Round 558

Round UUID: 3c3e0c50-35d8-47f0-9471-163d51c06a1b

Prompt:

Classify each entity as either "DoubleAgent" or "Loyal" based on these rules:

1. If SecretHandshakeQuality ≥ 80, classify as DoubleAgent regardless of AccentThickness
2. If AccentThickness ≥ 50, classify as Loyal regardless of SecretHandshakeQuality
3. If SecretHandshakeQuality ≤ 53, classify as Loyal regardless of AccentThickness
4. If SecretHandshakeQuality ≥ 70 AND AccentThickness < 40, classify as DoubleAgent
5. If SecretHandshakeQuality ≥ 70 AND AccentThickness ≥ 40, classify as Loyal
6. If SecretHandshakeQuality is between 54-69:
   - If AccentThickness ≤ 25 AND SecretHandshakeQuality ≥ 55, classify as DoubleAgent
   - If AccentThickness > 25 AND AccentThickness ≤ 30 AND SecretHandshakeQuality ≥ 62, classify as DoubleAgent
   - If AccentThickness > 30 AND AccentThickness < 35 AND SecretHandshakeQuality ≥ 67, classify as DoubleAgent
   - If AccentThickness ≥ 35 AND AccentThickness < 40 AND SecretHandshakeQuality ≥ 69, classify as DoubleAgent
   - If AccentThickness ≥ 40 AND SecretHandshakeQuality < 70, classify as Loyal
   - Otherwise, classify as Loyal

Apply these rules in order. Use the first rule that matches the entity's data.

• Inferences: 200
• Created: 2025-08-02 08:51:21.894682+00:00
• First inference: 2025-08-02 08:51:37.275903+00:00
• Last inference: 2025-08-02 08:55:02.811162+00:00
• Completed: yes
• Train accuracy: 0.91875 (KT 0.038)
• Validation accuracy: 0.9 (KT 0.047)
• Test accuracy: 0.85 (KT 0.071)