VALINX / ACTUAL PIPELINE RUN

PASS Cleaned 85,749 copied source rows
PASS Preserved unique sample IDs
PASS Isolation Forest: 200 estimators, seed 42, contamination 0.05
PASS Scored 85,749 records; 4,288 flagged
PASS Fresh SQLite persistence (legacy database preserved)
PASS Ranked anomaly retrieval, individual lookup and neighborhood joins
PASS 430 unique records exported

Features: CPU_perc, Mem_perc, disk_read_MBps, disk_write_MBps, net_sent_MBps, net_recv_MBps
Top anomaly sample IDs: 76579, 23164, 6884, 40403, 6888, 63479, 10991, 54843

The all-missing cpu_freq_MHz column was excluded.
Website explanations are prepared from retrieved records.
Local Ollama Q&A verification is recorded separately.
Local Q&A check: installed Ollama qwen2.5:3b via source build_llm/run_turn returned sample 76579, CPU 1.33%, memory 5.92%, and anomaly score -0.29 (rounded). Website explanations remain prepared from retrieved evidence.