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README.md

@@ -54,7 +54,7 @@ configs:
 
 # WitFoo Precinct6 Cybersecurity Dataset
 
-**Version 2.0.0** (built 2026-09-11). Regenerated to address feedback from the University of Canterbury
+**Version 2.1.0** (built 2026-09-22). Regenerated to address feedback from the University of Canterbury
 PIDS evaluation: attacks and normal traffic now share a timeline, usernames are wired into the provenance graph,
 mis-parsed timestamps are repaired, and every number in this card is generated from the uploaded data.
 
@@ -63,9 +63,9 @@ mis-parsed timestamps are repaired, and every number in this card is generated f
 A large-scale, labeled cybersecurity dataset derived from production Security Operations Center (SOC) data
 processed by [WitFoo Precinct](https://www.witfoo.com/) version 6.x. It contains **2,011,674 sanitized
 security events** captured live from 4 organizations (2024-07-26 11:10:23 UTC to
-2024-08-01 06:00:03 UTC), **60,575 incident provenance graphs** with their
+2024-08-01 06:00:03 UTC), **51,371 incident provenance graphs** with their
 238,511 embedded triggering signals, per-incident GraphML files, natural-language attack reports,
-and a merged provenance graph (47,591 nodes, 1,749,876 edges).
+and a merged provenance graph (47,585 nodes, 1,740,438 edges).
 
 **Available in two sizes** (same incidents, same methodology, same sanitization registry):
 - [`witfoo/precinct6-cybersecurity`](https://huggingface.co/datasets/witfoo/precinct6-cybersecurity) — 2,011,674 live signals, incidents in context (this dataset)
@@ -85,9 +85,10 @@ This dataset supports research in:
 
 | Issue in v1 | v2 |
 |---|---|
-| Benign traffic and labeled attacks never overlapped in time (benign from 26 July 2024, incident leads ending 18 July 2024) | `signals` is the live capture labeled **in place**: 7,728 live rows are leads of 2739 incidents observed during the capture, surrounded by their ordinary traffic. Historical incident leads moved to a separate `incident_signals` table with an `origin` column so the two timelines cannot be confused. |
+| Benign traffic and labeled attacks never overlapped in time (benign from 26 July 2024, incident leads ending 18 July 2024) | `signals` is the live capture labeled **in place**: 7,728 live rows are leads of 1584 incidents observed during the capture, surrounded by their ordinary traffic. Historical incident leads moved to a separate `incident_signals` table with an `origin` column so the two timelines cannot be confused. |
 | Usernames existed on signals but credential nodes only inside incident objects | `692,375` **user → host** edges (`USER_ACTION`) join `CREDENTIAL` nodes to the hosts they act on; incident `cred` nodes and live `username` fields share the same `USER-NNNN` tokens. |
-| Handful of negative timestamps (Precinct date-parse failures) | Every lead timestamp is validated; 26 were repaired from the artifact timeuuid / `rt=` field / incident time, with the source recorded in `timestamp_source`. No timestamp in either table is outside 2000–2030. |
+| Handful of negative timestamps (Precinct date-parse failures) | Every lead timestamp is validated; 861 were repaired (invalid values from the artifact timeuuid / `rt=` field / incident time; year-rollover errors shifted back by whole years), with the source recorded in `timestamp_source`. No timestamp in either table is outside 2000–2030. |
+| Precinct sometimes raised one incident several times over the same triggering signals | One incident is kept per set of triggering signals (9,204 duplicates collapsed): the one Precinct worked on — an analyst decision first, then the most analysis cycles and the highest suspicion. The others' ids are listed in `duplicate_incident_ids` in `incidents.jsonl` and the attack reports. |
 | README counts drifted from the uploaded files | This card is rendered from the build's `metadata.json`; `signals/metadata.json` and `graph/metadata.json` are uploaded alongside. |
 | Incident nodes were keyed by Precinct uuids, disconnected from the live graph | Incident host/credential nodes use the same node ids as live signals (sanitized IP / `user:USER-NNNN`), so incident subgraphs overlay the live graph. |
 | Aho-Corasick sweep occasionally corrupted uuids (`id_raw`) inside incidents | Record identifiers are protected from the sweep; leads can be joined to live rows on `artifact_id`. |
@@ -111,12 +112,12 @@ Selection parameters are in `build/subset_stats.json`.
 
 ## Versions
 
-This is **v2.0.0**, a full regeneration that **replaces and withdraws the 2026-05 release**.
+This is **v2.1.0**, a full regeneration that **replaces and withdraws the 2026-05 release**.
 
 The earlier release is not kept for download. Re-verifying it against this build's tooling showed
 that some values had escaped sanitization — device and account names survived inside JSON-escaped
 Windows event text and in `stream_name` — so it has been withdrawn rather than preserved at a tag.
-Anything built on it should be regenerated from v2.0.0.
+Anything built on it should be regenerated from v2.1.0.
 
 Tokens are not comparable between the two releases in any case: each build maps identifiers with its
 own registry, so `HOST-0042` in the old release is a different machine from `HOST-0042` here.
@@ -124,7 +125,7 @@ own registry, so `HOST-0042` in the old release is a different machine from `HOS
 ```python
 from datasets import load_dataset
 
-signals = load_dataset("witfoo/precinct6-cybersecurity", "signals", split="train")   # v2.0.0
+signals = load_dataset("witfoo/precinct6-cybersecurity", "signals", split="train")   # v2.1.0
 ```
 
 ## Quick Start
@@ -169,13 +170,13 @@ Join an incident lead to its live row: `incident_signals.artifact_id == signals.
 | `suspicious` | 106,793 | 5.31% | 2024-07-26 11:10:48 UTC | 2024-08-01 02:56:24 UTC |
 | `malicious` | 7,728 | 0.38% | 2024-07-26 11:15:48 UTC | 2024-07-30 04:56:35 UTC |
 
-**`incident_signals` (embedded incident leads, `origin = incident_lead`)** — 238,511 rows, 2022-05-30 14:43:45 UTC → 2024-12-31 23:58:09 UTC
+**`incident_signals` (embedded incident leads, `origin = incident_lead`)** — 238,511 rows, 2022-05-30 14:43:45 UTC → 2024-07-28 16:39:47 UTC
 
 | Label | Rows | Share | Earliest | Latest |
 |---|---|---|---|---|
 | `benign` | 0 | 0.00% | - | - |
 | `suspicious` | 0 | 0.00% | - | - |
-| `malicious` | 238,511 | 100.00% | 2022-05-30 14:43:45 UTC | 2024-12-31 23:58:09 UTC |
+| `malicious` | 238,511 | 100.00% | 2022-05-30 14:43:45 UTC | 2024-07-28 16:39:47 UTC |
 
 The live capture is the complete artifact retention window of the archived Precinct cluster. Coverage is not
 uniform across organizations or days: check the per-organization table below, the per-label time ranges in
@@ -193,9 +194,9 @@ assuming a continuous capture.
 
 ### Incidents in context
 
-2739 incidents have at least one triggering signal that was found among the live rows; those
+1584 incidents have at least one triggering signal that was found among the live rows; those
 7,728 lead artifacts are labeled `malicious` **in place** in `signals` (they are not duplicated
-in `incident_signals`). Leads of 57,846 incidents were not found among the live rows (their
+in `incident_signals`). Leads of 49,797 incidents were not found among the live rows (their
 incidents pre-date the capture, or the live artifact was not retained) and live in `incident_signals`.
 
 | Incident | Leads matched to live rows |
@@ -204,17 +205,17 @@ incidents pre-date the capture, or the live artifact was not retained) and live
 | `04bdda80-4b51-11ef-98d0-55d447741aef` | 445 |
 | `ac8def50-4b4e-11ef-a07e-73bb772fb986` | 120 |
 | `f4e66920-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f4f2ec40-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f5019240-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f50dc740-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f51ba9f0-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f5282d10-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f5365de0-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f542e100-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f551d520-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
-| `f55ef480-4df2-11ef-ab9d-d9f9158e7fcb` | 100 |
 | `d5e53480-4df1-11ef-b093-ed1dc3d0dbe9` | 100 |
-| `d4ab54f0-4df1-11ef-8cc7-db879965e06f` | 100 |
+| `d4b9faf0-4df1-11ef-8cc7-db879965e06f` | 100 |
+| `d6d64b40-4df1-11ef-9932-fd48ea8ae2b1` | 100 |
+| `f1cc09c0-4df2-11ef-9b95-c93931f0c6f5` | 100 |
+| `05d71510-4df6-11ef-9440-1101dfaeda6b` | 100 |
+| `d3f17ad0-4df1-11ef-9f66-fbdc83d0625f` | 100 |
+| `03884310-4df6-11ef-9f66-fbdc83d0625f` | 100 |
+| `fec67ca0-4df2-11ef-8cc7-db879965e06f` | 100 |
+| `d7813140-4df1-11ef-b093-ed1dc3d0dbe9` | 100 |
+| `68809c00-4df5-11ef-8cc7-db879965e06f` | 100 |
+| `fdc90270-4df5-11ef-9b95-c93931f0c6f5` | 100 |
 | ... | ... |
 
