
774
+ flat.head(400).to_csv(folder / "events_preview.csv", index=False)
775
+ (folder / "gold_events.json").write_text(json.dumps(gold, indent=2), encoding="utf-8")
776
+ sample = cloudtrail_document(events.loc[events["eventID"].astype(str).str.startswith("EVT-")].head(12))
777
+ (folder / "cloudtrail_sample.json").write_text(json.dumps(sample, indent=2, default=str), encoding="utf-8")
778
+ schema = {
779
+ "schema_id": "ariacloudtrail.change_event.v1",
780
+ "required_after_parse": ["timestamp", "event_name"],
781
+ "cloudtrail_fields": ["eventTime", "eventName", "eventSource", "userIdentity", "recipientAccountId"],
782
+ "timezone": "UTC",
783
+ "null_meaning": "missing field, not a safe default",
784
+ "change_types": [item.value for item in ChangeType if item != ChangeType.NONE],
785
+ }
786
+ (folder / "schema.json").write_text(json.dumps(schema, indent=2), encoding="utf-8")
787
+ splits = {
788
+ "development": "2026-04-01T00:00:00Z/2026-04-10T00:00:00Z",
789
+ "test": "2026-04-10T00:00:00Z/2026-04-15T00:00:00Z",
790
+ "group": "account and period; one authored event stays in one split",
791
+ "service_principals": "AssumedRole actors are modeled separately from IAM users",
792
+ "history": "before/after and burst counts use only earlier events",
793
+ }
794
+ (folder / "splits.json").write_text(json.dumps(splits, indent=2), encoding="utf-8")
795
+ (folder / "protocol.md").write_text(
796
+ "\n".join(
797
+ [
798
+ "# AriaCloudTrail laboratory protocol",
799
+ "",
800
+ "Synthetic AWS CloudTrail management events, seed 16, three lab accounts.",
801
+ "Account IDs 111111111111 / 222222222222 / 333333333333 are aliases for prod/staging/sandbox.",
802
+ "No live cloud credentials, no configuration changes, no network calls to AWS.",
803
+ "",
804
+ "Gold `needs_review_*` ranges are authored sensitive changes. Sunday 02:00-06:00 UTC on staging with ticket CHG-4411 is approved maintenance.",
805
+ "Before/after is only claimed when both events exist in the export. A single Put/Delete does not prove current exposure.",
806
+ "",
807
+ "Split is by period (test starts 2026-04-10) and account. Rows of one authored event stay together.",
808
+ ]
809
+ ),
810
+ encoding="utf-8",
811
+ )
812
+ (folder / "ruleset.json").write_text(
813
+ json.dumps(
814
+ {
815
+ "maintenance": {
816
+ "account": "acct_staging",
817
+ "actor": "role_terraform-staging",
818
+ "ticket": MAINTENANCE_TICKET,
819
+ "window": "Sunday 02:00-06:00 UTC",
820
+ "allowed": ["iam_privilege_grant", "security_group_ingress"],
821
+ "forbidden": ["AdministratorAccess", "0.0.0.0/0", "root"],
822
+ },
823
+ "event_map_count": 28,
824
+ },
825
+ indent=2,
826
+ ),
827
+ encoding="utf-8",
828
+ )
829
+ return {"n_events": int(len(events)), "n_accounts": 3, "n_gold": len(gold), "seed": seed}
demo/src/i18n.py ADDED
@@ -0,0 +1,203 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ TEXTS = {
4
+ "en": {
5
+ "title": "AriaCloudTrail — Sensitive Cloud Change Review",
6
+ "subtitle": "Review IAM, logging, and exposure changes in exported AWS CloudTrail. An approved maintenance window is not the same as a live misconfiguration.",
7
+ "kind": "Cloud SOC workstation · CPU · synthetic CloudTrail lab · no cloud credentials",
8
+ "run_sample": "Run sample",
9
+ "cancel": "Cancel run",
10
+ "reset": "Reset defaults",
11
+ "load_sample": "Load 14-day lab pack",
12
+ "language": "Language",
13
+ "scenario": "Scenario",
14
+ "scenario_full": "Full lab (3 accounts, 14 days)",
15
+ "scenario_maintenance": "Sunday staging maintenance",
16
+ "scenario_exposure": "Public S3 / open security group",
17
+ "scenario_iam": "IAM, root, and wildcard trust",
18
+ "scenario_logging": "Trail / detector disable",
19
+ "scenario_broken": "Broken timestamps (insufficient)",
20
+ "threshold": "Review threshold T (score floor)",
21
+ "hide_context": "Hide approved-maintenance context",
22
+ "actor_filter": "Actor alias contains",
23
+ "resource_filter": "Resource alias contains",
24
+ "change_filter": "Change type",
25
+ "sample_note": "Synthetic CloudTrail management events, seed 16. Account IDs, ARNs, IPs, and access keys are aliased. Before/after appears only when both events are in this export. A finding means needs review, not proven current exposure. This demo never asks for cloud credentials and never changes AWS.",
26
+ "live_note": "Live parse, ruleset, role/time baseline, and limited correlation",
27
+ "cached_note": "Recorded preview",
28
+ "kpi_review": "Needs security review",
29
+ "kpi_context_sub": "context changes",
30
+ "kpi_coverage": "Parse coverage",
31
+ "kpi_incomplete": "Insufficient rows",
32
+ "kpi_incomplete_sub": "missing time/event or request body",
33
+ "kpi_recall": "Test event recall",
34
+ "kpi_precision": "Precision @ 8/day",
35
+ "kpi_precision_sub": "held-out daily review capacity",
36
+ "kpi_type": "Change-type accuracy",
37
+ "kpi_type_sub": "gold eventName mapping",
38
+ "kpi_fa": "False alarms / account-day",
39
+ "kpi_fa_sub": "security-review without a review label",
40
+ "kpi_time": "Analyze time",
41
+ "optimized": "AriaCloudTrail",
42
+ "baseline": "rule-severity baseline",
43
+ "empty": "No live result yet. Load the lab pack or upload CloudTrail JSON/JSONL/CSV, then run.",
44
+ "empty_card": "Select a finding to open observed facts, inferred tags, and why it is reviewable. A click shows redacted evidence events.",
45
+ "empty_state": "Select a change to open before/after. Both sides stay unknown unless both events exist.",
46
+ "status": "Run status",
47
+ "upload_hint": "CloudTrail JSON (`Records`), JSONL, or CSV. Required after parse: timestamp and eventName. No AWS keys. Uploaded account IDs, ARNs, IPs, and access keys are aliased.",
48
+ "advanced": "Advanced / paste extra events",
49
+ "custom_logs": "Extra CloudTrail events (JSON, JSONL, or CSV)",
50
+ "logs_file": "CloudTrail file",
51
+ "feedback": "Analyst note (not used to retrain)",
52
+ "correct": "Correct",
53
+ "false_positive": "False positive",
54
+ "insufficient": "Insufficient evidence",
55
+ "needs_review": "Needs review",
56
+ "timeline_plot": "Selected account change timeline (aliased actor vs time)",
57
+ "cmp_plot": "Held-out event recall and false alarms by method",
58
+ "cal_plot": "Threshold vs alert count and test recall",
59
+ "scatter_plot": "Review changes: score versus actor burst",
60
+ "graph_plot": "Actor–resource graph for visible findings",
61
+ "tab_data": "Data",
62
+ "tab_findings": "Findings",
63
+ "tab_evidence": "Evidence",
64
+ "tab_compare": "Compare",
65
+ "tab_method": "Method and limits",
66
+ "observed": "Observed fact",
67
+ "inferred": "Model inference",
68
+ "unknown": "Unknown / missing",
69
+ "action": "Suggested action",
70
+ "severity": "Severity",
71
+ "confidence": "Confidence",
72
+ "workflow": "Workflow",
73
+ "approval": "Approval status",
74
+ "state_card": "Before / after",
75
+ "before": "Before",
76
+ "after": "After",
77
+ "state_note": "Current exposure is unknown unless both events exist in this export. Inventory is not connected.",
78
+ "verdict_ready": "Changes ready for review",
79
+ "verdict_insufficient_evidence": "Insufficient evidence",
80
+ "verdict_invalid_input": "Invalid input",
81
+ "reason_counts": "Parsed {valid} of {raw} events ({dropped} dropped); {changes} mapped sensitive changes.",
82
+ "reason_alerts": "Security-review={security}, context-only={context} at threshold T={threshold}.",
83
+ "reason_eval": "Held-out event recall {recall}; precision@8/day {precision}; false alarms {fa} per account-day.",
84
+ "reason_maint": "Approved-maintenance cases counted as security-review: {n}. AriaCloudTrail should keep this at zero.",
85
+ "reason_score": "Score ranks changes for a human. It is not P(misconfiguration) and this demo never writes to AWS.",
86
+ "method_body": """
87
+ AriaCloudTrail is a laboratory review bench for **exported AWS CloudTrail management events**.
88
+
89
+ **What it decides.** Ten change families: IAM privilege grant, credential create, security-group ingress, S3 public-access request, trail logging change, KMS control, root activity, instance exposure, role-trust change, and detector/recorder disable. It does not prove current exposure and does not change cloud configuration.
90
+
91
+ **Parse and redaction.** CloudTrail `Records` JSON, JSONL, or CSV. Account IDs, ARNs, IPv4, and `AKIA…` keys are aliased. Cloud credentials are not requested.
92
+
93
+ **Before / after.** A previous event on the same account and resource is linked only when it is already in this export. Otherwise the state is **unknown**. One `Put*` or `Delete*` event is a request, not an inventory snapshot.
94
+
95
+ **Methods.** `rule_severity` maps `eventName` to a change type. `role_time_baseline` marks unusual hours for human actors. `correlation` adds actor bursts and paired before/after. `maintenance_aware_rules` keeps Sunday 02:00–06:00 UTC staging Terraform changes with ticket `CHG-4411` as context when they are not admin or 0.0.0.0/0. Threshold T is not chosen on the test split.
96
+
97
+ **Actors.** IAM users, assumed-role service principals, and root are modeled separately. Service principals are not scored as after-hours humans.
98
+
99
+ **Limits.** Synthetic lab, 20k-row / 10MB cap, one heavy analysis at a time. A high score is not malice. This Space never applies IAM, SG, S3, or CloudTrail changes.
100
+ """,
101
+ },
102
+ "fa": {
103
+ "title": "آریاکلودتریل — بازبینی تغییرات حساس ابر",
104
+ "subtitle": "تغییرات IAM، ثبت رویداد و مواجهه را در CloudTrail صادرشده ببینید. پنجره نگهداری تأییدشده با پیکربندی زنده یکی نیست.",
105
+ "kind": "میز کار Cloud SOC · CPU · رویداد آزمایشگاهی · بدون اعتبارنامه ابر",
106
+ "run_sample": "اجرای نمونه",
107
+ "cancel": "لغو اجرا",
108
+ "reset": "بازگشت به پیش‌فرض",
109
+ "load_sample": "بارگذاری بسته ۱۴روزه",
110
+ "language": "زبان",
111
+ "scenario": "سناریو",
112
+ "scenario_full": "آزمایش کامل (۳ حساب، ۱۴ روز)",
113
+ "scenario_maintenance": "نگهداری یکشنبه استیجینگ",
114
+ "scenario_exposure": "S3 عمومی / گروه امنیتی باز",
115
+ "scenario_iam": "IAM، root و اعتمادwildcard",
116
+ "scenario_logging": "توقف trail / آشکارساز",
117
+ "scenario_broken": "زمان خراب (شواهد ناکافی)",
118
+ "threshold": "آستانه بازبینی T",
119
+ "hide_context": "پنهان کردن زمینه نگهداری تأییدشده",
120
+ "actor_filter": "شناسه بازیگر شامل",
121
+ "resource_filter": "شناسه منبع شامل",
122
+ "change_filter": "نوع تغییر",
123
+ "sample_note": "رویداد ساختگی CloudTrail با بذر ۱۶. شناسه حساب، ARN، نشانی و کلید مستعار می‌شوند. قبل/بعد فقط وقتی هر دو رویداد در همین خروجی باشد نشان داده می‌شود. یافته یعنی نیازمند بررسی است نه مواجهه اثبات‌شده. این دمو اعتبارنامه ابر نمی‌خواهد و AWS را تغییر نمی‌دهد.",
124
+ "live_note": "تجزیه زنده، قواعد، خط مبنای نقش/زمان و همبستگی محدود",
125
+ "cached_note": "پیش‌نمایش ثبت‌شده",
126
+ "kpi_review": "نیازمند بررسی امنیتی",
127
+ "kpi_context_sub": "تغییر زمینه‌ای",
128
+ "kpi_coverage": "پوشش تجزیه",
129
+ "kpi_incomplete": "ردیف ناکافی",
130
+ "kpi_incomplete_sub": "زمان/رویداد یا بدنه درخواست خالی",
131
+ "kpi_recall": "یادآوری رخداد آزمون",
132
+ "kpi_precision": "دقت در ظرفیت ۸/روز",
133
+ "kpi_precision_sub": "ظرفیت بازبینی روزانه آزمون",
134
+ "kpi_type": "دقت نوع تغییر",
135
+ "kpi_type_sub": "نگاشت eventName طلایی",
136
+ "kpi_fa": "هشدار کاذب در حساب-روز",
137
+ "kpi_fa_sub": "بررسی امنیتی بدون برچسب بررسی",
138
+ "kpi_time": "زمان تحلیل",
139
+ "optimized": "آریاکلودتریل",
140
+ "baseline": "خط مبنای شدت قاعده",
141
+ "empty": "هنوز نتیجه زنده‌ای نیست. بسته آزمایشی را بارگذاری یا فایل CloudTrail را آپلود کنید و اجرا کنید.",
142
+ "empty_card": "یک یافته را انتخاب کنید تا واقعیت مشاهده‌شده، ��ستنباط و علت بازبینی باز شود.",
143
+ "empty_state": "برای قبل/بعد یک تغییر را انتخاب کنید. اگر هر دو رویداد نباشد وضعیت نامعلوم است.",
144
+ "status": "وضعیت اجرا",
145
+ "upload_hint": "JSON کلودتریل (`Records`)، JSONL یا CSV. پس از تجزیه timestamp و eventName لازم است. کلید AWS خواسته نمی‌شود.",
146
+ "advanced": "پیشرفته / چسباندن رویداد اضافه",
147
+ "custom_logs": "رویدادهای اضافه CloudTrail",
148
+ "logs_file": "فایل CloudTrail",
149
+ "feedback": "یادداشت تحلیل‌گر (آموزش مجدد نمی‌شود)",
150
+ "correct": "صحیح",
151
+ "false_positive": "خطای مثبت",
152
+ "insufficient": "شواهد ناکافی",
153
+ "needs_review": "نیازمند بررسی",
154
+ "timeline_plot": "خط زمانی تغییر حساب منتخب",
155
+ "cmp_plot": "یادآوری رخداد آزمون و هشدار کاذب به تفکیک روش",
156
+ "cal_plot": "آستانه در برابر تعداد هشدار و یادآوری",
157
+ "scatter_plot": "تغییرهای بازبینی: امتیاز در برابر انفجار بازیگر",
158
+ "graph_plot": "گراف بازیگر–منبع برای یافته‌های نمایان",
159
+ "tab_data": "داده",
160
+ "tab_findings": "یافته‌ها",
161
+ "tab_evidence": "شواهد",
162
+ "tab_compare": "مقایسه",
163
+ "tab_method": "روش و محدودیت",
164
+ "observed": "واقعیت مشاهده‌شده",
165
+ "inferred": "استنباط مدل",
166
+ "unknown": "نامعلوم / مفقود",
167
+ "action": "اقدام پیشنهادی",
168
+ "severity": "شدت",
169
+ "confidence": "اطمینان",
170
+ "workflow": "وضعیت کار",
171
+ "approval": "وضعیت تأیید",
172
+ "state_card": "قبل / بعد",
173
+ "before": "قبل",
174
+ "after": "بعد",
175
+ "state_note": "مواجهه فعلی نامعلوم است مگر هر دو رویداد در همین خروجی باشد. موجودی ابر متصل نیست.",
176
+ "verdict_ready": "تغییرها آماده بازبینی",
177
+ "verdict_insufficient_evidence": "شواهد ناکافی",
178
+ "verdict_invalid_input": "ورودی نامعتبر",
179
+ "reason_counts": "از {raw} رویداد، {valid} معتبر ماند ({dropped} حذف) و {changes} تغییر حساس نگاشت شد.",
180
+ "reason_alerts": "بررسی امنیتی={security}، فقط زمینه={context} در آستانه T={threshold}.",
181
+ "reason_eval": "یادآوری رخداد نگه‌داشته {recall}؛ دقت ظرفیت روزانه {precision}؛ هشدار کاذب {fa} در حساب-روز.",
182
+ "reason_maint": "موارد نگهداری تأییدشده که بررسی امنیتی شمرده شد: {n}. این عدد باید صفر بماند.",
183
+ "reason_score": "امتیاز فقط رتبه‌بندی بازبینی است نه احتمال پیکربندی نادرست، و این دمو به AWS نمی‌نویسد.",
184
+ "method_body": """
185
+ آریاکلودتریل یک میز بازبینی آزمایشگاهی برای **رویدادهای مدیریتی CloudTrail صادرشده AWS** است.
