From f6e222d473755f298762129c48cbe776d7f4aeb0 Mon Sep 17 00:00:00 2001
From: marco370 <48531002-marco370@users.noreply.replit.com>
Date: Mon, 24 Nov 2025 18:16:21 +0000
Subject: [PATCH] Correct SQL query for retrieving network traffic data

Fixes a critical SQL syntax error in `train_hybrid.py` preventing data loading by adjusting the `INTERVAL` calculation for the `timestamp` WHERE clause.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: intermediate_checkpoint
Replit-Commit-Event-Id: fd776d7a-7ad0-46a7-9500-792cb8944915
Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/XSkkaPM
---
 python_ml/train_hybrid.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python_ml/train_hybrid.py b/python_ml/train_hybrid.py
index 78fc009..575b785 100644
--- a/python_ml/train_hybrid.py
+++ b/python_ml/train_hybrid.py
@@ -41,7 +41,7 @@ def train_on_real_traffic(db_config: dict, days: int = 7) -> pd.DataFrame:
             packet_length,
             action
         FROM network_logs
-        WHERE timestamp > NOW() - INTERVAL '%s days'
+        WHERE timestamp > NOW() - INTERVAL '1 day' * %s
         ORDER BY timestamp DESC
         LIMIT 1000000
     """