 ## Label distribution
@@ -242,10 +243,10 @@ Disposition of malicious rows (raw Precinct incident status, see [Ground Truth](
 
 | Disposition | Rows |
 |---|---|
-| `Cold Case` | 8 |
+| `Cold Case` | 14 |
 | `Dismissed` | 5 |
 | `Disrupted` | 176,510 |
-| `Open` | 336 |
+| `Open` | 330 |
 | `Unprocessed` | 61,652 |
 
 ## Signal columns
@@ -254,9 +255,9 @@ Both signal tables share one schema (38 columns).
 
 | Column | Type | Description |
 |--------|------|-------------|
-| `timestamp` | float | Unix epoch seconds. Live rows: Precinct ingest time (artifact timeuuid). Incident leads: lead observation time (repaired when invalid, see `timestamp_source`). |
+| `timestamp` | float | Unix epoch seconds. Live rows: Precinct ingest time (artifact timeuuid), seconds after the event. Incident leads: when Precinct's correlation raised the lead, hours to days after the event, at one-second resolution (repaired when invalid or a year off, see `timestamp_source`). Neither is normalised device time; times inside `message_sanitized` are the device's own clock. |
 | `event_time` | float | Event time reported by the source product (`starttimeutc`) when available; NaN otherwise. |
-| `timestamp_source` | string | Where `timestamp` came from: `artifact.timeuuid`, `lead.observed_at` |
+| `timestamp_source` | string | Where `timestamp` came from: `artifact.timeuuid`, `lead.observed_at`, `lead.observed_at.year_repaired` |
 | `origin` | string | `live` (captured artifact) or `incident_lead` (artifact embedded in an incident) |
 | `org_id` | string | Sanitized organization (`ORG-NNNN`) |
 | `artifact_id` | string | Precinct artifact timeuuid — join key to `graph/edges.jsonl` (`attrs.artifact_id`). The two signal tables are disjoint on this key: a lead whose live row is in the capture appears in `signals` with `label_binary = malicious`, never in `incident_signals` |
@@ -281,7 +282,7 @@ Both signal tables share one schema (38 columns).
 | `suspicion_score` | float | Precinct incident suspicion score (0.0–1.0); 0 for benign/suspicious |
 | `lifecycle_stage` | string | Kill-chain stage (`initial-compromise`, `complete-mission`, ...) |
 | `disposition` | string | Raw Precinct incident status (`Disrupted`, `Resolved`, `Dismissed`, `False Positive`, `Cold Case`, `Open`, `Unprocessed`) |
-| `disposition_category` | string | `confirmed-malicious`, `false-positive`, `dismissed`, `automated` |
+| `disposition_category` | string | `automated` (engine-set status), or an analyst decision: `confirmed-malicious`, `false-positive`, `dismissed` |
 | `is_false_positive` | bool | Analyst marked the parent incident a false positive |
 | `status_name` | string | Same as `disposition` |
 | `incident_ids` | string | JSON array of incident UUIDs (a lead can belong to several incidents) |
@@ -293,11 +294,11 @@ Both signal tables share one schema (38 columns).
 
 | Component | Count |
 |-----------|-------|
-| Nodes | 47,591 (HOST: 36,974, CREDENTIAL: 10,581, SERVICE: 6, FILE: 29, ACTOR: 1) |
-| Edges | 1,749,876 |
+| Nodes | 47,585 (HOST: 36,974, CREDENTIAL: 10,575, SERVICE: 6, FILE: 29, ACTOR: 1) |
+| Edges | 1,740,438 |
 | User → host edges (`USER_ACTION`) | 692,375 |
-| Incident link edges | 345,083 |
-| Incidents (per-incident GraphML) | 60,575 |
+| Incident link edges | 335,645 |
+| Incidents (per-incident GraphML) | 51,371 |
 
 - **Node ids.** Public IPs are global node ids; private IPs, hostnames and credentials are scoped by organization
   (`ORG-0004/10.44.0.7`, `ORG-0004/user:USER-0007`) because the same private address or account name exists in
@@ -310,12 +311,12 @@ Both signal tables share one schema (38 columns).
   username adds a `USER_ACTION` edge from the credential node to the accessed host (`attrs.host_role` says whether
   that was the destination or the reporting host).
 - **Edges from incidents** are `INCIDENT_LINK` with the incident's labels; `timestamp` is the edge's own start time.
-- Edge types: `USER_ACTION` (692,375), `INCIDENT_LINK` (345,083), `AUDIT_EVENT` (336,425), `NETWORK_FLOW` (323,376), `EVENT` (45,063), `DNS_RESOLVE` (7,554).
+- Edge types: `USER_ACTION` (692,375), `AUDIT_EVENT` (336,425), `INCIDENT_LINK` (335,645), `NETWORK_FLOW` (323,376), `EVENT` (45,063), `DNS_RESOLVE` (7,554).
 - `graph/graph.graphml` holds the whole merged graph (streaming GraphML).
 
 ## Attack reports
 
-`graph/attack_reports.jsonl` holds one natural-language threat-hunting report per incident (60,575),
+`graph/attack_reports.jsonl` holds one natural-language threat-hunting report per incident (51,371),
 deterministically composed from the incident's structured metadata (modus operandi, set roles, lead
 descriptions, MITRE mappings, timestamps). Each report states that it reflects Precinct's automated correlation
 output, not an independent investigation. Derivation:
@@ -351,20 +352,21 @@ A lead that belongs to several incidents is one row whose `incident_ids` lists t
 ### Ground truth and disposition
 
 **All labels derive from WitFoo Precinct's automated incident correlation engine — there is no independent,
-analyst-verified ground truth.** Treat Precinct as a strong but imperfect oracle and use `disposition` to
-stratify by analyst review:
+analyst-verified ground truth.** Treat Precinct as a strong but imperfect oracle. `disposition` is the parent
+incident's Precinct status, and most statuses are set by the engine, not by an analyst:
 
-| `disposition` | Meaning | Confidence in label |
+| `disposition` | Set by | `disposition_category` |
 |---|---|---|
-| `Disrupted` | SOC analyst confirmed the incident and intervened | High |
-| `Resolved` / `Confirmed` / `Investigating` | Analyst confirmed / engaged | High–Medium |
-| `Open` | Queued for an analyst, no decision yet | Lower |
-| `Cold Case` | Aged out without an analyst decision | Lower |
-| `Dismissed` | Analyst dismissed the incident | Negative |
-| `False Positive` | Analyst confirmed false positive | Negative |
-| `Unprocessed` | Automated detection only | Lower |
+| `Unprocessed` | Engine: correlated into an incident, never analyzed | `automated` |
+| `Disrupted` | Engine: verdict after one analysis pass (not an analyst confirmation) | `automated` |
+| `Open` | Engine: still being re-analyzed, no decision | `automated` |
+| `Cold Case` | Engine: aged out after repeated analysis | `automated` |
+| `Resolved` / `Confirmed` / `Investigating` | Analyst | `confirmed-malicious` |
+| `Dismissed` | Analyst | `dismissed` |
+| `False Positive` | Analyst | `false-positive` |
 
-`disposition_category` buckets these into `confirmed-malicious`, `false-positive`, `dismissed` and `automated`.
+Analyst-set statuses are rare, so `disposition` is not a usable ground-truth signal on its own; check the
+`disposition_distribution` in `signal/metadata.json` for how many rows carry each status.
 
 ### Scoring
 
@@ -413,11 +415,11 @@ All customer-identifying information was removed with the open-source four-layer
    VMware vCenter, DNS, and a generic fallback.
 3. **ML residual detection** — Microsoft Presidio (spaCy) and BERT NER on a stratified sample; findings trigger
    full re-sanitization.
-4. **LLM contextual review** — sampled review by the local WitQ model (ran for this build: 1,500 records reviewed by `witq`, 3 additional values registered). The ML layer (3) sampled 3,000 records and registered 452 additional values.
+4. **LLM contextual review** — sampled review by the local WitQ model (ran for this build: 1,500 records reviewed by `witq`, 2 additional values registered). The ML layer (3) sampled 3,000 records and registered 470 additional values.
 
 The same original value always maps to the same token across both signal tables, the incidents and the graph,
 so topology and identity are preserved. Both dataset sizes were produced from one registry, so tokens agree
-between them. The registry for this build holds 85,079 mappings.
+between them. The registry for this build holds 85,088 mappings.
 
 ## Research context
 
@@ -430,7 +432,7 @@ graphs** (evaluating KnowHow, NodLink and similar PIDS).
 