186
+
187
+ **تصمیم.** ده خانواده تغییر: اعطای دسترسی IAM، ساخت اعتبارنامه، ورود گروه امنیتی، درخواست دسترسی عمومی S3، تغییر ثبت trail، کنترل KMS، فعالیت root، مواجهه نمونه، تغییر اعتماد نقش و خاموشی آشکارساز. مواجهه فعلی را اثبات نمی‌کند و پیکربندی ابر را تغییر نمی‌دهد.
188
+
189
+ **تجزیه و پوشاندن.** JSON با `Records`، JSONL یا CSV. شناسه حساب، ARN، IPv4 و کلید `AKIA` مستعار می‌شوند. اعتبارنامه ابر خواسته نمی‌شود.
190
+
191
+ **قبل / بعد.** رویداد قبلی همان حساب و منبع فقط وقتی پیوند می‌خورد که در همین خروجی باشد. در غیر این صورت وضعیت **نامعلوم** است.
192
+
193
+ **روش‌ها.** شدت قاعده `eventName` را نگاشت می‌کند. خط مبنای نقش/زمان ساعت نامعمول انسان را مشخص می‌کند. همبستگی انفجار بازیگر و جفت قبل/بعد را می‌افزاید. قواعد آگاه از نگهداری، تغییر Terraform استیجینگ یکشنبه با بلیت `CHG-4411` را زمینه نگه می‌دارد مگر Admin یا 0.0.0.0/0 باشد.
194
+
195
+ **محدودیت.** آزمایش ساختگی، سقف ۲۰هزار ردیف یا ۱۰ مگابایت. امتیاز بالا را بدخواهی نخوانید. این Space هیچ تغییری روی AWS اعمال نمی‌کند.
196
+ """,
197
+ },
198
+ }
199
+
200
+
201
+ def t(lang: str, key: str) -> str:
202
+ pack = TEXTS.get(lang) or TEXTS["en"]
203
+ return pack.get(key) or TEXTS["en"].get(key, key)
demo/src/mapper.py ADDED
@@ -0,0 +1,219 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from typing import Any
4
+
5
+ from src.domain import ActorKind, ChangeType
6
+ from src.redaction import (
7
+ alias_account,
8
+ alias_actor,
9
+ alias_ip,
10
+ alias_resource,
11
+ compact_json,
12
+ looks_sensitive,
13
+ normalize_id,
14
+ redact_text,
15
+ )
16
+ from src.ruleset import classify_event, flags_from_request
17
+
18
+
19
+ def _as_dict(value: Any) -> dict[str, Any]:
20
+ return value if isinstance(value, dict) else {}
21
+
22
+
23
+ def _identity(row: dict[str, Any]) -> dict[str, Any]:
24
+ nested = row.get("userIdentity")
25
+ if isinstance(nested, dict):
26
+ return nested
27
+ return {
28
+ "type": row.get("userIdentity.type") or row.get("user_type") or row.get("actor_kind") or "",
29
+ "userName": row.get("userIdentity.userName") or row.get("userName") or row.get("user_name") or "",
30
+ "arn": row.get("userIdentity.arn") or row.get("arn") or "",
31
+ "accountId": row.get("userIdentity.accountId") or row.get("accountId") or row.get("account_id") or "",
32
+ "principalId": row.get("userIdentity.principalId") or "",
33
+ "invokedBy": row.get("userIdentity.invokedBy") or "",
34
+ "sessionContext": row.get("userIdentity.sessionContext") or {},
35
+ }
36
+
37
+
38
+ def actor_kind_of(identity: dict[str, Any]) -> str:
39
+ raw = normalize_id(identity.get("type")).lower()
40
+ if raw == "root":
41
+ return ActorKind.ROOT.value
42
+ if raw == "awsservice":
43
+ return ActorKind.AWS_SERVICE.value
44
+ if raw == "assumedrole":
45
+ return ActorKind.SERVICE.value
46
+ if raw == "iamuser":
47
+ return ActorKind.HUMAN.value
48
+ hinted = normalize_id(identity.get("actor_kind") or "").lower()
49
+ if hinted in {item.value for item in ActorKind}:
50
+ return hinted
51
+ return ActorKind.UNKNOWN.value
52
+
53
+
54
+ def actor_name_of(identity: dict[str, Any]) -> str:
55
+ session = _as_dict(identity.get("sessionContext"))
56
+ issuer = _as_dict(session.get("sessionIssuer"))
57
+ return (
58
+ normalize_id(identity.get("userName"))
59
+ or normalize_id(issuer.get("userName"))
60
+ or normalize_id(identity.get("invokedBy"))
61
+ or normalize_id(str(identity.get("arn") or "").rsplit("/", 1)[-1])
62
+ or "unknown"
63
+ )
64
+
65
+
66
+ def actor_role_of(kind: str, name: str) -> str:
67
+ lowered = name.lower()
68
+ if kind == ActorKind.ROOT.value:
69
+ return "root"
70
+ if "terraform" in lowered:
71
+ return "terraform"
72
+ if lowered.startswith("ci") or "github" in lowered:
73
+ return "ci"
74
+ if "rotator" in lowered or "lambda" in lowered:
75
+ return "rotator"
76
+ if lowered in {"alice", "dave"} or "admin" in lowered or "security" in lowered:
77
+ return "cloud-admin" if lowered == "alice" else ("security" if lowered == "dave" else "operator")
78
+ if lowered == "bob" or "dev" in lowered:
79
+ return "developer"
80
+ if lowered == "carol" or "contract" in lowered:
81
+ return "contractor"
82
+ if kind == ActorKind.SERVICE.value:
83
+ return "service"
84
+ if kind == ActorKind.HUMAN.value:
85
+ return "human"
86
+ return "unknown"
87
+
88
+
89
+ def _request(row: dict[str, Any]) -> Any:
90
+ if "requestParameters" in row:
91
+ return row.get("requestParameters")
92
+ if "request_parameters" in row:
93
+ return row.get("request_parameters")
94
+ return row.get("request") or {}
95
+
96
+
97
+ def _response(row: dict[str, Any]) -> Any:
98
+ if "responseElements" in row:
99
+ return row.get("responseElements")
100
+ if "response_elements" in row:
101
+ return row.get("response_elements")
102
+ return row.get("response") or {}
103
+
104
+
105
+ def resource_from(event_name: str, request: Any, row: dict[str, Any]) -> tuple[str, str]:
106
+ params = request if isinstance(request, dict) else {}
107
+ resources = row.get("resources") if isinstance(row.get("resources"), list) else []
108
+ candidates = [
109
+ ("bucket", params.get("bucketName") or params.get("bucket")),
110
+ ("role", params.get("roleName") or params.get("roleArn")),
111
+ ("user", params.get("userName") or params.get("userArn")),
112
+ ("security-group", params.get("groupId") or params.get("groupName")),
113
+ ("trail", params.get("name") or params.get("trailName")),
114
+ ("kms-key", params.get("keyId") or params.get("keyArn")),
115
+ ("instance", params.get("instanceId")),
116
+ ("detector", params.get("detectorId")),
117
+ ("config", params.get("configRuleName") or params.get("roleARN")),
118
+ ]
119
+ for kind, value in candidates:
120
+ if value:
121
+ return kind, normalize_id(value).split("/")[-1]
122
+ if resources:
123
+ first = resources[0] if isinstance(resources[0], dict) else {}
124
+ arn = normalize_id(first.get("ARN") or first.get("arn"))
125
+ return normalize_id(first.get("type") or "resource"), arn.rsplit("/", 1)[-1] or arn
126
+ existing = normalize_id(row.get("resource_alias") or row.get("resource"))
127
+ if existing:
128
+ return normalize_id(row.get("resource_kind") or "resource"), existing
129
+ return "account", event_name or "unknown"
130
+
131
+
132
+ def user_agent_class(value: Any) -> str:
133
+ text = normalize_id(value).lower()
134
+ if "console.amazonaws.com" in text or "signin.amazonaws.com" in text:
135
+ return "console"
136
+ if "terraform" in text:
137
+ return "terraform"
138
+ if "aws-cli" in text or "awscli" in text:
139
+ return "cli"
140
+ if "boto" in text or "sdk" in text:
141
+ return "sdk"
142
+ if not text:
143
+ return "unknown"
144
+ return "other"
145
+
146
+
147
+ def normalize_event(row: dict[str, Any]) -> dict[str, Any]:
148
+ identity = _identity(row)
149
+ request = _request(row)
150
+ response = _response(row)
151
+ incomplete = request in (None, "", {}) and not row.get("request_summary")
152
+ kind = actor_kind_of(identity) if not row.get("actor_kind") else normalize_id(row.get("actor_kind"))
153
+ name = actor_name_of(identity) if not row.get("actor_alias") else normalize_id(row.get("actor_alias"))
154
+ account = alias_account(
155
+ identity.get("accountId")
156
+ or row.get("recipientAccountId")
157
+ or row.get("account_alias")
158
+ or row.get("account")
159
+ )
160
+ event_name = normalize_id(row.get("eventName") or row.get("event_name"))
161
+ event_source = normalize_id(row.get("eventSource") or row.get("event_source") or "")
162
+ change_type = classify_event(event_name, kind, request)
163
+ if row.get("change_type") and normalize_id(row.get("change_type")) in {item.value for item in ChangeType}:
164
+ change_type = ChangeType(normalize_id(row.get("change_type")))
165
+ flags = flags_from_request(change_type.value, event_name, request, kind)
166
+ resource_kind, resource_name = resource_from(event_name, request, row)
167
+ request_text = redact_text(compact_json(request) or normalize_id(row.get("request_summary")))
168
+ response_text = redact_text(compact_json(response) or normalize_id(row.get("response_summary")))
169
+ error_code = normalize_id(row.get("errorCode") or row.get("error_code"))
170
+ read_only = row.get("readOnly") if "readOnly" in row else row.get("read_only", False)
171
+ if isinstance(read_only, str):
172
+ read_only = read_only.lower() in {"1", "true", "yes"}
173
+ actor_alias = alias_actor(kind, name, account)
174
+ return {
175
+ "event_id": normalize_id(row.get("eventID") or row.get("event_id") or row.get("eventId")),
176
+ "timestamp": normalize_id(row.get("eventTime") or row.get("timestamp") or row.get("time")),
177
+ "account_alias": account,
178
+ "actor_alias": actor_alias,
179
+ "actor_kind": kind,
180
+ "actor_role": normalize_id(row.get("actor_role")) or actor_role_of(kind, name),
181
+ "event_source": event_source,
182
+ "event_name": event_name,
183
+ "change_type": change_type.value,
184
+ "region": normalize_id(row.get("awsRegion") or row.get("region") or "us-east-1"),
185
+ "resource_alias": alias_resource(resource_kind, resource_name),
186
+ "resource_kind": resource_kind,
187
+ "read_only": bool(read_only),
188
+ "error_code": error_code,
189
+ "console": user_agent_class(row.get("userAgent") or row.get("user_agent")) == "console",
190
+ "user_agent_class": user_agent_class(row.get("userAgent") or row.get("user_agent")),
191
+ "source_ip_alias": alias_ip(row.get("sourceIPAddress") or row.get("source_ip") or row.get("ip")),
192
+ "request_summary": request_text[:500],
193
+ "response_summary": response_text[:400],
194
+ "change_ticket": normalize_id(row.get("change_ticket") or row.get("ticket") or ""),
195
+ "lab_event_id": normalize_id(row.get("lab_event_id") or ""),
196
+ "lab_family": normalize_id(row.get("lab_family") or ""),
197
+ "split": normalize_id(row.get("split") or ""),
198
+ "incomplete": bool(incomplete or row.get("incomplete")),
199
+ "cidr_open": flags["cidr_open"],
200
+ "policy_public": flags["policy_public"],
201
+ "admin_policy": flags["admin_policy"],
202
+ "logging_off": flags["logging_off"],
203
+ "detector_off": flags["detector_off"],
204
+ "wildcard_trust": flags["wildcard_trust"],
205
+ "hardening": flags["hardening"],
206
+ "redacted": looks_sensitive(row),
207
+ "raw_redacted": {
208
+ "eventName": event_name,
209
+ "eventSource": event_source,
210
+ "eventTime": normalize_id(row.get("eventTime") or row.get("timestamp")),
211
+ "userIdentity": {
212
+ "type": identity.get("type"),
213
+ "userName": actor_alias,
214
+ "accountId": account,
215
+ },
216
+ "requestParameters": request_text[:500],
217
+ "errorCode": error_code or None,
218
+ },
219
+ }
demo/src/metrics.py ADDED
@@ -0,0 +1,191 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import numpy as np
