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Update scoring_engine.py
Browse files- scoring_engine.py +18 -37
scoring_engine.py
CHANGED
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@@ -14,20 +14,28 @@ def compute_final_score(
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attachment_findings: list,
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auth_results: dict,
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"""
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Correlation-based scoring engine
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Behavioral analysis has authority over all other signals
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"""
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reasoning = []
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# -------------------------
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# BASE WEIGHTED SCORE
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# -------------------------
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final_score = (
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header_score * 0.20 +
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body_score * 0.25 +
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behavior_score * 0.30 +
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url_score * 0.15 +
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attachment_score * 0.10
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)
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@@ -39,47 +47,20 @@ def compute_final_score(
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reasoning.append(f"Attachment contribution: {attachment_score * 0.10:.1f}")
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# -------------------------
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# AUTHENTICATION
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# -------------------------
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if auth_results.get("dmarc") == "fail":
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final_score += 10
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reasoning.append("DMARC failed β +10
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if auth_results.get("spf") == "fail":
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final_score += 5
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reasoning.append("SPF failed β +5
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# -------------------------
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# CORRELATION RULES
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# -------------------------
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if behavior_score >= 40 and header_score >= 20:
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final_score += 10
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reasoning.append("Behavior + Header correlation β +10")
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if behavior_score >= 40 and url_score > 0:
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final_score += 10
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reasoning.append("Behavior + URL correlation β +10")
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# -------------------------
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# π₯ BEHAVIORAL AUTHORITY (HARD RULES)
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# -------------------------
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if behavior_score >= 70:
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final_score = max(final_score, 70)
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reasoning.append(
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"High-confidence behavioral attack β minimum score enforced (70)"
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)
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if behavior_attack.lower() == "sextortion":
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final_score = max(final_score, 85)
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reasoning.append("Sextortion detected β forced score β₯ 85")
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# -------------------------
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# CLAMP SCORE
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# -------------------------
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final_score = min(int(final_score), 100)
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# -------------------------
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#
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# -------------------------
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if final_score >= 70:
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verdict = "π¨ Malicious"
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attachment_findings: list,
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auth_results: dict,
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):
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reasoning = []
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# -------------------------
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# NORMALIZE INPUTS (π₯ FIX)
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# -------------------------
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attack = (behavior_attack or "").strip().lower()
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# -------------------------
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# π₯ HARD BEHAVIOR OVERRIDE
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# -------------------------
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if attack == "sextortion":
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reasoning.append("Sextortion behavior detected β authoritative override")
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reasoning.append("Behavioral confidence supersedes heuristics")
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return 90, "π¨ Malicious", reasoning
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# -------------------------
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# BASE WEIGHTED SCORE
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# -------------------------
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final_score = (
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header_score * 0.20 +
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body_score * 0.25 +
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behavior_score * 0.30 +
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url_score * 0.15 +
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attachment_score * 0.10
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)
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reasoning.append(f"Attachment contribution: {attachment_score * 0.10:.1f}")
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# -------------------------
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# AUTHENTICATION BOOST
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# -------------------------
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if auth_results.get("dmarc") == "fail":
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final_score += 10
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reasoning.append("DMARC failed β +10")
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if auth_results.get("spf") == "fail":
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final_score += 5
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reasoning.append("SPF failed β +5")
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final_score = min(int(final_score), 100)
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# -------------------------
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# VERDICT
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# -------------------------
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if final_score >= 70:
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verdict = "π¨ Malicious"
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