 - **Label imbalance** reflects production SOC reality; sample accordingly.
 - **Temporal scope**: the live capture spans 2024-07-26 11:10:23 UTC to 2024-08-01 06:00:03 UTC with uneven
-  per-organization coverage; incident leads span 2022-05-30 14:43:45 UTC to 2024-12-31 23:58:09 UTC.
+  per-organization coverage; incident leads span 2022-05-30 14:43:45 UTC to 2024-07-28 16:39:47 UTC.
 - **Ground truth**: labels are Precinct's automated correlation; stratify with `disposition`.
 - **Sanitization trade-offs**: some free-text detail is reduced by PII replacement.
 - **Tokens differ from v1**: the v2 registry was rebuilt, so `USER-NNNN` / `HOST-NNNN` / `ORG-NNNN` values do not
@@ -443,7 +445,7 @@ graphs** (evaluating KnowHow, NodLink and similar PIDS).
   title={WitFoo Precinct6 Cybersecurity Dataset},
   author={WitFoo, Inc.},
   year={2026},
-  version={2.0.0},
+  version={2.1.0},
   url={https://huggingface.co/datasets/witfoo/precinct6-cybersecurity},
   license={Apache-2.0}
 }

build/sanitize_stats.json

@@ -3,59 +3,35 @@
   "artifacts": 114421340,
   "incidents": 60575,
   "other": 0,
-  "prescan_pii_entries": 68944,
-  "layer3_new_pii": 452,
-  "layer4_new_pii": 3,
+  "prescan_pii_entries": 84917,
+  "layer3_new_pii": 470,
+  "layer4_new_pii": 2,
   "layer4_reviewed": 1500,
   "resanitized": 114481915,
   "layer4_review": {
     "total_reviewed": 1500,
-    "batches": 560,
+    "batches": 559,
     "batches_failed": 0,
     "usable": true,
-    "total_findings": 726,
-    "accepted_findings": 17,
-    "new_registry_entries": 3,
+    "total_findings": 587,
+    "accepted_findings": 2,
+    "new_registry_entries": 2,
     "rejected": {
-      "low_confidence": 446,
-      "not_a_domain": 70,
-      "already_sanitized_or_allowed": 84,
-      "implausible_name": 51,
-      "length": 11,
-      "category_not_registrable": 9,
-      "is_output_token": 19,
-      "implausible_hostname": 13,
-      "not_secret_shaped": 4,
-      "not_in_source": 2,
-      "already_registered": 14
+      "low_confidence": 460,
+      "implausible_hostname": 8,
+      "already_sanitized_or_allowed": 92,
+      "category_not_registrable": 5,
+      "implausible_name": 10,
+      "is_output_token": 9,
+      "not_a_domain": 1
     },
     "errors": 0,
     "truncated": 0,
     "skipped_batches": 0,
     "formats_with_issues": [
       [
-        "security_audit_event",
-        "windows_security_audit"
-      ],
-      [
-        "audit_log",
-        "aws_cloud_trail"
-      ],
-      [
-        "4776",
-        "microsoft-windows-security-auditing"
-      ],
-      [
-        "4688",
-        "microsoft-windows-security-auditing"
-      ],
-      [
-        "audit_log",
-        "ad_audit_plus"
-      ],
-      [
-        "18454",
-        "mssql$paygsql01"
+        "18268",
+        "mssql$HOST-1053"
       ]
     ],
     "strata_count": 142,
@@ -67,15 +43,15 @@
     "domain": 8,
     "email": 3153,
     "fqdn": 6244,
-    "hostname": 1053,
+    "hostname": 1055,
     "ipv4_priv": 4321,
     "ipv4_pub": 42703,
-    "ipv6": 209,
+    "ipv6": 210,
     "machine_account": 872,
-    "org": 415,
+    "org": 419,
     "org_id": 6,
     "sid": 2018,
-    "username": 20648
+    "username": 20650
   },
   "workers": 16,
   "layer3_ran": true,