4
+ import pandas as pd
5
+
6
+ from src.domain import (
7
+ CONTEXT_FAMILIES,
8
+ DAILY_REVIEW_CAPACITY,
9
+ REVIEW_FAMILIES,
10
+ AlertClass,
11
+ Method,
12
+ Split,
13
+ )
14
+ from src.detectors import method_flags, ungrounded_claim_count
15
+ from src.schemas import EvaluationRow, Kpis, ThresholdPoint
16
+
17
+
18
+ def _event_hits(changes: pd.DataFrame, flagged: pd.Series, gold: pd.DataFrame, split: str) -> tuple[float | None, int]:
19
+ if gold is None or gold.empty:
20
+ return None, 0
21
+ events = gold.loc[gold["family"].isin(REVIEW_FAMILIES)]
22
+ if split != "all":
23
+ events = events.loc[events["split"].eq(split)]
24
+ if events.empty:
25
+ return None, 0
26
+ view = changes.loc[changes["split"].eq(split)] if split != "all" else changes
27
+ flags = flagged.loc[view.index] if split != "all" else flagged
28
+ detected = set()
29
+ for event in events.itertuples(index=False):
30
+ overlap = view["gold_event_ids"].fillna("").astype(str).str.contains(event.event_id)
31
+ hit = view.loc[overlap & flags]
32
+ if not hit.empty:
33
+ detected.add(event.event_id)
34
+ return round(len(detected) / len(events), 4), len(events)
35
+
36
+
37
+ def _account_days(view: pd.DataFrame) -> float:
38
+ if view.empty:
39
+ return 1.0
40
+ dates = pd.to_datetime(view["timestamp"], utc=True).dt.date
41
+ return float(max(1, view.assign(_date=dates).groupby(["account_alias", "_date"]).ngroups))
42
+
43
+
44
+ def _false_alarms(changes: pd.DataFrame, flagged: pd.Series, split: str) -> float | None:
45
+ view = changes.loc[changes["split"].eq(split)] if split != "all" else changes
46
+ flags = flagged.loc[view.index] if split != "all" else flagged
47
+ if view.empty:
48
+ return None
49
+ fa = view.loc[flags & ~view["gold_family"].isin(REVIEW_FAMILIES)]
50
+ return round(len(fa) / _account_days(view), 4)
51
+
52
+
53
+ def _precision_at_k(changes: pd.DataFrame, flagged: pd.Series, split: str, k: int = DAILY_REVIEW_CAPACITY) -> float | None:
54
+ view = changes.loc[changes["split"].eq(split)].copy() if split != "all" else changes.copy()
55
+ if view.empty:
56
+ return None
57
+ flags = flagged.loc[view.index]
58
+ scored = view.loc[flags].copy()
59
+ if scored.empty:
60
+ return 0.0
61
+ scored = scored.assign(_score=scored.get("score", pd.Series(0.0, index=scored.index)), _date=pd.to_datetime(scored["timestamp"], utc=True).dt.date)
62
+ hits = []
63
+ for _, day in scored.groupby("_date"):
64
+ top = day.sort_values("_score", ascending=False).head(k)
65
+ if top.empty:
66
+ continue
67
+ hits.append(float(top["gold_family"].isin(REVIEW_FAMILIES).mean()))
68
+ if not hits:
69
+ return 0.0
70
+ return round(float(np.mean(hits)), 4)
71
+
72
+
73
+ def _change_type_accuracy(changes: pd.DataFrame, gold: pd.DataFrame, split: str) -> float | None:
74
+ if gold is None or gold.empty or changes.empty:
75
+ return None
76
+ events = gold.copy()
77
+ if split != "all":
78
+ events = events.loc[events["split"].eq(split)]
79
+ if events.empty or "change_type" not in events.columns:
80
+ return None
81
+ hits = 0
82
+ n = 0
83
+ for event in events.itertuples(index=False):
84
+ expected = str(getattr(event, "change_type", "") or "")
85
+ if not expected:
86
+ continue
87
+ n += 1
88
+ overlap = changes["gold_event_ids"].fillna("").astype(str).str.contains(event.event_id)
89
+ if split != "all":
90
+ overlap = overlap & changes["split"].eq(split)
91
+ view = changes.loc[overlap]
92
+ if not view.empty and str(view.iloc[0]["change_type"]) == expected:
93
+ hits += 1
94
+ if not n:
95
+ return None
96
+ return round(hits / n, 4)
97
+
98
+
99
+ def _maintenance_as_security(changes: pd.DataFrame, flagged: pd.Series, split: str) -> int:
100
+ view = changes.loc[changes["split"].eq(split)] if split != "all" else changes
101
+ flags = flagged.loc[view.index] if split != "all" else flagged
102
+ if view.empty:
103
+ return 0
104
+ return int((view["gold_family"].isin(CONTEXT_FAMILIES) & flags).sum())
105
+
106
+
107
+ def method_rows(changes: pd.DataFrame, gold: pd.DataFrame, threshold: float, parse_coverage: float) -> list[EvaluationRow]:
108
+ rows: list[EvaluationRow] = []
109
+ for split in (Split.DEVELOPMENT.value, Split.TEST.value, "all"):
110
+ for method in Method:
111
+ if method == Method.ARIACLOUDTRAIL:
112
+ flagged = changes["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)
113
+ else:
114
+ flagged = method_flags(changes, method.value, threshold)
115
+ recall, n_events = _event_hits(changes, flagged, gold, split)
116
+ view = changes if split == "all" else changes.loc[changes["split"].eq(split)]
117
+ flags = flagged if split == "all" else flagged.loc[view.index]
118
+ if method == Method.ARIACLOUDTRAIL:
119
+ n_sec = int(view["alert_class"].eq(AlertClass.SECURITY_REVIEW.value).sum()) if not view.empty else 0
120
+ n_ctx = int(view["alert_class"].eq(AlertClass.CONTEXT.value).sum()) if not view.empty else 0
121
+ maint = int(
122
+ (
123
+ view["gold_family"].isin(CONTEXT_FAMILIES)
124
+ & view["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)
125
+ ).sum()
126
+ ) if not view.empty else 0
127
+ else:
128
+ n_sec = int(flags.sum()) if not view.empty else 0
129
+ n_ctx = 0
130
+ maint = _maintenance_as_security(changes, flagged, split)
131
+ rows.append(
132
+ EvaluationRow(
133
+ method=method.value,
134
+ split=split,
135
+ event_recall=recall,
136
+ precision_at_k=_precision_at_k(changes, flagged, split),
137
+ false_alarms_per_account_day=_false_alarms(changes, flagged, split),
138
+ change_type_accuracy=_change_type_accuracy(changes, gold, split),
139
+ maintenance_as_security=maint,
140
+ ungrounded_claims=ungrounded_claim_count(view) if method == Method.ARIACLOUDTRAIL else 0,
141
+ n_security_alerts=n_sec,
142
+ n_context_alerts=n_ctx,
143
+ n_review_events=n_events,
144
+ parse_coverage=parse_coverage,
145
+ )
146
+ )
147
+ return rows
148
+
149
+
150
+ def calibration_curve(changes: pd.DataFrame, gold: pd.DataFrame, apply_fn) -> list[ThresholdPoint]:
151
+ points = []
152
+ for threshold in (1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 5.0):
153
+ scored = apply_fn(changes, threshold)
154
+ flagged = scored["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)
155
+ test = scored.loc[scored["split"].eq(Split.TEST.value)]
156
+ flags = flagged.loc[test.index] if not test.empty else flagged
157
+ recall, _ = _event_hits(scored, flagged, gold, Split.TEST.value)
158
+ points.append(
159
+ ThresholdPoint(
160
+ threshold=threshold,
161
+ n_security_alerts=int(flags.sum()) if not test.empty else int(flagged.sum()),
162
+ event_recall=recall,
163
+ precision_at_k=_precision_at_k(scored, flagged, Split.TEST.value),
164
+ false_alarms_per_account_day=_false_alarms(scored, flagged, Split.TEST.value),
165
+ )
166
+ )
167
+ return points
168
+
169
+
170
+ def kpis(changes: pd.DataFrame, gold: pd.DataFrame, validation, seconds: float, threshold: float, model_names: str, comparison: list[EvaluationRow]) -> Kpis:
171
+ test = next((row for row in comparison if row.method == Method.ARIACLOUDTRAIL.value and row.split == Split.TEST.value), None)
172
+ return Kpis(
173
+ n_raw=validation.n_raw,
174
+ n_valid=validation.n_valid,
175
+ n_dropped=validation.n_dropped,
176
+ n_changes=int(changes["change_type"].ne("none").sum()) if not changes.empty else 0,
177
+ n_security_review=int(changes["alert_class"].eq(AlertClass.SECURITY_REVIEW.value).sum()) if not changes.empty else 0,
178
+ n_context=int(changes["alert_class"].eq(AlertClass.CONTEXT.value).sum()) if not changes.empty else 0,
179
+ n_incomplete=int(changes["alert_class"].eq(AlertClass.INSUFFICIENT.value).sum()) if not changes.empty else validation.n_dropped,
180
+ parse_coverage=round(validation.n_valid / validation.n_raw, 4) if validation.n_raw else 0.0,
181
+ event_recall=test.event_recall if test else None,
182
+ precision_at_k=test.precision_at_k if test else None,
183
+ false_alarms_per_account_day=test.false_alarms_per_account_day if test else None,
184
+ change_type_accuracy=test.change_type_accuracy if test else None,
185
+ maintenance_as_security=test.maintenance_as_security if test else 0,
186
+ ungrounded_claims=test.ungrounded_claims if test else 0,
187
+ seconds=round(seconds, 3),
188
+ threshold=threshold,
189
+ model_names=model_names,
190
+ daily_capacity=DAILY_REVIEW_CAPACITY,
191
+ )
demo/src/parsers.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import csv
4
+ import io
5
+ import json
6
+ from datetime import datetime, timezone
7
+ from pathlib import Path
8
+ from typing import Any
9
+
10
+ from src.domain import MAX_BYTES
11
+ from src.schemas import ValidationReport
12
+
13
+ TIME_FORMATS = (
14
+ "%Y-%m-%dT%H:%M:%S%z",
15
+ "%Y-%m-%dT%H:%M:%SZ",
16
+ "%Y-%m-%dT%H:%M:%S",
17
+ "%Y-%m-%d %H:%M:%S",
18
+ )
19
+
20
+
21
+ def _read_text(value: str | Path) -> str:
22
+ if isinstance(value, Path) or (isinstance(value, str) and Path(value).exists() and Path(value).is_file()):
23
+ return Path(value).read_text(encoding="utf-8")
24
+ return value
25
+
26
+
27
+ def parse_timestamp(value: Any) -> datetime | None:
28
+ text = str(value or "").strip()
29
+ if not text:
30
+ return None
31
+ if text.endswith("Z"):
32
+ try:
33
+ return datetime.fromisoformat(text.replace("Z", "+00:00")).astimezone(timezone.utc)
34
+ except ValueError:
35
+ pass
36
+ for fmt in TIME_FORMATS:
37
+ try:
38
+ parsed = datetime.strptime(text, fmt)
39
+ if parsed.tzinfo is None:
40
+ parsed = parsed.replace(tzinfo=timezone.utc)
41
+ return parsed.astimezone(timezone.utc)
42
+ except ValueError:
43
+ continue
44
+ try:
45
+ parsed = datetime.fromisoformat(text)
46
+ if parsed.tzinfo is None:
47
+ parsed = parsed.replace(tzinfo=timezone.utc)
48
+ return parsed.astimezone(timezone.utc)
49
+ except ValueError:
50
+ return None
51
+
52
+
53
+ def _looks_jsonl(text: str) -> bool:
54
+ objects = 0
55
+ for line in text.splitlines():
56
+ stripped = line.strip()
57
+ if not stripped:
58
+ continue
59
+ if not stripped.startswith("{"):
60
+ return False
61
+ objects += 1
62
+ if objects >= 2:
63
+ return True
64
+ return False
65
+
66
+
67
+ def _from_payload(payload: Any, report: ValidationReport) -> list[dict[str, Any]]:
68
+ if isinstance(payload, dict):
69
+ for key in ("Records", "records", "events", "rows", "data", "logins"):
70
+ if isinstance(payload.get(key), list):
71
+ payload = payload[key]
72
+ break
73
+ else:
74
+ if any(key in payload for key in ("eventName", "event_name", "eventTime", "timestamp")):
75
+ return [payload]
76
+ report.add("json", "CloudTrail JSON must be a Records array or a list of events.")
77
+ return []
78
+ if not isinstance(payload, list):
79
+ report.add("json", "CloudTrail JSON must be an array of objects.")
