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+---
+title: "[bojemoi] feat(ml-threat): richer features + per-class F1/recall metrics"
+date: 2026-07-08T00:28:08+02:00
+draft: false
+tags: ["commit", "bojemoi", "main"]
+categories: ["Git Activity"]
+summary: "Commit 1e80d42 par grafana-watcher dans bojemoi"
+author: "grafana-watcher"
+---
+
+## Commit `1e80d42`
+
+| | |
+|---|---|
+| **Repository** | bojemoi |
+| **Branch** | `main` |
+| **Author** | grafana-watcher |
+| **Hash** | `1e80d42b8caf869f8426277f40a75e50ba18ebea` |
+
+
+### Description
+
+Features (#2):
+- SQL: add web_port_count, db_port_count, remote_access_count (CASE WHEN port IN (...))
+- Replace 4 dead features (report_count/spam/ssl/dns) with web/db/remote/port_entropy
+- port_entropy: Shannon entropy over 4 service categories (0-2 bits)
+- Updated reputation heuristic: weighted by service sensitivity (db*5, remote*4, web*3)
+- Synthetic data updated to match new 10-feature layout
+
+Metrics (#1):
+- Log precision/recall/F1 per class after each retrain
+- Return per_class dict in /models/retrain API response
+- Result: malicious recall=0.828 (17% miss rate, now measurable and actionable)
+
+Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
+
+### Files Changed
+
+```
+M	ml-threat/api.py
+M	ml-threat/train.py
+M	ml-threat/train_from_msf.py
+```
+
+### Diff Summary
+
+```
+ ml-threat/api.py            |   1 +
+ ml-threat/train.py          |  98 ++++++++++++++++-----------------
+ ml-threat/train_from_msf.py | 131 +++++++++++++++++++++++++++++++++++---------
+ 3 files changed, 152 insertions(+), 78 deletions(-)
+```