build/verification_report.json

@@ -2,7 +2,7 @@
   "violations": 0,
   "warnings": 0,
   "violation_types": {},
-  "lines_scanned": 2418926,
+  "lines_scanned": 2409716,
   "leak_categories": {},
   "label_distribution": {
     "incident_lead|malicious": 238511,
@@ -10,106 +10,106 @@
     "live|kept_context_and_fill": 2003946
   },
   "sample_messages": [
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.204Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Handle Manipulation\",\"code\":\"4690\",\"created\":\"2024-03-12T01:38:21.333Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"hos",
-    "<134>1 2024-07-26T07:19:09.150363-05:00 HOST-1025 procstate - - - envoy    24565  0.0  0.0  15824  1380 ?        S    Jul20   0:00 /bin/bash /usr/sbin/envoy\n",
-    "{\"eventVersion\":\"1.10\",\"userIdentity\":{\"type\":\"IAMUser\",\"principalId\":\"CRED-0011\",\"arn\":\"arn:aws:iam::100000000002:user/CRED-0012\",\"accountId\":\"100000000002\",\"accessKeyId\":\"CRED-0013\",\"userName\":\"USER-0717\"},\"eventTime\":\"2024-07-31T06:39:45Z\",\"eventSource\":\"cloudtrail.amazonaws.com\",\"eventName\":\"LookupEvents\",\"awsRegion\":\"eu-central-1\",\"sourceIPAddress\":\"100.64.26.29\",\"userAgent\":\"aws-sdk-java/1.12.452 Linux/6.5.0-1023-aws OpenJDK_64-Bit_Server_VM/11.0.23+9-post-Ubuntu-1ubuntu120.04.2 java/11.0.",
-    "<134>1 2024-07-26T20:36:34.432800-05:00 HOST-1025 vpxd-svcs-access - - - [26/Jul/2024:20:36:34 -0500] 100.64.160.85 103 tomcat-exec-56 200 \"vAPI/2.100.0 Java/1.8.0_345 (Linux; 4.19.256-1.ph3; amd64)\" POST /computepolicy HTTP/1.1\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:14:16.476Z\",\"agent\":{\"ephemeral_id\":\"e8fb59cc-e149-43a7-ab4b-53ab61624426\",\"id\":\"68d26628-116d-42f1-a6e0-d53dfced01df\",\"name\":\"HOST-0255\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-26T17:14:17.421Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:57:13.505Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:57:16.455Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "<134>1 2024-07-26T12:07:47.011730-05:00 HOST-1025 vpxd-main - - - 2024-07-26T12:07:39.722-05:00 info vpxd[29383] [Originator@6876 sub=vpxLro opID=sps-SHPoller-405451-645-13659-ff] [VpxLRO] -- FINISH lro-500816\n",
-    "<164>Jul 26 2024 22:23:44: %ASA-4-106023: Deny udp src dmz-2:10.27.228.92/64998 dst dmz-1:172.27.122.200/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "{\"eventVersion\":\"1.09\",\"userIdentity\":{\"type\":\"AssumedRole\",\"principalId\":\"CRED-0001\",\"arn\":\"arn:aws:sts::100000000002:assumed-role/CRED-0005/CRED-0002\",\"accountId\":\"100000000002\",\"accessKeyId\":\"CRED-1681\",\"sessionContext\":{\"sessionIssuer\":{\"type\":\"Role\",\"principalId\":\"CRED-0004\",\"arn\":\"arn:aws:iam::100000000002:role/CRED-0005\",\"accountId\":\"100000000002\",\"userName\":\"USER-18730\"},\"attributes\":{\"creationDate\":\"2024-07-30T03:07:36Z\",\"mfaAuthenticated\":\"false\"}}},\"eventTime\":\"2024-07-30T03:58:35Z\",\"",
-    "<134>1 2024-07-26T20:26:07.337853-05:00 HOST-1025 envoy-access - - - 2024-07-27T01:26:05.922Z info envoy[140113906853696] [Originator@6876 sub=Default] 2024-07-27T01:25:56.651Z POST /vsanHealth/ HTTP/1.1 200 via_upstream - 616 397 2 2 0 100.64.160.85:41552 100.64.160.85:1080 - /var/run/vmware-vsan/vsan-sdk-pipe\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:44:22.618Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Logon\",\"code\":\"4624\",\"created\":\"2024-07-27T03:44:24.103Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"name\":\"ho",
-    "<134>1 2024-07-26T22:11:34.196494-05:00 HOST-1025 wcpsvc - - - 2024-07-27T03:11:34.196Z debug wcp [notifications/notifications.go:250] [opID=669b10d6] No notifications. seqNum: 1, Current seqNum: 0\n",
-    "<164>Jul 26 2024 19:54:01: %ASA-4-106023: Deny udp src dmz-2:10.215.130.199/35004 dst outside:192.168.211.139/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "2 100000000001 eni-0b923c94ec6fd0a8d 100.64.27.198 10.98.236.105 0 0 1 1 84 1722285566 1722285596 REJECT OK",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.327Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:39:59.748Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4662</EventID><Version>0</Version><Level>0</Level><Task>14080</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-31T23:32:23.284066000Z'/><EventRecordID>49200474</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='788'/><Channel>Security</Channel><Compute",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:35:40.841Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:35:44.395Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.267Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Handle Manipulation\",\"code\":\"4690\",\"created\":\"2024-03-12T01:39:59.200Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"hos",
-    "<164>Jul 26 2024 22:45:40: %ASA-4-106023: Deny udp src dmz-2:10.176.245.196/33585 dst dmz-1:172.22.219.171/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "<134>1 2024-07-26T20:35:44.013910-05:00 vcenter eam-main - - - \tat host-4492.example.internal$SingleRequestDispatcher.dispatch(DispatcherImpl.java:290) [vlsi-server.jar:?]\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:45:32.544Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"System Event\",\"code\":\"521\",\"created\":\"2024-07-27T03:45:33.571Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Security\"},\"host\":{\"name\":\"host-0014.example.inter",
-    "<134>1 2024-07-26T22:39:54.164358-05:00 vcenter dnsmasq - - - Jul 26 22:39:54 dnsmasq[1808]: query[A] host-0167.example.internal from 100.64.160.85\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T01:41:26.107Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T01:41:27.014Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-31T08:32:12.785031100Z'/><EventRecordID>49100911</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='4528'/><Channel>Security</Channel><Comput",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:31:31.409Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:31:35.856Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-29T19:18:07.750Z\",\"agent\":{\"ephemeral_id\":\"dfbe82b1-756c-41c9-a852-2f785bc4c9d0\",\"id\":\"3a350536-9f64-4cd1-a6be-b6e8fd8b6f39\",\"name\":\"HOST-0101\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Logon\",\"code\":\"18453\",\"created\":\"2024-07-29T19:18:08.108Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"MSSQL$HOST-1053\"},\"host\":{\"name\":\"host-0120.example.int",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4662</EventID><Version>0</Version><Level>0</Level><Task>14080</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T19:09:46.344650700Z'/><EventRecordID>48885327</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='788'/><Channel>Security</Channel><Compute",
-    "<134>1 2024-07-26T07:11:44.534240-05:00 vcenter dnsmasq - - - Jul 26 07:11:44 dnsmasq[1808]: query[A] host-0171.example.internal from 100.64.160.85\n",
-    "<134>1 2024-07-26T07:47:07.446416-05:00 HOST-1025 sps - - - 2024-07-26T07:47:07.446-05:00 [pool-25-thread-1] INFO  opId=sps-Main-405368-350 host-5059.example.internal - Total number of changes for sync-id: 4rVk23AbtJ is: 0\n",
-    "<134>1 2024-07-26T12:17:32.998073-05:00 HOST-1025 sps - - - 2024-07-26T12:17:32.997-05:00 [pool-11-thread-2] INFO  opId=sps-DTCPoller-405464-262 host-4502.example.internal - Timer stopped: DatastoreTagChangePoller, Time taken: 5 ms. Processed 0 TagAssociationInfo(s)\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:28:24.521Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:28:25.410Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:22:24.670Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:22:26.585Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.331Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:39:59.809Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.203Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4656\",\"created\":\"2024-03-12T01:38:21.333Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:44:36.570Z\",\"agent\":{\"ephemeral_id\":\"e0f2e7cc-9f18-4710-a48b-ad4b79ed4faf\",\"id\":\"d9f4183c-2378-4097-b4b2-465ffc8ec3bb\",\"name\":\"HOST-0269\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:44:37.209Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<164>Jul 26 2024 11:58:11: %ASA-4-106023: Deny udp src dmz-2:10.58.236.204/56301 dst outside:100.64.29.124/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "{\"eventVersion\":\"1.09\",\"userIdentity\":{\"type\":\"AssumedRole\",\"principalId\":\"CRED-0001\",\"arn\":\"arn:aws:sts::100000000002:assumed-role/CRED-0005/CRED-0002\",\"accountId\":\"100000000002\",\"accessKeyId\":\"CRED-1137\",\"sessionContext\":{\"sessionIssuer\":{\"type\":\"Role\",\"principalId\":\"CRED-0004\",\"arn\":\"arn:aws:iam::100000000002:role/CRED-0005\",\"accountId\":\"100000000002\",\"userName\":\"USER-18730\"},\"attributes\":{\"creationDate\":\"2024-07-27T01:57:07Z\",\"mfaAuthenticated\":\"false\"}}},\"eventTime\":\"2024-07-27T02:47:32Z\",\"",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-29T19:20:39.761Z\",\"agent\":{\"ephemeral_id\":\"dfbe82b1-756c-41c9-a852-2f785bc4c9d0\",\"id\":\"3a350536-9f64-4cd1-a6be-b6e8fd8b6f39\",\"name\":\"HOST-0101\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Logon\",\"code\":\"18454\",\"created\":\"2024-07-29T19:20:40.574Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"MSSQL$HOST-1053\"},\"host\":{\"name\":\"host-0120.example.int",
-    "<134>1 2024-07-26T07:32:09.444293-05:00 vcenter eam-main - - - \tat host-4453.example.internal(ResponseImpl.java:241) ~[vlsi-client.jar:?]\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:34:32.465Z\",\"agent\":{\"ephemeral_id\":\"e993087a-c16f-4201-b5c0-55caa1b82d38\",\"id\":\"debd178c-b8a2-4365-8024-647c18398d11\",\"name\":\"HOST-0265\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:34:33.495Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<134>1 2024-07-26T12:44:04.353107-05:00 vcenter dnsmasq - - - Jul 26 12:44:04 dnsmasq[1808]: cached host-0167.example.internal is <CNAME>\n",
-    "<134>1 2024-07-26T22:25:33.243006-05:00 HOST-1025 observability-main - - - [2024-07-26T22:25:33,242] INFO140412[Thread-111] - host-4500.example.internal(PeriodicScheduler.java:149) - Plugin period value: 60 Projected period value: 60.0\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4673</EventID><Version>0</Version><Level>0</Level><Task>13056</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:17:37.435946400Z'/><EventRecordID>78211898</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='6816'/><Channel>Security</Channel><Computer",
-    "<134>1 2024-07-26T07:33:54.405744-05:00 vcenter eam-main - - - \tat host-4446.example.internal(HttpProtocolBindingImpl.java:114) ~[vlsi-client.jar:?]\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T11:27:49.998023500Z'/><EventRecordID>48379930</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='4528'/><Channel>Security</Channel><Comput",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:59:39.415Z\",\"agent\":{\"ephemeral_id\":\"9771fc87-9aa0-41b3-be0a-dc0e48939de5\",\"id\":\"c160c06c-097b-4838-a331-6103f822de13\",\"name\":\"HOST-0276\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-07-26T17:59:40.070Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:29:28.521Z\",\"agent\":{\"ephemeral_id\":\"fe5dc2fd-1cec-46d5-ae14-11af45c40ef2\",\"id\":\"5fc2f4d2-daa9-4a5f-bc1f-616148739b10\",\"name\":\"HOST-0251\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:29:33.782Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4688</EventID><Version>2</Version><Level>0</Level><Task>13312</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-27T14:45:30.092390800Z'/><EventRecordID>78384151</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='5668'/><Channel>Security</Channel><Computer",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:29:28.560Z\",\"agent\":{\"ephemeral_id\":\"fe5dc2fd-1cec-46d5-ae14-11af45c40ef2\",\"id\":\"5fc2f4d2-daa9-4a5f-bc1f-616148739b10\",\"name\":\"HOST-0251\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:29:35.337Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.271Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Handle Manipulation\",\"code\":\"4690\",\"created\":\"2024-03-12T01:39:59.257Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"hos",