80
+ return []
81
+ return [item for item in payload if isinstance(item, dict)]
82
+
83
+
84
+ def parse_table(text: str, kind: str = "events") -> tuple[list[dict[str, Any]], ValidationReport]:
85
+ report = ValidationReport(ok=True)
86
+ if len((text or "").encode("utf-8")) > MAX_BYTES:
87
+ report.add("size", f"Upload exceeds {MAX_BYTES} bytes.")
88
+ return [], report
89
+ raw = (text or "").strip()
90
+ if not raw:
91
+ return [], report
92
+ first = next((line for line in raw.splitlines() if line.strip()), "")
93
+ try:
94
+ if first.startswith("[") or first.startswith("{"):
95
+ if _looks_jsonl(raw):
96
+ data: list[dict[str, Any]] = []
97
+ for index, line in enumerate(raw.splitlines()):
98
+ line = line.strip()
99
+ if not line:
100
+ continue
101
+ item = json.loads(line)
102
+ if not isinstance(item, dict):
103
+ report.add("json", "Each JSONL row must be an object.", locator=f"line {index}")
104
+ continue
105
+ data.append(item)
106
+ return data, report
107
+ return _from_payload(json.loads(raw), report), report
108
+ dialect = csv.Sniffer().sniff(first) if any(token in first for token in ",;\t") else csv.excel
109
+ reader = csv.DictReader(io.StringIO(raw), dialect=dialect)
110
+ return [dict(row) for row in reader], report
111
+ except (json.JSONDecodeError, csv.Error) as exc:
112
+ report.add("parse", f"{kind} could not be parsed: {exc}")
113
+ return [], report
114
+
115
+
116
+ def parse_file(path: str | Path | None, kind: str = "events") -> tuple[list[dict[str, Any]], ValidationReport]:
117
+ report = ValidationReport(ok=True)
118
+ if not path:
119
+ return [], report
120
+ target = Path(path)
121
+ if not target.exists():
122
+ report.add("missing", f"{kind} file was not found.")
123
+ return [], report
124
+ if target.stat().st_size > MAX_BYTES:
125
+ report.add("size", f"{kind} file exceeds {MAX_BYTES} bytes.")
126
+ return [], report
127
+ return parse_table(_read_text(target), kind)
demo/src/pipeline.py ADDED
@@ -0,0 +1,316 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import time
4
+ from pathlib import Path
5
+ from typing import Any
6
+
7
+ import pandas as pd
8
+
9
+ from src.detectors import apply_detectors
10
+ from src.domain import (
11
+ CODE_VERSION,
12
+ DEFAULT_SEED,
13
+ DEFAULT_THRESHOLD,
14
+ MIN_VALID_EVENTS,
15
+ AlertClass,
16
+ ApprovalStatus,
17
+ Confidence,
18
+ Severity,
19
+ StateKnown,
20
+ Tag,
21
+ Verdict,
22
+ Workflow,
23
+ )
24
+ from src.explain import annotate_finding, decide_verdict, reasons, status_label
25
+ from src.features import attach_gold, events_frame
26
+ from src.generator import build_lab, filter_lab
27
+ from src.metrics import calibration_curve, kpis, method_rows
28
+ from src.parsers import parse_file, parse_table
29
+ from src.reporting import input_hash, report_payload, write_downloads
30
+ from src.schemas import ChangeFinding, PipelineResult
31
+ from src.validation import _as_rows, validate_events
32
+
33
+ ROOT = Path(__file__).resolve().parents[1]
34
+
35
+
36
+ def load_sample(scenario: str = "full", seed: int = DEFAULT_SEED) -> dict[str, Any]:
37
+ pack = build_lab(seed)
38
+ if scenario and scenario != "full":
39
+ pack = filter_lab(pack, scenario)
40
+ preview = pack["events"].head(400).copy()
41
+ return {
42
+ "events": preview,
43
+ "full_events": pack["events"],
44
+ "gold": pack["gold"],
45
+ "n_events": pack["n_events"],
46
+ "seed": seed,
47
+ "scenario": scenario,
48
+ }
49
+
50
+
51
+ def load_uploaded(path: str | None) -> tuple[pd.DataFrame, list[str]]:
52
+ rows, report = parse_file(path, "events")
53
+ messages = [item.message for item in report.issues[:8]]
54
+ return pd.DataFrame(rows) if rows else pd.DataFrame(), messages
55
+
56
+
57
+ def _split_list(value: Any) -> list[str]:
58
+ if isinstance(value, list):
59
+ return [str(item) for item in value if item]
60
+ return [part for part in str(value or "").split(",") if part]
61
+
62
+
63
+ def _to_findings(changes: pd.DataFrame) -> list[ChangeFinding]:
64
+ findings: list[ChangeFinding] = []
65
+ if changes.empty:
66
+ return findings
67
+ for row in changes.to_dict(orient="records"):
68
+ evidence = [str(row.get("event_id") or "")]
69
+ if row.get("before_event_id"):
70
+ evidence.append(str(row.get("before_event_id")))
71
+ delay = row.get("detect_delay_min")
72
+ item = ChangeFinding(
73
+ finding_id=str(row.get("finding_id") or ""),
74
+ event_id=str(row.get("event_id") or ""),
75
+ timestamp=str(row.get("timestamp") or ""),
76
+ split=str(row.get("split") or ""),
77
+ account_alias=str(row.get("account_alias") or ""),
78
+ actor_alias=str(row.get("actor_alias") or ""),
79
+ actor_kind=str(row.get("actor_kind") or ""),
80
+ actor_role=str(row.get("actor_role") or ""),
81
+ event_source=str(row.get("event_source") or ""),
82
+ event_name=str(row.get("event_name") or ""),
83
+ change_type=str(row.get("change_type") or ""),
84
+ region=str(row.get("region") or ""),
85
+ resource_alias=str(row.get("resource_alias") or ""),
86
+ resource_kind=str(row.get("resource_kind") or ""),
87
+ score=float(row.get("score") or 0),
88
+ tag=Tag(row.get("tag") or Tag.NONE.value),
89
+ alert_class=AlertClass(row.get("alert_class") or AlertClass.NONE.value),
90
+ severity=Severity(row.get("severity") or Severity.LOW.value),
91
+ confidence=Confidence(row.get("confidence") or Confidence.LOW.value),
92
+ workflow=Workflow(row.get("workflow") or Workflow.CLEAR.value),
93
+ approval_status=ApprovalStatus(row.get("approval_status") or ApprovalStatus.NONE.value),
94
+ methods_fired=_split_list(row.get("methods_fired")),
95
+ gold_event_ids=_split_list(row.get("gold_event_ids")),
96
+ gold_family=str(row.get("gold_family") or ""),
97
+ evidence_event_ids=[item for item in evidence if item],
98
+ before_state=StateKnown(row.get("before_state") or StateKnown.UNKNOWN.value),
99
+ after_state=StateKnown(row.get("after_state") or StateKnown.UNKNOWN.value),
100
+ before_event_id=str(row.get("before_event_id") or ""),
101
+ after_event_id=str(row.get("after_event_id") or ""),
102
+ in_maintenance=bool(row.get("in_maintenance")),
103
+ change_ticket=str(row.get("change_ticket") or ""),
104
+ request_summary=str(row.get("request_summary") or ""),
105
+ cidr_open=bool(row.get("cidr_open")),
106
+ policy_public=bool(row.get("policy_public")),
107
+ logging_off=bool(row.get("logging_off")),
108
+ detector_off=bool(row.get("detector_off")),
109
+ wildcard_trust=bool(row.get("wildcard_trust")),
110
+ admin_policy=bool(row.get("admin_policy")),
111
+ unusual_hour=bool(float(row.get("unusual_hour") or 0) >= 1),
112
+ burst_count=int(row.get("burst_count") or 0),
113
+ detect_delay_min=None if delay in (None, "") or pd.isna(delay) else float(delay),
114
+ incomplete=bool(row.get("incomplete")),
115
+ )
116
+ findings.append(annotate_finding(item))
117
+ return findings
118
+
119
+
120
+ def run_pipeline(
121
+ events: pd.DataFrame | list[dict[str, Any]] | None,
122
+ gold: pd.DataFrame | list[dict[str, Any]] | None = None,
123
+ *,
124
+ threshold: float = DEFAULT_THRESHOLD,
125
+ lang: str = "en",
126
+ extra_text: str = "",
127
+ hide_context: bool = False,
128
+ actor_filter: str = "",
129
+ resource_filter: str = "",
130
+ change_filter: str = "",
131
+ seed: int = DEFAULT_SEED,
132
+ calibrate: bool = True,
133
+ ) -> dict[str, Any]:
134
+ started = time.perf_counter()
135
+ rows = _as_rows(events)
136
+ extra_report = None
137
+ if extra_text.strip():
138
+ extra_rows, extra_report = parse_table(extra_text, "events")
139
+ rows.extend(extra_rows)
140
+ validation = validate_events(rows)
141
+ if extra_report:
142
+ validation.issues.extend(extra_report.issues)
143
+ if not extra_report.ok:
144
+ validation.ok = False
145
+ frame = events_frame(rows) if (validation.ok or validation.n_valid) else pd.DataFrame()
146
+ validation.n_valid = int(len(frame))
147
+ validation.n_dropped = max(validation.n_raw - validation.n_valid, validation.n_dropped)
148
+ validation.n_redacted = int(frame["redacted"].sum()) if not frame.empty and "redacted" in frame.columns else 0
149
+ gold_frame = gold if isinstance(gold, pd.DataFrame) else pd.DataFrame(gold or [])
150
+ verdict = decide_verdict(validation.n_valid, validation)
151
+ empty_kpis = kpis(pd.DataFrame(), gold_frame, validation, time.perf_counter() - started, threshold, "none", [])
152
+ if verdict == Verdict.INVALID:
153
+ return {
154
+ "run_id": f"ariact-{input_hash({'error': 'invalid'})}",
155
+ "verdict": verdict,
156
+ "status_label": status_label(lang, verdict, True),
157
+ "kpis": empty_kpis,
158
+ "findings": [],
159
+ "changes": pd.DataFrame(),
160
+ "comparison": [],
161
+ "calibration": [],
162
+ "reasons": [issue.message for issue in validation.issues[:8]],
163
+ "validation": validation,
164
+ "report": {"disclaimer": "Invalid input."},
165
+ "seconds": empty_kpis.seconds,
166
+ "error": validation.issues[0].message if validation.issues else "Invalid input",
167
+ "events": frame,
168
+ "code_version": CODE_VERSION,
169
+ }
170
+ if verdict == Verdict.INSUFFICIENT:
171
+ result = {
172
+ "run_id": f"ariact-{input_hash({'n': validation.n_valid, 'seed': seed})}",
173
+ "verdict": verdict,
174
+ "status_label": status_label(lang, verdict, True),
175
+ "kpis": empty_kpis,
176
+ "findings": [],
177
+ "changes": pd.DataFrame(),
178
+ "comparison": [],
179
+ "calibration": [],
180
+ "reasons": [f"Valid events={validation.n_valid}; need at least {MIN_VALID_EVENTS}."],
181
+ "validation": validation,
182
+ "report": {"disclaimer": "Insufficient evidence after parse and redaction."},
183
+ "seconds": empty_kpis.seconds,
184
+ "error": None,
185
+ "events": frame,
186
+ "code_version": CODE_VERSION,
187
+ }
188
+ result["report"] = report_payload(result)
189
+ return result
190
+
191
+ labeled = attach_gold(frame, gold_frame)
192
+ scored = apply_detectors(labeled, threshold)
193
+ filtered = scored
194
+ if hide_context:
195
+ filtered = filtered.loc[filtered["alert_class"].ne(AlertClass.CONTEXT.value)].copy()
196
+ if actor_filter:
197
+ filtered = filtered.loc[filtered["actor_alias"].astype(str).str.contains(actor_filter, regex=False)].copy()
198
+ if resource_filter:
199
+ filtered = filtered.loc[filtered["resource_alias"].astype(str).str.contains(resource_filter, regex=False)].copy()
200
+ if change_filter and change_filter not in {"", "all"}:
201
+ filtered = filtered.loc[filtered["change_type"].astype(str).eq(change_filter)].copy()
202
+ alert_view = filtered.loc[filtered["alert_class"].ne(AlertClass.NONE.value)]
203
+ if not alert_view.empty:
204
+ alert_view = alert_view.sort_values(["alert_class", "severity", "timestamp"], ascending=[True, False, True])
205
+ findings = _to_findings(alert_view)
206
+ comparison = method_rows(scored, gold_frame, threshold, round(validation.n_valid / max(validation.n_raw, 1), 4))
207
+ calibration = calibration_curve(labeled, gold_frame, apply_detectors) if calibrate else []
208
+ seconds = time.perf_counter() - started
209
+ digest = input_hash(
210
+ {
211
+ "n": validation.n_valid,
212
+ "threshold": threshold,
213
+ "dropped": validation.n_dropped,
214
+ "version": CODE_VERSION,
215
+ "seed": seed,
216
+ }
217
+ )
218
+ payload = {
219
+ "run_id": f"ariact-{digest}",
220
+ "verdict": Verdict.READY,
221
+ "status_label": status_label(lang, Verdict.READY, True),
222
+ "kpis": kpis(filtered, gold_frame, validation, seconds, threshold, "rules+baseline+correlation", comparison),
223
+ "findings": findings,
224
+ "changes": filtered,
225
+ "changes_base": labeled,
226
+ "comparison": comparison,
227
+ "calibration": calibration,
228
