test visuals
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@@ -2056,6 +2056,7 @@ class DatabasePool:
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"packet_count": int(record.get("packet_count") or 0),
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"avg_interval_seconds": round(avg_interval, 2),
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"jitter_ratio": round(jitter_ratio, 3),
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"interval_samples": [round(interval, 2) for interval in intervals[:16]],
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"first_seen": first_seen_raw.isoformat() if hasattr(first_seen_raw, "isoformat") else first_seen_raw,
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"last_seen": last_seen_raw.isoformat() if hasattr(last_seen_raw, "isoformat") else last_seen_raw,
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}
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