-    "<134>1 2024-07-26T20:53:50.026472-05:00 vcenter eam-main - - - \tat host-4462.example.internal(ComplexTypeImpl.java:174) ~[vlsi-core.jar:?]\n",
-    "<164>Jul 26 2024 22:26:10: %ASA-4-106023: Deny udp src outside:100.64.38.82/43488 dst dmz-1:10.187.253.125/500 by access-group \"outside_access_in\" [0x0, 0x0]\n",
-    "<164>Jul 26 2024 12:34:25: %ASA-4-106023: Deny udp src dmz-2:10.223.142.142/44621 dst outside:100.64.29.124/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "<86>2024-07-26T13:56:15.324741-04:00 HOST-0008 sshd[15756]: Accepted publickey for cohesity from 100.64.26.28 port 47992 ssh2: RSA SHA256:2RzkJLDDxI/lO1qL44uOwJAKdQNzxVI+MWjHg0PWEfY",
-    "<134>1 2024-07-26T22:44:08.393493-05:00 HOST-1025 procstate - - - vmcad-u+ 24442  0.0  0.4 756744 52108 ?        Sl   Jul20   4:03 /usr/lib/vmware-vmca/sbin/vmcad -L\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:09:45.691Z\",\"agent\":{\"ephemeral_id\":\"78542a51-02a9-4802-afb5-15dec8390e03\",\"id\":\"9810e9d0-53c9-4c9e-a199-a58bb04c0704\",\"name\":\"HOST-0286\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-07-26T17:09:49.038Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.306Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:39:59.577Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:10:16.434Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:10:22.317Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:37:06.686Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-03-12T01:37:08.006Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<134>1 2024-07-26T22:13:09.480943-05:00 vcenter eam-main - - - \tat host-4467.example.internal(AuditedJob.java:58) [eam-server.jar:?]\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.156Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:38:20.628Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "<134>1 2024-07-26T22:30:40.233002-05:00 HOST-1025 vsan-health-main - - - 2024-07-26T22:30:40.232-05:00 info vsanvcmgmtd[27241] [vSAN@6876 sub=CnsOpStats opId=b35fdc8b] [VslmListVStorageObjectsForSpec stats] period: 300s, startTime: 1722047765 - ttlReq: 0, maxDur: 0, avgDur: 0, maxCncr: 0\n",
-    "<134>1 2024-07-26T20:13:42.319774-05:00 HOST-1025 sps - - - 2024-07-26T20:13:42.319-05:00 [DatastoreListPoller] INFO  opId=sps-Main-405368-350 host-4486.example.internal - OperationID present in invoker thread, adding suffix and re-using it sps-Main-405368-350-42822\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4624</EventID><Version>2</Version><Level>0</Level><Task>12544</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-27T11:57:37.530276100Z'/><EventRecordID>139640818</EventRecordID><Correlation/><Execution ProcessID='928' ThreadID='2712'/><Channel>Security</Channel><Compu",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4662</EventID><Version>0</Version><Level>0</Level><Task>14080</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:16:57.736837300Z'/><EventRecordID>16195502</EventRecordID><Correlation/><Execution ProcessID='632' ThreadID='764'/><Channel>Security</Channel><Compute",
-    "2 100000000001 eni-0b923c94ec6fd0a8d 100.64.27.187 10.98.236.105 45367 10443 6 1 40 1722285535 1722285565 REJECT OK",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:44:41.990Z\",\"agent\":{\"ephemeral_id\":\"4ba700f2-25ed-43b0-b50c-4d91ae1b0d7a\",\"id\":\"7e2b997e-8549-45a5-93e5-6f4e5001de0e\",\"name\":\"HOST-0283\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:44:43.352Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:07:48.264Z\",\"agent\":{\"ephemeral_id\":\"4ba700f2-25ed-43b0-b50c-4d91ae1b0d7a\",\"id\":\"7e2b997e-8549-45a5-93e5-6f4e5001de0e\",\"name\":\"HOST-0283\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-26T17:07:49.734Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<164>Jul 26 2024 20:23:44: %ASA-4-106023: Deny udp src dmz-2:10.178.71.174/50766 dst outside:198.51.100.31/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4673</EventID><Version>0</Version><Level>0</Level><Task>13056</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-30T14:31:23.299973400Z'/><EventRecordID>140262021</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='1320'/><Channel>Security</Channel><Compute",
-    "<134>1 2024-07-26T20:50:41.271247-05:00 HOST-1025 vpxd-main - - - 2024-07-26T20:50:41.270-05:00 info vpxd[29853] [Originator@6876 sub=vpxLro opID=314893e] [VpxLRO] -- BEGIN lro-526791 -- ServiceInstance -- host-4531.example.internal -- 523cdd67-39dc-1aac-a890-b853f3ffc25e\n",
-    "2 100000000002 eni-040abc3a5abda03c1 - - - - - - - 1722293038 1722293070 - NODATA",
-    "<134>1 2024-07-26T12:37:19.522361-05:00 vcenter dnsmasq - - - Jul 26 12:37:19 dnsmasq[1808]: query[A] host-0167.example.internal from 100.64.160.85\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T11:26:50.056252400Z'/><EventRecordID>48379829</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='1908'/><Channel>Security</Channel><Comput",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.290Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4656\",\"created\":\"2024-03-12T01:39:59.417Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:30:47.356Z\",\"agent\":{\"ephemeral_id\":\"e0f2e7cc-9f18-4710-a48b-ad4b79ed4faf\",\"id\":\"d9f4183c-2378-4097-b4b2-465ffc8ec3bb\",\"name\":\"HOST-0269\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:30:48.731Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<134>1 2024-07-26T20:05:08.794686-05:00 HOST-1025 procstate - - - root      1489  0.0  0.0      0     0 ?        S    Jul20   0:02 [jbd2/dm-5-8]\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T11:25:43.089683500Z'/><EventRecordID>48379642</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='4152'/><Channel>Security</Channel><Comput",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:56:20.630Z\",\"agent\":{\"ephemeral_id\":\"78542a51-02a9-4802-afb5-15dec8390e03\",\"id\":\"9810e9d0-53c9-4c9e-a199-a58bb04c0704\",\"name\":\"HOST-0286\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-26T17:56:22.140Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T01:57:37.992Z\",\"agent\":{\"ephemeral_id\":\"126b52e6-4a02-48a0-97a3-ed2ad7bb0710\",\"id\":\"744cf3c8-dc1d-4508-a693-b28947c893bd\",\"name\":\"HOST-0252\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T01:57:38.221Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-31T20:21:29.229582600Z'/><EventRecordID>49184371</EventRecordID><Correlation ActivityID='{4c97a2b5-d4fb-0001-22a3-974cfbd4da01}'/><Execution ProcessID='656'",
-    "<190>Jul 26 12:48:58 HOST-0102 CEF:0|Barracuda|WAF|1220|1000|GET|5|cat=TR dvc=10.71.234.214 duser=\"-\" in=296 out=199225 suser=\"-\" src=100.64.29.155 spt=40804 requestCookies=\"-\" dhost=host-0173.example.internal outcome=200 suid=\"-\" requestMethod=GET app=TLSv1.3 msg=\"-\" requestContext=\"-\" dst=10.239.131.52 dpt=443 rt=1722016138050  start=Jul 26 2024 12:48:58  request=/servlet/eAndar.WebFileLibrary/3433/313031323030/profile-complete_no%20ribbon.png requestClientApplication=\"Mozilla/5.0 (Windows NT ",
-    "<134>1 2024-07-26T22:14:22.739253-05:00 HOST-1025 sps - - - 2024-07-26T22:14:22.739-05:00 [pool-25-thread-1] INFO  opId=sps-Main-405368-350 host-5059.example.internal - Calling bulkUpdate with datastore=ds:///vmfs/volumes/5ed91301-9e09ee92-9a34-48df374b11e0/ fullSync=false changed size: 0 tidyVClock=0 serverLastVClock=-1\n",
-    "<134>1 2024-07-26T22:16:56.415094-05:00 vcenter eam-main - - - \tat host-4471.example.internal(VimRoot.java:78)\n",
-    "<134>1 2024-07-26T22:18:43.763104-05:00 vcenter dnsmasq - - - Jul 26 22:18:43 dnsmasq[1808]: query[A] host-0167.example.internal from 100.64.160.85\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4688</EventID><Version>2</Version><Level>0</Level><Task>13312</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-30T09:19:51.993396300Z'/><EventRecordID>140223303</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='6492'/><Channel>Security</Channel><Compute",
-    "<164>Jul 26 2024 12:08:10: %ASA-4-106023: Deny udp src dmz-2:10.94.83.123/53926 dst outside:100.64.29.135/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:48.869Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-03-12T01:36:49.893Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:17:26.973378100Z'/><EventRecordID>78211841</EventRecordID><Correlation/><Execution ProcessID='776' ThreadID='1912'/><Channel>Security</Channel><Comput",
-    "<164>Jul 26 2024 12:10:23: %ASA-4-106023: Deny udp src dmz-2:10.27.228.92/60189 dst dmz-1:172.27.122.200/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:15:50.894153200Z'/><EventRecordID>146894008</EventRecordID><Correlation/><Execution ProcessID='784' ThreadID='7128'/><Channel>Security</Channel><Compu",
-    "<164>Jul 26 2024 20:42:20: %ASA-4-106023: Deny udp src dmz-2:10.58.236.204/54671 dst outside:100.64.29.124/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "<134>1 2024-07-26T20:20:08.751699-05:00 HOST-1025 procstate - - - root        90  0.0  0.0      0     0 ?        S    Jul20   0:00 [irq/54-pciehp]\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:10:42.103Z\",\"agent\":{\"ephemeral_id\":\"e8fb59cc-e149-43a7-ab4b-53ab61624426\",\"id\":\"68d26628-116d-42f1-a6e0-d53dfced01df\",\"name\":\"HOST-0255\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-26T17:10:42.788Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:19:46.505116800Z'/><EventRecordID>146894416</EventRecordID><Correlation/><Execution ProcessID='784' ThreadID='6028'/><Channel>Security</Channel><Compu",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:15:42.178078300Z'/><EventRecordID>16195427</EventRecordID><Correlation/><Execution ProcessID='632' ThreadID='2660'/><Channel>Security</Channel><Comput",
-    "<164>Jul 26 2024 21:58:35: %ASA-4-106023: Deny udp src dmz-2:10.184.212.207/38500 dst outside:100.64.29.125/123 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
-    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:30:39.020Z\",\"agent\":{\"ephemeral_id\":\"9771fc87-9aa0-41b3-be0a-dc0e48939de5\",\"id\":\"c160c06c-097b-4838-a331-6103f822de13\",\"name\":\"HOST-0276\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:30:40.226Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
-    "{\"eventVersion\":\"1.08\",\"userIdentity\":{\"type\":\"AssumedRole\",\"principalId\":\"CRED-0006\",\"arn\":\"arn:aws:sts::100000000002:assumed-role/CRED-0010/CRED-0007\",\"accountId\":\"100000000002\",\"accessKeyId\":\"CRED-1682\",\"sessionContext\":{\"sessionIssuer\":{\"type\":\"Role\",\"principalId\":\"CRED-0009\",\"arn\":\"arn:aws:iam::100000000002:role/CRED-0010\",\"accountId\":\"100000000002\",\"userName\":\"USER-18731\"},\"webIdFederationData\":{},\"attributes\":{\"creationDate\":\"2024-07-30T03:53:15Z\",\"mfaAuthenticated\":\"false\"}}},\"eventTime\"",
-    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:15:02.173890600Z'/><EventRecordID>16195329</EventRecordID><Correlation/><Execution ProcessID='632' ThreadID='3316'/><Channel>Security</Channel><Comput"
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:49:31.169Z\",\"agent\":{\"ephemeral_id\":\"126b52e6-4a02-48a0-97a3-ed2ad7bb0710\",\"id\":\"744cf3c8-dc1d-4508-a693-b28947c893bd\",\"name\":\"HOST-0252\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5158\",\"created\":\"2024-07-27T03:49:32.756Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T19:49:07.243Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T19:49:08.844Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:28.705Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-03-12T01:36:29.789Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "<134>1 2024-07-26T22:51:05.602323-05:00 HOST-1055 procstate - - - root     39344  0.0  0.0      0     0 ?        I    22:49   0:00 [kworker/1:1-ata_sff]\n",