+ "validation": validation,
229
+ "seconds": seconds,
230
+ "error": None,
231
+ "events": frame,
232
+ "code_version": CODE_VERSION,
233
+ "gold": gold_frame,
234
+ "threshold": threshold,
235
+ "parse_coverage": round(validation.n_valid / max(validation.n_raw, 1), 4),
236
+ }
237
+ payload["report"] = report_payload(payload)
238
+ modeled = PipelineResult(
239
+ run_id=payload["run_id"],
240
+ verdict=Verdict.READY,
241
+ status_label=payload["status_label"],
242
+ kpis=payload["kpis"],
243
+ findings=findings,
244
+ comparison=comparison,
245
+ calibration=calibration,
246
+ reasons=[],
247
+ validation=validation,
248
+ report=payload["report"],
249
+ seconds=seconds,
250
+ code_version=CODE_VERSION,
251
+ )
252
+ payload["reasons"] = reasons(lang, modeled)
253
+ return payload
254
+
255
+
256
+ def findings_table(result: dict[str, Any]) -> pd.DataFrame:
257
+ rows = []
258
+ for item in result.get("findings") or []:
259
+ rows.append(
260
+ {
261
+ "finding_id": item.finding_id,
262
+ "timestamp": item.timestamp,
263
+ "account_alias": item.account_alias,
264
+ "actor_alias": item.actor_alias,
265
+ "event_name": item.event_name,
266
+ "change_type": item.change_type,
267
+ "resource_alias": item.resource_alias,
268
+ "tag": item.tag.value,
269
+ "alert_class": item.alert_class.value,
270
+ "severity": item.severity.value,
271
+ "approval_status": item.approval_status.value,
272
+ "workflow": item.workflow.value,
273
+ "before_state": item.before_state.value,
274
+ "after_state": item.after_state.value,
275
+ "gold_family": item.gold_family,
276
+ "score": item.score,
277
+ }
278
+ )
279
+ return pd.DataFrame(rows)
280
+
281
+
282
+ def evidence_table(result: dict[str, Any], finding_id: str) -> pd.DataFrame:
283
+ events = result.get("events")
284
+ findings = {item.finding_id: item for item in result.get("findings") or []}
285
+ item = findings.get(finding_id)
286
+ if item is None or events is None or getattr(events, "empty", True):
287
+ return pd.DataFrame()
288
+ frame = events.copy()
289
+ ids = set(item.evidence_event_ids)
290
+ if "event_id" in frame.columns and ids:
291
+ view = frame.loc[frame["event_id"].isin(ids)]
292
+ if not view.empty:
293
+ cols = [
294
+ col
295
+ for col in (
296
+ "event_id",
297
+ "timestamp",
298
+ "account_alias",
299
+ "actor_alias",
300
+ "actor_kind",
301
+ "event_name",
302
+ "change_type",
303
+ "resource_alias",
304
+ "request_summary",
305
+ "before_state",
306
+ "after_state",
307
+ "approval_status",
308
+ )
309
+ if col in view.columns
310
+ ]
311
+ return view[cols]
312
+ return pd.DataFrame()
313
+
314
+
315
+ def result_to_downloads(result: dict[str, Any], folder: Path) -> dict[str, str]:
316
+ return write_downloads(result, folder)
demo/src/plots.py ADDED
@@ -0,0 +1,166 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from typing import Any
4
+
5
+ import pandas as pd
6
+ import plotly.graph_objects as go
7
+ from plotly.subplots import make_subplots
8
+
9
+ from src.domain import AlertClass
10
+ from src.i18n import t
11
+ from src.schemas import ChangeFinding, Kpis, ThresholdPoint
12
+
13
+
14
+ def empty_plot(title: str = "—") -> go.Figure:
15
+ fig = go.Figure()
16
+ fig.update_layout(template="plotly_white", height=380, title=title)
17
+ return fig
18
+
19
+
20
+ def kpi_html(kpis: dict[str, Any] | Kpis | None, baseline: dict[str, Any] | None, lang: str) -> str:
21
+ if kpis is None:
22
+ return "<div class='kpi-grid'></div>"
23
+ data = kpis.model_dump() if isinstance(kpis, Kpis) else kpis
24
+ base = baseline or {}
25
+
26
+ def card(label: str, value: str, sub: str) -> str:
27
+ return (
28
+ f"<article class='kpi-card'><p class='kpi-label'>{label}</p>"
29
+ f"<p class='kpi-value'>{value}</p><p class='kpi-sub'>{sub}</p></article>"
30
+ )
31
+
32
+ recall = data.get("event_recall")
33
+ precision = data.get("precision_at_k")
34
+ fa = data.get("false_alarms_per_account_day")
35
+ accuracy = data.get("change_type_accuracy")
36
+ return (
37
+ "<div class='kpi-grid'>"
38
+ + card(t(lang, "kpi_review"), str(data.get("n_security_review") or 0), f"{data.get('n_context') or 0} {t(lang, 'kpi_context_sub')}")
39
+ + card(t(lang, "kpi_coverage"), f"{100 * (data.get('parse_coverage') or 0):.0f}%", f"{data.get('n_valid') or 0}/{data.get('n_raw') or 0}")
40
+ + card(t(lang, "kpi_incomplete"), str(data.get("n_incomplete") or 0), t(lang, "kpi_incomplete_sub"))
41
+ + card(t(lang, "kpi_recall"), "—" if recall is None else f"{100 * recall:.0f}%", f"{t(lang, 'baseline')}: {base.get('event_recall', '—')}")
42
+ + card(t(lang, "kpi_precision"), "—" if precision is None else f"{100 * precision:.0f}%", t(lang, "kpi_precision_sub"))
43
+ + card(t(lang, "kpi_type"), "—" if accuracy is None else f"{100 * accuracy:.0f}%", t(lang, "kpi_type_sub"))
44
+ + card(t(lang, "kpi_fa"), "—" if fa is None else f"{fa:.3f}", t(lang, "kpi_fa_sub"))
45
+ + card(t(lang, "kpi_time"), f"{data.get('seconds') or 0:.1f}s", f"T={data.get('threshold') or 0}")
46
+ + "</div>"
47
+ )
48
+
49
+
50
+ def timeline_figure(events: pd.DataFrame | None, account: str, title: str) -> go.Figure:
51
+ if events is None or getattr(events, "empty", True):
52
+ return empty_plot(title)
53
+ frame = events.copy()
54
+ if account:
55
+ frame = frame.loc[frame["account_alias"].astype(str).eq(str(account))]
56
+ frame = frame.loc[frame["change_type"].astype(str).ne("none")]
57
+ if frame.empty:
58
+ return empty_plot(title)
59
+ frame["ts"] = pd.to_datetime(frame["timestamp"], utc=True)
60
+ colors = frame["alert_class"].map(
61
+ {"security_review": "#b45309", "context": "#4338ca", "insufficient_evidence": "#64748b", "none": "#94a3b8"}
62
+ ).fillna("#334155")
63
+ fig = go.Figure(
64
+ go.Scatter(
65
+ x=frame["ts"],
66
+ y=frame["actor_alias"],
67
+ mode="markers",
68
+ marker=dict(color=colors, size=11),
69
+ text=[
70
+ f"{row.event_id} {row.event_name} {row.resource_alias} {row.alert_class}"
71
+ for row in frame.itertuples(index=False)
72
+ ],
73
+ hoverinfo="text",
74
+ )
75
+ )
76
+ fig.update_layout(template="plotly_white", height=420, title=f"{title} · {account or 'all accounts'}")
77
+ return fig
78
+
79
+
80
+ def compare_figure(rows: list[dict[str, Any]], title: str) -> go.Figure:
81
+ frame = pd.DataFrame(rows)
82
+ if frame.empty:
83
+ return empty_plot(title)
84
+ view = frame.loc[frame["split"] == "test"] if "test" in set(frame.get("split", [])) else frame
85
+ fig = go.Figure(go.Bar(x=view["method"], y=view["event_recall"].fillna(0), marker_color="#0369a1", name="event recall"))
86
+ fig.add_trace(go.Bar(x=view["method"], y=view["false_alarms_per_account_day"].fillna(0), name="FA / account-day", marker_color="#94a3b8"))
87
+ fig.update_layout(template="plotly_white", height=380, title=title, barmode="group")
88
+ return fig
89
+
90
+
91
+ def calibration_figure(points: list[ThresholdPoint] | list[dict[str, Any]], title: str) -> go.Figure:
92
+ if not points:
93
+ return empty_plot(title)
94
+ frame = pd.DataFrame([item.model_dump() if hasattr(item, "model_dump") else item for item in points])
95
+ fig = make_subplots(specs=[[{"secondary_y": True}]])
96
+ fig.add_trace(go.Scatter(x=frame["threshold"], y=frame["n_security_alerts"], mode="lines+markers", name="alerts"), secondary_y=False)
97
+ fig.add_trace(go.Scatter(x=frame["threshold"], y=frame["event_recall"].fillna(0), mode="lines+markers", name="test recall"), secondary_y=True)
98
+ fig.update_layout(template="plotly_white", height=360, title=title)
99
+ fig.update_yaxes(title_text="security-review alerts", secondary_y=False)
100
+ fig.update_yaxes(title_text="event recall", secondary_y=True, range=[0, 1])
101
+ return fig
102
+
103
+
104
+ def finding_scatter(rows: list[ChangeFinding], title: str) -> go.Figure:
105
+ if not rows:
106
+ return empty_plot(title)
107
+ colors = []
108
+ for item in rows:
109
+ if item.alert_class == AlertClass.CONTEXT:
110
+ colors.append("#0369a1")
111
+ elif item.alert_class == AlertClass.INSUFFICIENT:
112
+ colors.append("#64748b")
113
+ else:
114
+ colors.append("#b45309")
115
+ fig = go.Figure(
116
+ go.Scatter(
117
+ x=[item.score for item in rows],
118
+ y=[item.burst_count for item in rows],
119
+ mode="markers",
120
+ marker=dict(color=colors, size=11),
121
+ text=[f"{item.finding_id} {item.change_type} {item.actor_alias}" for item in rows],
122
+ hoverinfo="text",
123
+ )
124
+ )
125
+ fig.update_layout(template="plotly_white", height=380, title=title, xaxis_title="score", yaxis_title="actor burst")
126
+ return fig
127
+
128
+
129
+ def graph_figure(rows: list[ChangeFinding], title: str) -> go.Figure:
130
+ if not rows:
131
+ return empty_plot(title)
132
+ try:
133
+ import networkx as nx
134
+ except Exception:
135
+ return empty_plot(title)
136
+ graph = nx.Graph()
137
+ for item in rows[:24]:
138
+ graph.add_node(item.actor_alias, kind="actor")
139
+ graph.add_node(item.resource_alias, kind="resource")
140
+ graph.add_edge(item.actor_alias, item.resource_alias)
141
+ if graph.number_of_nodes() == 0:
142
+ return empty_plot(title)
143
+ layout = nx.spring_layout(graph, seed=16)
144
+ edge_x, edge_y = [], []
145
+ for src, dst in graph.edges():
146
+ x0, y0 = layout[src]
147
+ x1, y1 = layout[dst]
148
+ edge_x += [x0, x1, None]
149
+ edge_y += [y0, y1, None]
150
+ node_x = [layout[node][0] for node in graph.nodes()]
151
+ node_y = [layout[node][1] for node in graph.nodes()]
152
+ fig = go.Figure()
153
+ fig.add_trace(go.Scatter(x=edge_x, y=edge_y, mode="lines", line=dict(color="#cbd5e1", width=1), hoverinfo="none"))
154
+ fig.add_trace(
155
+ go.Scatter(
156
+ x=node_x,
157
+ y=node_y,
158
+ mode="markers+text",
159
+ text=list(graph.nodes()),
160
+ textposition="top center",
161
+ marker=dict(size=12, color="#0369a1"),
162
+ hoverinfo="text",
163
+ )
164
+ )
165
+ fig.update_layout(template="plotly_white", height=380, title=title, xaxis=dict(visible=False), yaxis=dict(visible=False))
166
+ return fig
demo/src/redaction.py ADDED
@@ -0,0 +1,124 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import hashlib
4
+ import json
5
+ import re
6
+ from typing import Any
7
+
8
+ from src.domain import ACCOUNT_ALIASES
9
+
10
+ EMAIL_RE = re.compile(r"(?i)\b[A-Z0-9._%+-]+@[A-Z0-9.-]+\.[A-Z]{2,}\b")
11
+ JWT_RE = re.compile(r"\beyJ[A-Za-z0-9_-]+\.[A-Za-z0-9._-]+\.[A-Za-z0-9._-]+\b")
12
+ IPV4_RE = re.compile(r"\b(?:\d{1,3}\.){3}\d{1,3}\b")
13
+ ACCOUNT_RE = re.compile(r"\b(?:111111111111|222222222222|333333333333|\d{12})\b")
14
+ ARN_RE = re.compile(r"arn:aws:[a-z0-9-]+:[a-z0-9-]*:\d{12}:[^\s\"']+")
15
+ ACCESS_KEY_RE = re.compile(r"\bAKIA[0-9A-Z]{16}\b")
16
+ SECRET_KEY_RE = re.compile(r"(?i)\b(?:aws)?secret(?:access)?key\b")
17
+ TOKENISH_RE = re.compile(r"(?i)(password|passwd|secret|token|authorization|cookie|session|aws_secret)")
18
+
19
+
20
+ def normalize_id(value: Any) -> str:
21
+ return str(value or "").strip()
22
+
23
+
24
+ def _hash8(value: str) -> str:
25
+ return hashlib.sha256(value.encode("utf-8")).hexdigest()[:8]
26
+
27
+
28
+ def alias_account(value: Any) -> str:
29
+ text = normalize_id(value)
30
+ if not text:
31
+ return "acct_unknown"
32
+ if text in ACCOUNT_ALIASES:
33
+ return ACCOUNT_ALIASES[text]
34
+ if text.startswith("acct_"):
35
+ return text
36
+ if text.isdigit() and len(text) == 12:
37
+ return f"acct_{_hash8(text)}"
38
+ return ACCOUNT_ALIASES.get(text, f"acct_{_hash8(text)}")
39
+
40
+
41
+ def alias_ip(value: Any) -> str:
42
+ text = normalize_id(value)
43
+ if not text:
44
+ return "net_unknown"
45
+ if text.startswith("net_"):
46
+ return text
47
+ return f"net_{_hash8(text)}"
48
+
49
+
50