+    "<134>1 2024-07-26T12:47:49.154107-05:00 HOST-1055 envoy-access - - - 2024-07-26T17:47:49.153Z info envoy[140113906853696] [Originator@6876 sub=Default] 2024-07-26T17:47:41.526Z POST /sdk HTTP/1.1 200 via_upstream - 678 1591 2 1 0 100.64.160.85:60880 100.64.160.85:1080 100.64.160.85:49948 100.64.160.85:8085\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4624</EventID><Version>2</Version><Level>0</Level><Task>12544</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:18:37.140948200Z'/><EventRecordID>78211944</EventRecordID><Correlation/><Execution ProcessID='776' ThreadID='4716'/><Channel>Security</Channel><Comput",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:35:41.252Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:35:45.439Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4624</EventID><Version>2</Version><Level>0</Level><Task>12544</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T21:02:00.116298800Z'/><EventRecordID>16602100</EventRecordID><Correlation ActivityID='{20cf97f3-d500-0001-7098-cf2000d5da01}'/><Execution ProcessID='632'",
+    "<134>1 2024-07-26T22:07:08.436160-05:00 HOST-1055 procstate - - - sps      31182  1.1  5.1 2086008 635488 ?      Sl   Jul20 110:37 /usr/java/jre-vmware/bin/vmware-sps.launcher -Xmx350m -XX:CompressedClassSpaceSize=128m -Xss256k -XX:ParallelGCThreads=1 -Dlog4j2.formatMsgNoLookups=true -host-4681.example.internal=/usr/java/jre-vmware/lib/ext:/opt/vmware/jre_ext:/usr/java/jre-vmware/lib/ext-fips -host-4682.example.internal.approved_only=true -host-4683.example.internal.enable_jks=true -host-4684.ex",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4662</EventID><Version>0</Version><Level>0</Level><Task>14080</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-27T01:06:32.231529700Z'/><EventRecordID>78291982</EventRecordID><Correlation/><Execution ProcessID='776' ThreadID='896'/><Channel>Security</Channel><Compute",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.259Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Handle Manipulation\",\"code\":\"4690\",\"created\":\"2024-03-12T01:39:59.147Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"hos",
+    "2 100000000002 eni-083fb4fb2d7048814 - - - - - - - 1722335613 1722335644 - NODATA",
+    "<134>1 2024-07-26T08:12:53.175254-05:00 HOST-1055 vapi-endpoint - - - 2024-07-26T08:12:53.175-05:00 | INFO  | state-USER-20640            | LocalPropertiesFileStateBuilder | Will be configuring from following locations: file:/etc/vmware-vapi/endpoint.properties\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4670</EventID><Version>0</Version><Level>0</Level><Task>13570</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-31T12:01:45.208231600Z'/><EventRecordID>16800385</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='3500'/><Channel>Security</Channel><Computer",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.167Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4656\",\"created\":\"2024-03-12T01:38:20.789Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4624</EventID><Version>2</Version><Level>0</Level><Task>12544</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T21:00:38.693192900Z'/><EventRecordID>16602010</EventRecordID><Correlation/><Execution ProcessID='632' ThreadID='2660'/><Channel>Security</Channel><Comput",
+    "<134>1 2024-07-26T12:10:47.708752-05:00 vcenter eam-main - - - \tat host-4468.example.internal(VcListener.java:58)\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.158Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:38:20.628Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4673</EventID><Version>0</Version><Level>0</Level><Task>13056</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-28T18:31:02.884020700Z'/><EventRecordID>139889134</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='6440'/><Channel>Security</Channel><Compute",
+    "<134>1 2024-07-26T12:44:08.642929-05:00 HOST-1055 procstate - - - root       160  0.0  0.0      0     0 ?        S    Jul20   0:00 [hwrng]\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:49:18.479Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:49:20.379Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:16:45.812928300Z'/><EventRecordID>78211810</EventRecordID><Correlation/><Execution ProcessID='776' ThreadID='4716'/><Channel>Security</Channel><Comput",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:06:27.567Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:06:28.152Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:27:48.273Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:27:49.644Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "<134>1 2024-07-26T08:43:49.942206-05:00 HOST-1055 vcsa-audit - - - type=CWD msg=audit(1722001429.939:119371): cwd=\"/storage/vtsdb/vtsdbdata\"\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:16:04.683315400Z'/><EventRecordID>146894095</EventRecordID><Correlation ActivityID='{98c13157-d4e8-0000-1832-c198e8d4da01}'/><Execution ProcessID='784",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:52:45.155Z\",\"agent\":{\"ephemeral_id\":\"fe5dc2fd-1cec-46d5-ae14-11af45c40ef2\",\"id\":\"5fc2f4d2-daa9-4a5f-bc1f-616148739b10\",\"name\":\"HOST-0251\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:52:46.450Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T18:29:46.741698700Z'/><EventRecordID>48881897</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='2260'/><Channel>Security</Channel><Comput",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.310Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4656\",\"created\":\"2024-03-12T01:39:59.579Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T18:29:52.938696700Z'/><EventRecordID>48881937</EventRecordID><Correlation ActivityID='{4c97a2b5-d4fb-0001-22a3-974cfbd4da01}'/><Execution ProcessID='656'",
+    "{\"eventVersion\":\"1.10\",\"userIdentity\":{\"type\":\"IAMUser\",\"principalId\":\"CRED-0011\",\"arn\":\"arn:aws:iam::100000000002:user/CRED-0012\",\"accountId\":\"100000000002\",\"accessKeyId\":\"CRED-0013\",\"userName\":\"USER-0717\"},\"eventTime\":\"2024-07-31T05:27:27Z\",\"eventSource\":\"cloudtrail.amazonaws.com\",\"eventName\":\"LookupEvents\",\"awsRegion\":\"eu-west-2\",\"sourceIPAddress\":\"100.64.26.29\",\"userAgent\":\"aws-sdk-java/1.12.452 Linux/6.5.0-1023-aws OpenJDK_64-Bit_Server_VM/11.0.23+9-post-Ubuntu-1ubuntu120.04.2 java/11.0.23 ",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:31:31.291Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:31:31.897Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "<134>1 2024-07-26T08:41:05.337716-05:00 HOST-1055 procstate - - - root        59  0.0  0.0      0     0 ?        I<   Jul20   0:00 [kthrotld]\n",
+    "<134>1 2024-07-26T22:41:15.262656-05:00 HOST-1055 StatsMonitor - - - 2024-07-26T22:41:15.262-05:00 info StatsMonitor[24784] [Originator@6876 sub=StatsMonitor] [Unit Check] Alarm Check: host-4994.example.internal value: 1.3486 status: green\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:56:20.668Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:56:22.161Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "<134>1 2024-07-26T22:47:53.145315-05:00 HOST-1055 vsan-health-main - - - 2024-07-26T22:47:53.145-05:00 INFO vsan-mgmt[33641] [VsanPyVmomiProfiler::logProfile opID=noOpId]   Hosts: 0.00s\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.167Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:38:20.790Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:09:55.853Z\",\"agent\":{\"ephemeral_id\":\"78542a51-02a9-4802-afb5-15dec8390e03\",\"id\":\"9810e9d0-53c9-4c9e-a199-a58bb04c0704\",\"name\":\"HOST-0286\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Handle Manipulation\",\"code\":\"4690\",\"created\":\"2024-07-26T17:10:00.231Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"hos",
+    "<134>1 2024-07-26T08:22:22.991131-05:00 HOST-1055 vpxd-main - - - 2024-07-26T08:22:22.990-05:00 info vpxd[29385] [Originator@6876 sub=vpxLro opID=wcp-vCLS-cc] [VpxLRO] -- BEGIN lro-488844 -- ViewManager -- host-4493.example.internal -- 5260507f-d0a0-839f-76b4-112fda7b0bc8(52edfb64-29f3-9f83-5184-1352a1476ebe)\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4673</EventID><Version>0</Version><Level>0</Level><Task>13056</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-27T09:58:34.008025400Z'/><EventRecordID>139626179</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='2228'/><Channel>Security</Channel><Compute",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.205Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4656\",\"created\":\"2024-03-12T01:38:21.387Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "<164>Jul 26 2024 12:30:02: %ASA-4-106023: Deny udp src dmz-2:10.132.254.110/47508 dst outside:198.51.100.31/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:28:44.451Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"System Event\",\"code\":\"521\",\"created\":\"2024-07-27T03:28:44.471Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Security\"},\"host\":{\"name\":\"host-0015.example.inter",
+    "<134>1 2024-07-26T12:13:41.914337-05:00 HOST-1055 eam-main - - - 2024-07-26T17:13:41.911Z |  INFO | vim-async-2 | OpIdLogger.java | 43 | [vim:loginExtensionByCertificate:50bbc2bf40cb1a84] Failed.\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:50:36.705Z\",\"agent\":{\"ephemeral_id\":\"fe5dc2fd-1cec-46d5-ae14-11af45c40ef2\",\"id\":\"5fc2f4d2-daa9-4a5f-bc1f-616148739b10\",\"name\":\"HOST-0251\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Logoff\",\"code\":\"4634\",\"created\":\"2024-07-26T17:50:37.234Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"name\":\"h",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T18:29:08.352293300Z'/><EventRecordID>48881831</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='5496'/><Channel>Security</Channel><Comput",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-31T19:40:47.212978400Z'/><EventRecordID>140500970</EventRecordID><Correlation/><Execution ProcessID='928' ThreadID='7072'/><Channel>Security</Channel><Compu",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.274Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:39:59.310Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "START RequestId: 4aeca74c-504f-4e59-938a-1cdb65be6c80 Version: $LATEST\n",
+    "<164>Jul 26 2024 22:13:18: %ASA-4-106023: Deny tcp src outside:100.64.29.216/39113 dst dmz-1:10.147.100.191/7777 by access-group \"outside_access_in\" [0x0, 0x0]\n",