+ def alias_actor(kind: str, name: str, account_alias: str) -> str:
51
+ raw = normalize_id(name)
52
+ if not raw:
53
+ return f"{kind or 'actor'}_unknown"
54
+ if raw.startswith(("usr_", "role_", "root_", "svc_")):
55
+ return raw
56
+ if EMAIL_RE.search(raw) or IPV4_RE.search(raw):
57
+ return f"usr_uploaded_{_hash8(raw)}"
58
+ if kind == "root":
59
+ return "root_lab"
60
+ if kind in {"service", "aws_service"}:
61
+ return f"role_{raw}"
62
+ return f"usr_{raw}"
63
+
64
+
65
+ def alias_resource(kind: str, name: str) -> str:
66
+ raw = normalize_id(name)
67
+ if not raw:
68
+ return f"{kind or 'res'}_unknown"
69
+ if raw.startswith(("bucket_", "role_", "user_", "sg_", "trail_", "key_", "eni_", "i-", "res_")):
70
+ return raw
71
+ prefix = {
72
+ "bucket": "bucket",
73
+ "role": "role",
74
+ "user": "user",
75
+ "security-group": "sg",
76
+ "trail": "trail",
77
+ "kms-key": "key",
78
+ "instance": "i",
79
+ "detector": "det",
80
+ "config": "cfg",
81
+ }.get(kind, "res")
82
+ return f"{prefix}_{raw}" if prefix != "i" else raw
83
+
84
+
85
+ def redact_text(value: Any) -> str:
86
+ text = normalize_id(value)
87
+ text = JWT_RE.sub("[REDACTED_TOKEN]", text)
88
+ text = ACCESS_KEY_RE.sub("AKIA****************", text)
89
+ text = EMAIL_RE.sub("[REDACTED_EMAIL]", text)
90
+ text = ARN_RE.sub(lambda match: _alias_arn(match.group(0)), text)
91
+ text = ACCOUNT_RE.sub(lambda match: alias_account(match.group(0)), text)
92
+ text = IPV4_RE.sub(lambda match: alias_ip(match.group(0)), text)
93
+ return text
94
+
95
+
96
+ def _alias_arn(arn: str) -> str:
97
+ parts = arn.split(":")
98
+ if len(parts) < 6:
99
+ return "arn:aws:redacted"
100
+ parts[4] = alias_account(parts[4])
101
+ return ":".join(parts)
102
+
103
+
104
+ def compact_json(value: Any) -> str:
105
+ if value is None or value == "":
106
+ return ""
107
+ if isinstance(value, (dict, list)):
108
+ try:
109
+ return json.dumps(value, sort_keys=True, ensure_ascii=False, separators=(",", ":"))
110
+ except TypeError:
111
+ return str(value)
112
+ return normalize_id(value)
113
+
114
+
115
+ def looks_sensitive(row: dict[str, Any]) -> bool:
116
+ blob = " ".join(str(item) for item in row.values() if item is not None)
117
+ return bool(
118
+ EMAIL_RE.search(blob)
119
+ or ACCESS_KEY_RE.search(blob)
120
+ or ACCOUNT_RE.search(blob)
121
+ or IPV4_RE.search(blob)
122
+ or TOKENISH_RE.search(blob)
123
+ or SECRET_KEY_RE.search(blob)
124
+ )
demo/src/reporting.py ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import hashlib
4
+ import json
5
+ from pathlib import Path
6
+ from typing import Any
7
+
8
+ import pandas as pd
9
+
10
+ from src.domain import CODE_VERSION, PRODUCT, SCHEMA_ID, SNAPSHOT_ID
11
+ from src.schemas import ChangeFinding
12
+
13
+
14
+ def input_hash(payload: dict[str, Any]) -> str:
15
+ raw = json.dumps(payload, sort_keys=True, ensure_ascii=False, default=str)
16
+ return hashlib.sha256(raw.encode("utf-8")).hexdigest()[:16]
17
+
18
+
19
+ def findings_frame(rows: list[ChangeFinding]) -> pd.DataFrame:
20
+ records = []
21
+ for item in rows:
22
+ data = item.model_dump()
23
+ data["observed"] = " | ".join(item.observed)
24
+ data["inferred"] = " | ".join(item.inferred)
25
+ data["gold_event_ids"] = ",".join(item.gold_event_ids)
26
+ data["evidence_event_ids"] = ",".join(item.evidence_event_ids)
27
+ data["methods_fired"] = ",".join(item.methods_fired)
28
+ data["tag"] = item.tag.value
29
+ data["alert_class"] = item.alert_class.value
30
+ data["severity"] = item.severity.value
31
+ data["confidence"] = item.confidence.value
32
+ data["workflow"] = item.workflow.value
33
+ data["approval_status"] = item.approval_status.value
34
+ data["before_state"] = item.before_state.value
35
+ data["after_state"] = item.after_state.value
36
+ records.append(data)
37
+ return pd.DataFrame(records)
38
+
39
+
40
+ def report_payload(result: dict[str, Any]) -> dict[str, Any]:
41
+ return {
42
+ "product": PRODUCT,
43
+ "code_version": CODE_VERSION,
44
+ "schema_id": SCHEMA_ID,
45
+ "snapshot_id": SNAPSHOT_ID,
46
+ "run_id": result["run_id"],
47
+ "verdict": result["verdict"].value if hasattr(result["verdict"], "value") else result["verdict"],
48
+ "kpis": result["kpis"].model_dump() if hasattr(result["kpis"], "model_dump") else result["kpis"],
49
+ "comparison": [row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("comparison") or []],
50
+ "calibration": [row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("calibration") or []],
51
+ "input_hash": result["run_id"].split("-")[-1],
52
+ "live": True,
53
+ "disclaimer": (
54
+ "A finding is a review ranking, not proof of current cloud exposure. "
55
+ "Before/after is shown only when both events exist in this export. "
56
+ "This demo never requests cloud credentials and never changes configuration. "
57
+ "Severity is not approval status. Maintenance windows stay context."
58
+ ),
59
+ }
60
+
61
+
62
+ def write_downloads(result: dict[str, Any], folder: Path) -> dict[str, str]:
63
+ folder.mkdir(parents=True, exist_ok=True)
64
+ run_id = result["run_id"]
65
+ files = {
66
+ "findings": folder / f"{run_id}_findings.csv",
67
+ "comparison": folder / f"{run_id}_comparison.csv",
68
+ "calibration": folder / f"{run_id}_calibration.csv",
69
+ "report": folder / f"{run_id}_report.json",
70
+ }
71
+ findings_frame(result["findings"]).to_csv(files["findings"], index=False)
72
+ pd.DataFrame([row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("comparison") or []]).to_csv(
73
+ files["comparison"], index=False
74
+ )
75
+ pd.DataFrame([row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("calibration") or []]).to_csv(
76
+ files["calibration"], index=False
77
+ )
78
+ files["report"].write_text(json.dumps(result["report"], indent=2, ensure_ascii=False, default=str), encoding="utf-8")
79
+ return {key: str(path) for key, path in files.items()}
demo/src/ruleset.py ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from typing import Any
4
+
5
+ from src.domain import (
6
+ ADMIN_POLICY_MARKERS,
7
+ MAINTENANCE_ACCOUNT,
8
+ MAINTENANCE_ACTOR,
9
+ MAINTENANCE_ALLOWED_TYPES,
10
+ MAINTENANCE_TICKET,
11
+ PUBLIC_MARKERS,
12
+ ChangeType,
13
+ Severity,
14
+ )
15
+
16
+ EVENT_MAP: dict[str, ChangeType] = {
17
+ "AttachUserPolicy": ChangeType.IAM_PRIVILEGE_GRANT,
18
+ "AttachRolePolicy": ChangeType.IAM_PRIVILEGE_GRANT,
19
+ "AttachGroupPolicy": ChangeType.IAM_PRIVILEGE_GRANT,
20
+ "PutUserPolicy": ChangeType.IAM_PRIVILEGE_GRANT,
21
+ "PutRolePolicy": ChangeType.IAM_PRIVILEGE_GRANT,
22
+ "PutGroupPolicy": ChangeType.IAM_PRIVILEGE_GRANT,
23
+ "CreateAccessKey": ChangeType.IAM_CREDENTIAL_CREATE,
24
+ "CreateLoginProfile": ChangeType.IAM_CREDENTIAL_CREATE,
25
+ "CreateUser": ChangeType.IAM_CREDENTIAL_CREATE,
26
+ "AuthorizeSecurityGroupIngress": ChangeType.SECURITY_GROUP_INGRESS,
27
+ "PutBucketAcl": ChangeType.S3_PUBLIC_EXPOSURE,
28
+ "PutBucketPolicy": ChangeType.S3_PUBLIC_EXPOSURE,
29
+ "DeletePublicAccessBlock": ChangeType.S3_PUBLIC_EXPOSURE,
30
+ "PutPublicAccessBlock": ChangeType.S3_PUBLIC_EXPOSURE,
31
+ "StopLogging": ChangeType.TRAIL_LOGGING_CHANGE,
32
+ "DeleteTrail": ChangeType.TRAIL_LOGGING_CHANGE,
33
+ "UpdateTrail": ChangeType.TRAIL_LOGGING_CHANGE,
34
+ "StartLogging": ChangeType.TRAIL_LOGGING_CHANGE,
35
+ "PutKeyPolicy": ChangeType.KMS_CONTROL_CHANGE,
36
+ "DisableKey": ChangeType.KMS_CONTROL_CHANGE,
37
+ "ScheduleKeyDeletion": ChangeType.KMS_CONTROL_CHANGE,
38
+ "AssociateAddress": ChangeType.INSTANCE_EXPOSURE,
39
+ "ModifyInstanceAttribute": ChangeType.INSTANCE_EXPOSURE,
40
+ "UpdateAssumeRolePolicy": ChangeType.ROLE_TRUST_CHANGE,
41
+ "UpdateDetector": ChangeType.DETECTOR_DISABLE,
42
+ "DeleteDetector": ChangeType.DETECTOR_DISABLE,
43
+ "StopConfigurationRecorder": ChangeType.DETECTOR_DISABLE,
44
+ "DeleteConfigRule": ChangeType.DETECTOR_DISABLE,
45
+ "ConsoleLogin": ChangeType.ROOT_ACTIVITY,
46
+ }
47
+
48
+ HARDENING_EVENTS = {"StartLogging"}
49
+ RESTRICT_PUBLIC_KEYS = ("restrictpublicbuckets", "blockpublicacls", "ignorepublicacls", "blockpublicpolicy")
50
+
51
+
52
+ def _lower_blob(params: Any) -> str:
53
+ if params is None:
54
+ return ""
55
+ if isinstance(params, dict):
56
+ parts = []
57
+ for key, value in params.items():
58
+ parts.append(str(key).lower())
59
+ parts.append(_lower_blob(value))
60
+ return " ".join(parts)
61
+ if isinstance(params, list):
62
+ return " ".join(_lower_blob(item) for item in params)
63
+ return str(params).lower()
64
+
65
+
66
+ def classify_event(event_name: str, actor_kind: str = "", request: Any = None) -> ChangeType:
67
+ name = str(event_name or "").strip()
68
+ mapped = EVENT_MAP.get(name, ChangeType.NONE)
69
+ if actor_kind == "root" and name in {"ConsoleLogin", "CreateAccessKey", "CreateLoginProfile", "CreateUser"}:
70
+ return ChangeType.ROOT_ACTIVITY
71
+ if name == "ConsoleLogin" and actor_kind != "root":
72
+ return ChangeType.NONE
73
+ if name == "PutPublicAccessBlock" and _is_restrict_public(request):
74
+ return ChangeType.NONE
75
+ if name == "StartLogging":
76
+ return ChangeType.TRAIL_LOGGING_CHANGE
77
+ return mapped
78
+
79
+
80
+ def _is_restrict_public(request: Any) -> bool:
81
+ blob = _lower_blob(request)
82
+ if not blob:
83
+ return False
84
+ truths = sum(f"{key} true" in blob or f"{key}\":true" in blob or f"{key}=true" in blob for key in RESTRICT_PUBLIC_KEYS)
85
+ return truths >= 1
86
+
87
+
88
+ def flags_from_request(change_type: str, event_name: str, request: Any, actor_kind: str) -> dict[str, bool]:
89
+ blob = _lower_blob(request)
90
+ cidr_open = "0.0.0.0/0" in blob or "::/0" in blob
91
+ policy_public = any(marker in blob for marker in PUBLIC_MARKERS) or "allusers" in blob
92
+ if change_type == ChangeType.S3_PUBLIC_EXPOSURE.value and event_name == "DeletePublicAccessBlock":
93
+ policy_public = True
94
+ admin_policy = any(marker in blob for marker in ADMIN_POLICY_MARKERS)
95
+ logging_off = event_name in {"StopLogging", "DeleteTrail"} or (
96
+ event_name == "UpdateTrail" and ("islogging false" in blob or "islogging\":false" in blob)
97
+ )
98
+ detector_off = event_name in {"DeleteDetector", "StopConfigurationRecorder", "DeleteConfigRule"} or (
99
+ event_name == "UpdateDetector" and ("enable false" in blob or "enable\":false" in blob)
100
+ )
101
+ wildcard_trust = change_type == ChangeType.ROLE_TRUST_CHANGE.value and (
102
+ '"principal":"*"' in blob.replace(" ", "") or "principal *" in blob or '"aws":"*"' in blob.replace(" ", "")
103
+ )
104
+ return {
105
+ "cidr_open": cidr_open,
106
+ "policy_public": policy_public,
107
+ "admin_policy": admin_policy,
108
+ "logging_off": logging_off,
109
+ "detector_off": detector_off,
110
+ "wildcard_trust": wildcard_trust,
111
+ "is_root": actor_kind == "root",
112
+ "hardening": event_name in HARDENING_EVENTS or _is_restrict_public(request),
113
+ }
114
+
115
+
116
+ def severity_for(change_type: str, flags: dict[str, bool]) -> Severity:
117
+ if flags.get("is_root") or flags.get("logging_off") or flags.get("detector_off"):
118
+ return Severity.HIGH
119
+ if flags.get("policy_public") or flags.get("cidr_open") or flags.get("wildcard_trust") or flags.get("admin_policy"):
120
+ return Severity.HIGH
121
+ if change_type in {
122
+ ChangeType.IAM_PRIVILEGE_GRANT.value,
123
+ ChangeType.IAM_CREDENTIAL_CREATE.value,
124
+ ChangeType.KMS_CONTROL_CHANGE.value,
125
+ ChangeType.INSTANCE_EXPOSURE.value,
126
+ ChangeType.TRAIL_LOGGING_CHANGE.value,
127
+ ChangeType.S3_PUBLIC_EXPOSURE.value,
128
+ ChangeType.ROLE_TRUST_CHANGE.value,
129
+ ChangeType.DETECTOR_DISABLE.value,
130
+ ChangeType.ROOT_ACTIVITY.value,
131
+ }:
132
+ if flags.get("hardening"):
133
+ return Severity.LOW
134
+ return Severity.MEDIUM
135
+ if change_type == ChangeType.SECURITY_GROUP_INGRESS.value:
136
+ return Severity.LOW
137
+ return Severity.LOW
138
+
139
+
140
+ def maintenance_match(account_alias: str, actor_alias: str, change_type: str, flags: dict[str, bool], ticket: str, in_window: bool) -> bool:
141
+ if not in_window:
142
+ return False
143
+ if account_alias != MAINTENANCE_ACCOUNT:
144
+ return False
145
+ if actor_alias != MAINTENANCE_ACTOR:
146
+ return False
147
+ if ticket and ticket != MAINTENANCE_TICKET:
148
+ return False
149
+ if change_type not in MAINTENANCE_ALLOWED_TYPES:
150
+ return False
151
+ if flags.get("admin_policy") or flags.get("cidr_open") or flags.get("policy_public") or flags.get("is_root"):
152
+ return False
153
+ return True
demo/src/schemas.py ADDED
@@ -0,0 +1,168 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from typing import Any
4
+
5
+ from pydantic import BaseModel, Field
6
+
7
+ from src.domain import (
8
+ AlertClass,
9
+ ApprovalStatus,
10
+ ChangeType,
11
+ ClaimKind,
12
+ Confidence,
13
+ Severity,
14
+ StateKnown,
15
+ Tag,
16
+ Verdict,
17
+ Workflow,
18
+ )
19
+
20
+
21
+ class Issue(BaseModel):
22
+ code: str
23
+ message: str
24
+ locator: str | None = None
25
+ severity: str = "error"
26
+
27
+
28
+ class ValidationReport(BaseModel):
29
+ ok: bool
30
+ issues: list[Issue] = Field(default_factory=list)
31
+ n_raw: int = 0
32
+ n_valid: int = 0
33
+ n_dropped: int = 0
34
+ n_redacted: int = 0
35
+
36
+ def add(self, code: str, message: str, locator: str | None = None, severity: str = "error") -> None:
37
+ self.issues.append(Issue(code=code, message=message, locator=locator, severity=severity))
38
+ if severity == "error":
39
+ self.ok = False
40
+
41
+
42
+ class LabEvent(BaseModel):
43
+ event_id: str
44
+ account_alias: str = ""
45
+ actor_alias: str = ""
46
+ start: str
47
+ end: str
48
+ family: str
49
+ split: str
50
+ change_type: str = ChangeType.NONE.value
51
+ note: str = ""
52
+
53
+
54
+ class Claim(BaseModel):
55
+ kind: ClaimKind
56
+ text: str
57
+ locator: str
58
+ field: str = ""
59
+
60
+
61
+ class ChangeFinding(BaseModel):
62
+ finding_id: str
63
+ event_id: str
64
+ timestamp: str
65
+ split: str
66
+ account_alias: str
67
+ actor_alias: str
68
+ actor_kind: str
69
+ actor_role: str
70
+ event_source: str
71
+ event_name: str
72
+ change_type: str
73
+ region: str
74
+ resource_alias: str
75
+ resource_kind: str
76
+ score: float = 0.0
77
+ tag: Tag = Tag.NONE
78
+ alert_class: AlertClass = AlertClass.NONE
79
+ severity: Severity = Severity.LOW
80
+ confidence: Confidence = Confidence.LOW
81
+ workflow: Workflow = Workflow.CLEAR
82
+ approval_status: ApprovalStatus = ApprovalStatus.NONE
83
+ methods_fired: list[str] = Field(default_factory=list)
84
+ gold_event_ids: list[str] = Field(default_factory=list)
85
+ gold_family: str = ""
86
+ evidence_event_ids: list[str] = Field(default_factory=list)
87
+ before_state: StateKnown = StateKnown.UNKNOWN
88
+ after_state: StateKnown = StateKnown.UNKNOWN
89
+ before_event_id: str = ""
90
+ after_event_id: str = ""
91
+ in_maintenance: bool = False
92
+ change_ticket: str = ""
93
+ request_summary: str = ""
94
+ cidr_open: bool = False
95
+ policy_public: bool = False
96
+ logging_off: bool = False
97
+ detector_off: bool = False
98
+ wildcard_trust: bool = False
99
+ admin_policy: bool = False
100
+ unusual_hour: bool = False
101
+ burst_count: int = 0
102
+ observed: list[str] = Field(default_factory=list)
103
+ inferred: list[str] = Field(default_factory=list)
104
+ action: str = ""
105
+ claims: list[Claim] = Field(default_factory=list)
106
+ detect_delay_min: float | None = None
107
+ incomplete: bool = False
108
+
109
+
110
+ class EvaluationRow(BaseModel):
111
+ method: str
112
+ split: str
113
+ event_recall: float | None = None
114
+ precision_at_k: float | None = None
115
+ false_alarms_per_account_day: float | None = None
116
+ change_type_accuracy: float | None = None
117
+ maintenance_as_security: int = 0
118
+ ungrounded_claims: int = 0
119
+ n_security_alerts: int = 0
120
+ n_context_alerts: int = 0
121
+ n_review_events: int = 0
122
+ parse_coverage: float | None = None
123
+
124
+
125
+ class Kpis(BaseModel):
126
+ n_raw: int = 0
127
+ n_valid: int = 0
128
+ n_dropped: int = 0
129
+ n_changes: int = 0
130
+ n_security_review: int = 0
131
+ n_context: int = 0
132
+ n_incomplete: int = 0
133
+ parse_coverage: float = 0.0
134
+ event_recall: float | None = None
135
+ precision_at_k: float | None = None
136
+ false_alarms_per_account_day: float | None = None
137
+ change_type_accuracy: float | None = None
138
+ maintenance_as_security: int = 0
139
+ ungrounded_claims: int = 0
140
+ seconds: float = 0.0
141
+ threshold: float = 3.0
142
+ model_names: str = "rules+baseline+correlation"
143
+ daily_capacity: int = 8
144
+
145
+
146
+ class ThresholdPoint(BaseModel):
147
+ threshold: float
148
+ n_security_alerts: int
149
+ event_recall: float | None = None
150
+ precision_at_k: float | None = None
151
+ false_alarms_per_account_day: float | None = None
152
+
153
+
154
+ class PipelineResult(BaseModel):
155
+ run_id: str
156
+ verdict: Verdict
157
+ status_label: str
158
+ kpis: Kpis
159
+ findings: list[ChangeFinding] = Field(default_factory=list)
160
+ comparison: list[EvaluationRow] = Field(default_factory=list)
161
+ calibration: list[ThresholdPoint] = Field(default_factory=list)
162
+ reasons: list[str] = Field(default_factory=list)
163
+ validation: ValidationReport
164
+ report: dict[str, Any] = Field(default_factory=dict)
165
+ seconds: float = 0.0
166
+ error: str | None = None
167
+ code_version: str = ""
168
+ live: bool = True
demo/src/ui.py ADDED
@@ -0,0 +1,343 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ import json
4
+ import tempfile
5
+ from pathlib import Path
6
+ from zipfile import ZipFile
7
+
8
+ import gradio as gr
9
+ import pandas as pd
10
+ import plotly.graph_objects as go
11
+
12
+ from src.domain import DEFAULT_THRESHOLD, SENSITIVE_TYPES
13
+ from src.explain import finding_markdown, state_markdown
14
+ from src.i18n import TEXTS, t
15
+ from src.pipeline import evidence_table, findings_table, load_sample, load_uploaded, result_to_downloads, run_pipeline
16
+ from src.plots import (
17
+ calibration_figure,
18
+ compare_figure,
19
+ empty_plot,
20
+ finding_scatter,
21
+ graph_figure,
22
+ kpi_html,
23
+ timeline_figure,
24
+ )
25
+
26
+ ROOT = Path(__file__).resolve().parents[1]
27
+ SAMPLE_PREVIEW = ROOT / "examples" / "sample_preview.json"
28
+ CHANGE_CHOICES = ["all", *sorted(SENSITIVE_TYPES)]
29
+ CSS = """
30
+ .gradio-container {max-width: 1320px !important; margin: 0 auto;}
31
+ .dark .gradio-container {color: var(--body-text-color);}
32
+ .aria-header h1 {margin-bottom: 0.2rem;}
33
+ .aria-header p {opacity: 0.85;}
34
+ .kpi-grid {display:grid; grid-template-columns: repeat(auto-fit, minmax(170px, 1fr)); gap: 12px;}
35
+ .kpi-card {background: linear-gradient(180deg, #e0f2fe, #ffffff); border: 1px solid #7dd3fc; border-radius: 16px; padding: 14px 16px;}
36
+ .kpi-label {font-size: 0.8rem; color: #075985; margin: 0;}
37
+ .kpi-value {font-size: 1.45rem; font-weight: 700; color: #0c4a6e; margin: 4px 0;}
38
+ .kpi-sub {margin: 0; font-size: 0.78rem; color: #334155;}
39
+ .rtl-mode {direction: rtl; text-align: right;}
40
+ .ltr-id {direction: ltr; text-align: left; unicode-bidi: isolate; font-family: ui-monospace, Consolas, monospace;}
41
+ """
42
+
43
+
44
+ def _preview_payload() -> dict:
45
+ if SAMPLE_PREVIEW.exists():
46
+ return json.loads(SAMPLE_PREVIEW.read_text(encoding="utf-8"))
47
+ return {}
48
+
49
+
50
+ def _empty_plot() -> go.Figure:
51
+ return empty_plot("—")
52
+
53
+
54
+ def _scenario_choices(lang: str) -> list[str]:
55
+ return [
56
+ t(lang, "scenario_full"),
57
+ t(lang, "scenario_maintenance"),
58
+ t(lang, "scenario_exposure"),
59
+ t(lang, "scenario_iam"),
60
+ t(lang, "scenario_logging"),
61
+ t(lang, "scenario_broken"),
62
+ ]
63
+
64
+
65
+ def _parse_scenario(value: str) -> str:
66
+ mapping = {}
67
+ for lang in ("en", "fa"):
68
+ mapping[t(lang, "scenario_full")] = "full"
69
+ mapping[t(lang, "scenario_maintenance")] = "maintenance"
70
+ mapping[t(lang, "scenario_exposure")] = "exposure"
71
+ mapping[t(lang, "scenario_iam")] = "iam"
72
+ mapping[t(lang, "scenario_logging")] = "logging"
73
+ mapping[t(lang, "scenario_broken")] = "broken"
74
+ return mapping.get(value, "full")
75
+
76
+
77
+ def _feedback_choices(lang: str) -> list[str]:
78
+ return [t(lang, "correct"), t(lang, "false_positive"), t(lang, "insufficient"), t(lang, "needs_review")]
79
+
80
+
81
+ def _file_path(value) -> str | None:
82
+ if value is None:
83
+ return None
84
+ if isinstance(value, str):
85
+ return value
86
+ if isinstance(value, dict) and value.get("path"):
87
+ return value["path"]
88
+ return getattr(value, "name", None) or getattr(value, "path", None)
89
+
90
+
91
+ def apply_language(lang: str):
92
+ rtl = lang == "fa"
93
+ header = (
94
+ f"<div class='aria-header {'rtl-mode' if rtl else ''}'>"
95
+ f"<h1>{t(lang, 'title')}</h1><p>{t(lang, 'subtitle')}</p><p>{t(lang, 'kind')}</p></div>"
96
+ )
97
+ preview = _preview_payload()
98
+ return (
99
+ gr.update(value=header),
100
+ gr.update(value=t(lang, "run_sample")),
101
+ gr.update(value=t(lang, "cancel")),
102
+ gr.update(value=t(lang, "reset")),
103
+ gr.update(value=t(lang, "load_sample")),
104
+ gr.update(label=t(lang, "scenario"), choices=_scenario_choices(lang), value=_scenario_choices(lang)[0]),
105
+ gr.update(label=t(lang, "threshold")),
106
+ gr.update(label=t(lang, "hide_context")),
107
+ gr.update(label=t(lang, "actor_filter")),
108
+ gr.update(label=t(lang, "resource_filter")),
109
+ gr.update(label=t(lang, "change_filter")),
110
+ gr.update(value=t(lang, "sample_note")),
111
+ gr.update(value=preview.get("kpi_html") or kpi_html(preview.get("kpis"), None, lang)),
112
+ gr.update(open=False, label=t(lang, "advanced")),
113
+ gr.update(value=t(lang, "method_body"), rtl=rtl),
114
+ gr.update(value=t(lang, "upload_hint")),
115
+ gr.update(label=t(lang, "custom_logs")),
116
+ gr.update(label=t(lang, "logs_file")),
117
+ gr.update(label=t(lang, "feedback"), choices=_feedback_choices(lang), value=_feedback_choices(lang)[3]),
118
+ gr.update(label=t(lang, "tab_data")),
119
+ gr.update(label=t(lang, "tab_findings")),
120
+ gr.update(label=t(lang, "tab_evidence")),
121
+ gr.update(label=t(lang, "tab_compare")),
122
+ gr.update(label=t(lang, "tab_method")),
123
+ )
124
+
125
+
126
+ def load_sample_ui(scenario_label: str):
127
+ pack = load_sample(_parse_scenario(scenario_label))
128
+ return pack["events"], pack["gold"], pack["full_events"]
129
+
130
+
131
+ def reset_defaults():
132
+ pack = load_sample("full")
133
+ return pack["events"], pack["gold"], pack["full_events"], DEFAULT_THRESHOLD, False, "", "", "all", ""
134
+
135
+
136
+ def run_live(
137
+ lang,
138
+ scenario_label,
139
+ threshold,
140
+ hide_context,
141
+ actor_filter,
142
+ resource_filter,
143
+ change_filter,
144
+ preview,
145
+ gold,
146
+ full_events,
147
+ extra,
148
+ log_file,
149
+ previous,
150
+ ):
151
+ scenario = _parse_scenario(scenario_label)
152
+ uploaded, messages = load_uploaded(_file_path(log_file))
153
+ source = uploaded if not uploaded.empty else (full_events if isinstance(full_events, pd.DataFrame) and not full_events.empty else preview)
154
+ if (source is None or getattr(source, "empty", True)) and scenario:
155
+ pack = load_sample(scenario)
156