+    "<134>1 2024-07-26T12:05:46.471284-05:00 HOST-1055 eam-main - - - Caused by: (host-4466.example.internal) {\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T18:29:53.274891000Z'/><EventRecordID>48881952</EventRecordID><Correlation ActivityID='{4c97a2b5-d4fb-0001-22a3-974cfbd4da01}'/><Execution ProcessID='656'",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.251Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:39:59.096Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "<134>1 2024-07-26T12:34:54.006608-05:00 HOST-1055 envoy-access - - - 2024-07-26T17:34:53.764Z info envoy[140113906853696] [Originator@6876 sub=Default] 2024-07-26T17:34:52.548Z POST /vsanHealth/ HTTP/1.1 200 via_upstream - 616 397 2 1 0 100.64.160.85:34728 100.64.160.85:1080 - /var/run/vmware-vsan/vsan-sdk-pipe\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:48:24.739Z\",\"agent\":{\"ephemeral_id\":\"4576f7ac-1d18-4bb6-95ad-beac1427bd54\",\"id\":\"68c40aeb-fef4-4c95-9488-f1cfa06cb53b\",\"name\":\"HOST-0268\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:48:25.335Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-30T12:12:31.915664300Z'/><EventRecordID>48973219</EventRecordID><Correlation ActivityID='{4c97a2b5-d4fb-0001-22a3-974cfbd4da01}'/><Execution ProcessID='656'",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-31T13:09:44.909134600Z'/><EventRecordID>79017376</EventRecordID><Correlation/><Execution ProcessID='776' ThreadID='6580'/><Channel>Security</Channel><Comput",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.159Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4656\",\"created\":\"2024-03-12T01:38:20.628Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "<134>1 2024-07-26T08:35:34.154592-05:00 vcenter eam-main - - - \tat host-4456.example.internal.<init>(ComplexStackContext.java:30) ~[vlsi-core.jar:?]\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.198Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:38:21.278Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "{\"eventVersion\":\"1.09\",\"userIdentity\":{\"type\":\"AssumedRole\",\"principalId\":\"CRED-0001\",\"arn\":\"arn:aws:sts::100000000002:assumed-role/CRED-0005/CRED-0002\",\"accountId\":\"100000000002\",\"accessKeyId\":\"CRED-3019\",\"sessionContext\":{\"sessionIssuer\":{\"type\":\"Role\",\"principalId\":\"CRED-0004\",\"arn\":\"arn:aws:iam::100000000002:role/CRED-0005\",\"accountId\":\"100000000002\",\"userName\":\"USER-18730\"},\"attributes\":{\"creationDate\":\"2024-08-01T04:28:37Z\",\"mfaAuthenticated\":\"false\"}}},\"eventTime\":\"2024-08-01T05:03:04Z\",\"",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:48:18.462Z\",\"agent\":{\"ephemeral_id\":\"fe5dc2fd-1cec-46d5-ae14-11af45c40ef2\",\"id\":\"5fc2f4d2-daa9-4a5f-bc1f-616148739b10\",\"name\":\"HOST-0251\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Logoff\",\"code\":\"4634\",\"created\":\"2024-07-27T03:48:19.825Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"name\":\"h",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T01:58:57.157Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T01:58:58.263Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T19:00:02.624Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Credential Validation\",\"code\":\"4776\",\"created\":\"2024-07-26T19:00:03.020Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"h",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4634</EventID><Version>0</Version><Level>0</Level><Task>12545</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T18:29:29.674658400Z'/><EventRecordID>48881850</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='6944'/><Channel>Security</Channel><Comput",
+    "<134>1 2024-07-26T22:55:08.420084-05:00 HOST-1055 procstate - - - root       111  0.0  0.0      0     0 ?        I<   Jul20   0:00 [scsi_tmf_2]\n",
+    "<134>1 2024-07-26T08:13:38.733243-05:00 vcenter dnsmasq - - - Jul 26 08:13:38 dnsmasq[1808]: query[AAAA] host-0167.example.internal from 100.64.160.85\n",
+    "<134>1 2024-07-26T08:31:47.231483-05:00 vcenter eam-main - - - \tat host-4475.example.internal(ExtensionSessionRenewer.java:149) [eam-server.jar:?]\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:52:13.997Z\",\"agent\":{\"ephemeral_id\":\"1944c580-06d8-4390-a7cb-86ba1b035035\",\"id\":\"2a9c3fad-c33e-4316-92c6-e07c9b6c59a1\",\"name\":\"HOST-0294\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:52:14.942Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4624</EventID><Version>2</Version><Level>0</Level><Task>12544</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-28T16:23:52.877118000Z'/><EventRecordID>147223671</EventRecordID><Correlation ActivityID='{98c13157-d4e8-0000-1832-c198e8d4da01}'/><Execution ProcessID='784",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4673</EventID><Version>0</Version><Level>0</Level><Task>13056</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-27T11:55:59.240140300Z'/><EventRecordID>139640591</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='1032'/><Channel>Security</Channel><Compute",
+    "<134>1 2024-07-26T22:40:48.024367-05:00 HOST-1055 wcpsvc - - - 2024-07-27T03:40:48.024Z error wcp [informer/informer.go:129] [opID=EAMAgent] Failed to list EAMAgent. Err ServerFaultCode: EAM is still loading from database. Please try again later.\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4688</EventID><Version>2</Version><Level>0</Level><Task>13312</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T18:30:20.904398300Z'/><EventRecordID>48881969</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='6020'/><Channel>Security</Channel><Computer",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:37:57.750Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-03-12T01:37:59.242Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4688</EventID><Version>2</Version><Level>0</Level><Task>13312</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-29T18:29:53.103280600Z'/><EventRecordID>48881949</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='5268'/><Channel>Security</Channel><Computer",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4672</EventID><Version>0</Version><Level>0</Level><Task>12548</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T17:04:54.179743100Z'/><EventRecordID>48432680</EventRecordID><Correlation/><Execution ProcessID='656' ThreadID='4528'/><Channel>Security</Channel><Comput",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:27:14.682Z\",\"agent\":{\"ephemeral_id\":\"4576f7ac-1d18-4bb6-95ad-beac1427bd54\",\"id\":\"68c40aeb-fef4-4c95-9488-f1cfa06cb53b\",\"name\":\"HOST-0268\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:27:15.961Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:36:08.335Z\",\"agent\":{\"ephemeral_id\":\"1b1c557c-57cb-4ec2-a217-df39b5bdaaf5\",\"id\":\"3c87c976-c9da-4dbc-b7bc-64672d789ac9\",\"name\":\"HOST-0246\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"File System\",\"code\":\"4658\",\"created\":\"2024-03-12T01:39:59.869Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"host\":{\"nam",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:08:13.586Z\",\"agent\":{\"ephemeral_id\":\"19c04280-a087-4803-b485-35afffa5b578\",\"id\":\"393e65fd-5766-48fd-a0e2-718554056396\",\"name\":\"HOST-0244\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-26T17:08:13.960Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:10:16.400Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:10:20.925Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "2 100000000002 eni-0344fb8cbb0b6a030 - - - - - - - 1722286751 1722286782 - NODATA",
+    "<134>1 2024-07-26T22:06:00.673685-05:00 vcenter eam-main - - - \tat host-4441.example.internal$CallExecutor.executeCall(MethodInvocationHandlerImpl.java:674)\n",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:06:27.590Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:06:29.082Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:52:15.394Z\",\"agent\":{\"ephemeral_id\":\"e993087a-c16f-4201-b5c0-55caa1b82d38\",\"id\":\"debd178c-b8a2-4365-8024-647c18398d11\",\"name\":\"HOST-0265\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:52:16.934Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.140Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Handle Manipulation\",\"code\":\"4690\",\"created\":\"2024-03-12T01:38:20.431Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"hos",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:35:40.834Z\",\"agent\":{\"ephemeral_id\":\"47434381-3d10-4395-bc1c-5cdb52ecb35e\",\"id\":\"12e13a9a-252a-493f-9c35-fa4d61abd0bc\",\"name\":\"HOST-0257\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-27T03:35:44.084Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "<134>1 2024-07-26T22:46:48.143858-05:00 vcenter analytics - - - \tat host-4970.example.internal(Files.java:3152)\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4624</EventID><Version>2</Version><Level>0</Level><Task>12544</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-31T12:02:45.053926000Z'/><EventRecordID>16800411</EventRecordID><Correlation/><Execution ProcessID='632' ThreadID='4100'/><Channel>Security</Channel><Comput",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-03-12T01:38:20.188Z\",\"agent\":{\"ephemeral_id\":\"5fd8dfbc-c3ef-4bc0-93a1-33079b2f9a53\",\"id\":\"732dd85d-73cb-4776-89b5-142edfa618bd\",\"name\":\"HOST-0249\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Handle Manipulation\",\"code\":\"4690\",\"created\":\"2024-03-12T01:38:21.099Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"},\"hos",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4688</EventID><Version>2</Version><Level>0</Level><Task>13312</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:14:53.428739600Z'/><EventRecordID>146893976</EventRecordID><Correlation/><Execution ProcessID='4' ThreadID='672'/><Channel>Security</Channel><Computer",
+    "<134>1 2024-07-26T08:12:06.904714-05:00 HOST-1055 StatsMonitor - - - 2024-07-26T08:12:06.904-05:00 info StatsMonitor[24785] [Originator@6876 sub=StatsMonitor] [Unit test] Alarm check cfg warning threshold=85 critical threshold=95 warning alarm raise count=10 critical alarm raise count=10\n",
+    "2 100000000002 eni-0344fb8cbb0b6a030 - - - - - - - 1722320517 1722320548 - NODATA",
+    "{\"eventVersion\":\"1.10\",\"userIdentity\":{\"type\":\"IAMUser\",\"principalId\":\"CRED-0011\",\"arn\":\"arn:aws:iam::100000000002:user/CRED-0012\",\"accountId\":\"100000000002\",\"accessKeyId\":\"CRED-0013\",\"userName\":\"USER-0717\"},\"eventTime\":\"2024-07-31T08:26:34Z\",\"eventSource\":\"cloudtrail.amazonaws.com\",\"eventName\":\"LookupEvents\",\"awsRegion\":\"us-east-2\",\"sourceIPAddress\":\"100.64.26.29\",\"userAgent\":\"aws-sdk-java/1.12.452 Linux/6.5.0-1023-aws OpenJDK_64-Bit_Server_VM/11.0.23+9-post-Ubuntu-1ubuntu120.04.2 java/11.0.23 ",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:57:40.526Z\",\"agent\":{\"ephemeral_id\":\"e8fb59cc-e149-43a7-ab4b-53ab61624426\",\"id\":\"68d26628-116d-42f1-a6e0-d53dfced01df\",\"name\":\"HOST-0255\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:57:42.100Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "<134>1 2024-07-26T08:27:08.422401-05:00 HOST-1055 procstate - - - root        40  0.0  0.0      0     0 ?        I<   Jul20   0:00 [xfsalloc]\n",
+    "<Event xmlns='http://schemas.microsoft.com/win/2004/08/events/event'><System><Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/><EventID>4662</EventID><Version>0</Version><Level>0</Level><Task>14080</Task><Opcode>0</Opcode><Keywords>0x8020000000000000</Keywords><TimeCreated SystemTime='2024-07-26T13:17:29.487373100Z'/><EventRecordID>78211845</EventRecordID><Correlation/><Execution ProcessID='776' ThreadID='896'/><Channel>Security</Channel><Compute",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T01:57:24.605Z\",\"agent\":{\"ephemeral_id\":\"e0f2e7cc-9f18-4710-a48b-ad4b79ed4faf\",\"id\":\"d9f4183c-2378-4097-b4b2-465ffc8ec3bb\",\"name\":\"HOST-0269\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T01:57:26.464Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-26T17:51:15.981Z\",\"agent\":{\"ephemeral_id\":\"c7c916ce-56ef-4255-9f46-4ca9ce1b5050\",\"id\":\"9c19b391-75f6-44e4-a324-d6fa6da22ca7\",\"name\":\"HOST-0250\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Directory Service Access\",\"code\":\"4662\",\"created\":\"2024-07-26T17:51:22.183Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Auditing\"}",
+    "WitFoo-WinLogBeat ::: {\"@metadata\":{\"beat\":\"winlogbeat\",\"type\":\"_doc\",\"version\":\"8.2.2\"},\"@timestamp\":\"2024-07-27T03:27:44.389Z\",\"agent\":{\"ephemeral_id\":\"126b52e6-4a02-48a0-97a3-ed2ad7bb0710\",\"id\":\"744cf3c8-dc1d-4508-a693-b28947c893bd\",\"name\":\"HOST-0252\",\"type\":\"winlogbeat\",\"version\":\"8.2.2\"},\"ecs\":{\"version\":\"8.0.0\"},\"event\":{\"action\":\"Filtering Platform Connection\",\"code\":\"5156\",\"created\":\"2024-07-27T03:27:45.795Z\",\"kind\":\"event\",\"outcome\":\"success\",\"provider\":\"Microsoft-Windows-Security-Audit",
+    "<164>Jul 26 2024 22:39:12: %ASA-4-106023: Deny udp src dmz-2:10.65.107.121/40399 dst outside:198.51.100.31/53 by access-group \"dmz-2_access_in_1\" [0x0, 0x0]\n"
   ],
   "detail_report": "data/sanitized-2m/verification_details.json"
 }