+ source = pack["full_events"]
157
+ gold = pack["gold"]
158
+ result = run_pipeline(
159
+ source,
160
+ gold=gold,
161
+ threshold=float(threshold or DEFAULT_THRESHOLD),
162
+ lang=lang,
163
+ extra_text=extra or "",
164
+ hide_context=bool(hide_context),
165
+ actor_filter=str(actor_filter or ""),
166
+ resource_filter=str(resource_filter or ""),
167
+ change_filter=str(change_filter or "all"),
168
+ )
169
+ if result.get("error") and result["verdict"].value == "invalid_input":
170
+ raise gr.Error(result["error"])
171
+ if messages:
172
+ result["reasons"] = messages + result["reasons"]
173
+ table = findings_table(result)
174
+ baseline = next((row.model_dump() for row in result["comparison"] if row.method == "rule_severity" and row.split == "test"), {})
175
+ tmp = Path(tempfile.mkdtemp(prefix="ariact-"))
176
+ files = result_to_downloads(result, tmp)
177
+ zip_path = tmp / f"{result['run_id']}_bundle.zip"
178
+ with ZipFile(zip_path, "w") as zipped:
179
+ for path in files.values():
180
+ zipped.write(path, arcname=Path(path).name)
181
+ history = pd.DataFrame()
182
+ if previous:
183
+ history = pd.DataFrame([{"run": "previous", **(previous.get("kpis") or {})}, {"run": "current", **result["kpis"].model_dump()}])
184
+ first = result["findings"][0] if result["findings"] else None
185
+ status = f"**{t(lang, 'status')}:** {result['status_label']}"
186
+ state = {
187
+ "kpis": result["kpis"].model_dump(),
188
+ "findings": [item.model_dump() for item in result["findings"]],
189
+ "run_id": result["run_id"],
190
+ }
191
+ evidence = evidence_table(result, first.finding_id) if first else pd.DataFrame()
192
+ account = first.account_alias if first else ""
193
+ return (
194
+ kpi_html(result["kpis"], baseline, lang),
195
+ status,
196
+ "\n".join(f"- {line}" for line in result["reasons"]),
197
+ finding_markdown(lang, first),
198
+ state_markdown(lang, first),
199
+ table,
200
+ pd.DataFrame([row.model_dump() for row in result["comparison"]]),
201
+ timeline_figure(result.get("events"), account, t(lang, "timeline_plot")),
202
+ compare_figure([row.model_dump() for row in result["comparison"]], t(lang, "cmp_plot")),
203
+ calibration_figure(result.get("calibration") or [], t(lang, "cal_plot")),
204
+ finding_scatter(result["findings"], t(lang, "scatter_plot")),
205
+ graph_figure(result["findings"], t(lang, "graph_plot")),
206
+ str(zip_path),
207
+ files["report"],
208
+ history,
209
+ evidence,
210
+ result,
211
+ state,
212
+ )
213
+
214
+
215
+ def show_finding(evt: gr.SelectData, table, lang, result):
216
+ if table is None or evt is None or not result:
217
+ return t(lang, "empty_card"), t(lang, "empty_state"), pd.DataFrame(), _empty_plot()
218
+ frame = pd.DataFrame(table)
219
+ try:
220
+ row = frame.iloc[evt.index[0] if isinstance(evt.index, tuple) else evt.index]
221
+ except Exception:
222
+ return t(lang, "empty_card"), t(lang, "empty_state"), pd.DataFrame(), _empty_plot()
223
+ finding_id = str(row.get("finding_id") or "")
224
+ match = next((item for item in result.get("findings") or [] if item.finding_id == finding_id), None)
225
+ account = match.account_alias if match else ""
226
+ return (
227
+ finding_markdown(lang, match),
228
+ state_markdown(lang, match),
229
+ evidence_table(result, finding_id),
230
+ timeline_figure(result.get("events"), account, t(lang, "timeline_plot")),
231
+ )
232
+
233
+
234
+ def build_demo() -> gr.Blocks:
235
+ pack = load_sample("full")
236
+ preview = _preview_payload()
237
+ preview_kpis = preview.get("kpis") or {
238
+ "n_raw": 0,
239
+ "n_valid": 0,
240
+ "n_dropped": 0,
241
+ "n_changes": 0,
242
+ "n_security_review": 0,
243
+ "n_context": 0,
244
+ "n_incomplete": 0,
245
+ "parse_coverage": 0.0,
246
+ "seconds": 0.0,
247
+ "threshold": DEFAULT_THRESHOLD,
248
+ }
249
+
250
+ with gr.Blocks(theme=gr.themes.Soft(primary_hue="sky", secondary_hue="slate"), css=CSS) as demo:
251
+ lang = gr.Radio(["en", "fa"], value="en", label=TEXTS["en"]["language"])
252
+ header = gr.HTML()
253
+ with gr.Row():
254
+ run_btn = gr.Button(t("en", "run_sample"), variant="primary")
255
+ cancel_btn = gr.Button(t("en", "cancel"), variant="stop")
256
+ reset_btn = gr.Button(t("en", "reset"))
257
+ load_btn = gr.Button(t("en", "load_sample"))
258
+ note = gr.Markdown(t("en", "sample_note"))
259
+ kpis = gr.HTML(preview.get("kpi_html") or kpi_html(preview_kpis, None, "en"))
260
+ status = gr.Markdown(t("en", "empty"))
261
+ with gr.Row():
262
+ scenario = gr.Radio(choices=_scenario_choices("en"), value=_scenario_choices("en")[0], label=t("en", "scenario"))
263
+ threshold = gr.Slider(1.5, 5.0, value=DEFAULT_THRESHOLD, step=0.5, label=t("en", "threshold"))
264
+ hide_context = gr.Checkbox(value=False, label=t("en", "hide_context"))
265
+ with gr.Row():
266
+ actor_filter = gr.Textbox(label=t("en", "actor_filter"), elem_classes=["ltr-id"])
267
+ resource_filter = gr.Textbox(label=t("en", "resource_filter"), elem_classes=["ltr-id"])
268
+ change_filter = gr.Dropdown(choices=CHANGE_CHOICES, value="all", label=t("en", "change_filter"))
269
+ reasons = gr.Markdown()
270
+ card = gr.Markdown(t("en", "empty_card"))
271
+ state_md = gr.Markdown(t("en", "empty_state"))
272
+
273
+ with gr.Tabs() as tabs:
274
+ with gr.Tab(t("en", "tab_data")) as tab_data:
275
+ hint = gr.Markdown(t("en", "upload_hint"))
276
+ log_file = gr.File(label=t("en", "logs_file"), file_types=[".csv", ".json", ".jsonl", ".log", ".txt"])
277
+ events = gr.Dataframe(value=pack["events"], label="CloudTrail preview (first 400 of the generated pack)", wrap=True)
278
+ gold = gr.Dataframe(value=pack["gold"], label="Lab change labels")
279
+ full_events = gr.State(pack["full_events"])
280
+ with gr.Accordion(t("en", "advanced"), open=False) as advanced:
281
+ extra = gr.Textbox(label=t("en", "custom_logs"), lines=5)
282
+
283
+ with gr.Tab(t("en", "tab_findings")) as tab_findings:
284
+ backlog = gr.Dataframe(label="Changes tagged for review, context, or insufficient evidence")
285
+ scatter = gr.Plot(value=_empty_plot())
286
+ graph = gr.Plot(value=_empty_plot())
287
+
288
+ with gr.Tab(t("en", "tab_evidence")) as tab_evidence:
289
+ feedback = gr.Radio(choices=_feedback_choices("en"), value=_feedback_choices("en")[3], label=t("en", "feedback"))
290
+ timeline = gr.Plot(value=_empty_plot())
291
+ evidence = gr.Dataframe(label="Redacted evidence events")
292
+ with gr.Row():
293
+ zip_out = gr.File(label="CSV / JSON bundle")
294
+ json_out = gr.File(label="JSON report")
295
+
296
+ with gr.Tab(t("en", "tab_compare")) as tab_compare:
297
+ comparison = gr.Dataframe(label="AriaCloudTrail vs rule-severity vs role/time vs correlation vs maintenance-aware")
298
+ cmp_plot = gr.Plot(value=_empty_plot())
299
+ cal_plot = gr.Plot(value=_empty_plot())
300
+ history = gr.Dataframe(label="Previous vs current KPIs")
301
+
302
+ with gr.Tab(t("en", "tab_method")) as tab_method:
303
+ method_md = gr.Markdown(t("en", "method_body"))
304
+ gr.Markdown(
305
+ "Organization: [AriaAICompany](https://huggingface.co/AriaAICompany) · "
306
+ "Dataset: [cloudtrail-lab](https://huggingface.co/datasets/AriaAICompany/cloudtrail-lab) · "
307
+ "Site: [aria-ai.ir](https://aria-ai.ir/)"
308
+ )
309
+
310
+ result_state = gr.State(None)
311
+ previous = gr.State(None)
312
+ _ = feedback
313
+ outputs_lang = [
314
+ header, run_btn, cancel_btn, reset_btn, load_btn, scenario, threshold, hide_context,
315
+ actor_filter, resource_filter, change_filter, note, kpis,
316
+ advanced, method_md, hint, extra, log_file, feedback,
317
+ tab_data, tab_findings, tab_evidence, tab_compare, tab_method,
318
+ ]
319
+ lang.change(apply_language, inputs=[lang], outputs=outputs_lang)
320
+ demo.load(apply_language, inputs=[lang], outputs=outputs_lang)
321
+ load_btn.click(load_sample_ui, inputs=[scenario], outputs=[events, gold, full_events])
322
+ reset_btn.click(
323
+ reset_defaults,
324
+ outputs=[events, gold, full_events, threshold, hide_context, actor_filter, resource_filter, change_filter, extra],
325
+ )
326
+
327
+ outputs_run = [
328
+ kpis, status, reasons, card, state_md, backlog, comparison, timeline, cmp_plot, cal_plot, scatter, graph,
329
+ zip_out, json_out, history, evidence, result_state, previous,
330
+ ]
331
+ click = run_btn.click(
332
+ run_live,
333
+ inputs=[
334
+ lang, scenario, threshold, hide_context, actor_filter, resource_filter, change_filter,
335
+ events, gold, full_events, extra, log_file, previous,
336
+ ],
337
+ outputs=outputs_run,
338
+ )
339
+ cancel_btn.click(None, cancels=[click])
340
+ backlog.select(show_finding, inputs=[backlog, lang, result_state], outputs=[card, state_md, evidence, timeline])
341
+ _ = tabs
342
+
343
+ return demo
demo/src/validation.py ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from __future__ import annotations
2
+
3
+ from typing import Any
4
+
5
+ import pandas as pd
6
+
7
+ from src.domain import MAX_BYTES, MAX_EVENTS, REQUIRED_EVENT_FIELDS
8
+ from src.parsers import parse_timestamp
9
+ from src.schemas import ValidationReport
10
+
11
+
12
+ def _as_rows(frame: pd.DataFrame | list[dict[str, Any]] | None) -> list[dict[str, Any]]:
13
+ if frame is None:
14
+ return []
15
+ if isinstance(frame, pd.DataFrame):
16
+ if frame.empty:
17
+ return []
18
+ rows: list[dict[str, Any]] = []
19
+ for raw in frame.to_dict(orient="records"):
20
+ rows.append(
21
+ {
22
+ key: value
23
+ for key, value in raw.items()
24
+ if value is not None and not (isinstance(value, float) and pd.isna(value))
25
+ }
26
+ )
27
+ return rows
28
+ return [dict(item) for item in frame if isinstance(item, dict)]
29
+
30
+
31
+ def validate_payload_size(text: str) -> ValidationReport:
32
+ report = ValidationReport(ok=True)
33
+ if len((text or "").encode("utf-8")) > MAX_BYTES:
34
+ report.add("size", f"Upload exceeds {MAX_BYTES} bytes.")
35
+ return report
36
+
37
+
38
+ def validate_events(rows: pd.DataFrame | list[dict[str, Any]] | None) -> ValidationReport:
39
+ report = ValidationReport(ok=True)
40
+ raw_rows = _as_rows(rows)
41
+ report.n_raw = len(raw_rows)
42
+ if not raw_rows:
43
+ report.add("empty", "No CloudTrail events provided.", severity="warning")
44
+ return report
45
+ if len(raw_rows) > MAX_EVENTS:
46
+ report.add("count", f"This run accepts at most {MAX_EVENTS} CloudTrail events.")
47
+ return report
48
+ seen: set[str] = set()
49
+ valid = 0
50
+ dropped = 0
51
+ for index, row in enumerate(raw_rows):
52
+ locator = f"event row {index}"
53
+ timestamp = parse_timestamp(
54
+ row.get("timestamp") or row.get("eventTime") or row.get("time") or row.get("created_at")
55
+ )
56
+ event_name = str(row.get("event_name") or row.get("eventName") or "").strip()
57
+ missing = []
58
+ if timestamp is None:
59
+ missing.append("timestamp")
60
+ if not event_name:
61
+ missing.append("event_name")
62
+ if missing:
63
+ dropped += 1
64
+ report.add(
65
+ "incomplete",
66
+ f"Dropped incomplete row ({', '.join(missing)}).",
67
+ locator=locator,
68
+ severity="warning",
69
+ )
70
+ continue
71
+ event_id = str(row.get("event_id") or row.get("eventID") or "").strip()
72
+ if event_id:
73
+ if event_id in seen:
74
+ report.add("duplicate", f"Duplicate event_id `{event_id}`.", locator=locator)
75
+ seen.add(event_id)
76
+ valid += 1
77
+ report.n_valid = valid
78
+ report.n_dropped = dropped
79
+ if valid == 0:
80
+ report.add("empty", "No valid CloudTrail events remained after schema checks.", severity="warning")
81
+ unused = REQUIRED_EVENT_FIELDS
82
+ _ = unused
83
+ return report
demo/tests/conftest.py ADDED
@@ -0,0 +1 @@
 
 
1
+ from __future__ import annotations