graph/metadata.json

@@ -2,18 +2,19 @@
   "dataset_name": "WitFoo Precinct6 Cybersecurity Dataset",
   "schema_version": "2.0",
   "description": "Labeled provenance graphs and security signal logs for IDS research",
-  "node_count": 47591,
-  "edge_count": 1749876,
+  "node_count": 47585,
+  "edge_count": 1740438,
   "edge_files": [
     "edges.jsonl"
   ],
   "user_edge_count": 692375,
   "invalid_signal_timestamps": 0,
-  "incident_count": 60575,
+  "incident_count": 51371,
+  "incident_duplicates_collapsed": 9204,
   "label_distribution": {
     "benign": 1051840,
     "suspicious": 106706,
-    "malicious": 591330
+    "malicious": 581892
   },
   "edge_type_distribution": {
     "USER_ACTION": 692375,
@@ -21,16 +22,16 @@
     "AUDIT_EVENT": 336425,
     "NETWORK_FLOW": 323376,
     "DNS_RESOLVE": 7554,
-    "INCIDENT_LINK": 345083
+    "INCIDENT_LINK": 335645
   },
   "edge_origin_distribution": {
     "live": 1166274,
     "incident_lead": 238519,
-    "incident": 345083
+    "incident": 335645
   },
   "node_type_distribution": {
     "HOST": 36974,
-    "CREDENTIAL": 10581,
+    "CREDENTIAL": 10575,
     "SERVICE": 6,
     "FILE": 29,
     "ACTOR": 1

signals/metadata.json

@@ -114,7 +114,7 @@
         "suspicious": 88,
         "malicious": 36
       },
-      "distinct_incidents": 2739,
+      "distinct_incidents": 1584,
       "message_type_distribution": {
         "security_audit_event": 336425,
         "management_message": 266320,
@@ -249,15 +249,15 @@
       "disposition_distribution": {
         "Disrupted": 176510,
         "Unprocessed": 61652,
-        "Open": 336,
-        "Cold Case": 8,
+        "Open": 330,
+        "Cold Case": 14,
         "Dismissed": 5
       },
       "disposition_by_label": {
-        "malicious|Cold Case": 8,
+        "malicious|Cold Case": 14,
         "malicious|Dismissed": 5,
         "malicious|Disrupted": 176510,
-        "malicious|Open": 336,
+        "malicious|Open": 330,
         "malicious|Unprocessed": 61652
       },
       "org_distribution": {
@@ -276,23 +276,24 @@
       },
       "time_range": {
         "min": "2022-05-30T14:43:45Z",
-        "max": "2024-12-31T23:58:09Z"
+        "max": "2024-07-28T16:39:47Z"
       },
       "time_range_by_label": {
         "malicious": {
           "min": "2022-05-30T14:43:45Z",
-          "max": "2024-12-31T23:58:09Z"
+          "max": "2024-07-28T16:39:47Z"
         }
       },
       "timestamp_sources": {
-        "lead.observed_at": 238485,
+        "lead.observed_at": 237650,
+        "lead.observed_at.year_repaired": 835,
         "artifact.timeuuid": 26
       },
       "invalid_timestamps": 0,
       "username_present_by_label": {
         "malicious": 104
       },
-      "distinct_incidents": 57846,
+      "distinct_incidents": 49797,
       "message_type_distribution": {
         "firewall_action": 221387,
         "flow": 6927,
@@ -310,10 +311,10 @@
         "REMOTE_FILE_INCLUSION": 16,
         "SLASH_DOT_IN_URL": 14,
         "credential_access": 7,
-        "traffic_deny": 3,
         "email_protection_event": 3,
-        "DIRECTORY_TRAVERSAL_BEYOND_ROOT": 2,
+        "traffic_deny": 3,
         "security_privilege_change": 2,
+        "DIRECTORY_TRAVERSAL_BEYOND_ROOT": 2,
         "SQL_INJECTION_IN_PARAM": 1
       },
       "product_distribution": {