Round 556

Round UUID: 08d4693d-2a49-4eea-8ae2-4308ba9520d0

Prompt:

You are given a single row of data with two fields:
• SecretHandshakeQuality (numeric)
• AccentThickness (numeric)

Your task is to predict if this agent is DoubleAgent or Loyal based on the following rules:

1) If SecretHandshakeQuality > 80:
   Predict DoubleAgent.

2) Else if SecretHandshakeQuality < 58:
   a) If SecretHandshakeQuality ≥ 55 and AccentThickness < 20, predict DoubleAgent.
   b) Otherwise, predict Loyal.

3) Else if 58 ≤ SecretHandshakeQuality < 60:
   a) If AccentThickness < 24, predict DoubleAgent.
   b) Otherwise, predict Loyal.

4) Else if 60 ≤ SecretHandshakeQuality < 70:
   a) If SecretHandshakeQuality ≥ 65 and AccentThickness < 31, predict DoubleAgent.
   b) Else if SecretHandshakeQuality ≥ 64 and AccentThickness < 27, predict DoubleAgent.
   c) Else if AccentThickness < 26, predict DoubleAgent.
   d) Otherwise, predict Loyal.

5) Else (meaning 70 ≤ SecretHandshakeQuality ≤ 80):
   a) If SecretHandshakeQuality ≥ 75 and AccentThickness < 45, predict DoubleAgent.
   b) Else if SecretHandshakeQuality ≥ 72 and AccentThickness < 40, predict DoubleAgent.
   c) Else if AccentThickness < 35, predict DoubleAgent.
   d) Otherwise, predict Loyal.

Make sure to apply these rules exactly as stated, without any additional interpretation. Only output "DoubleAgent" or "Loyal" as your answer.

• Inferences: 200
• Created: 2025-08-02 08:42:17.542939+00:00
• First inference: 2025-08-02 08:42:44.109784+00:00
• Last inference: 2025-08-02 08:58:54.514452+00:00
• Completed: yes
• Train accuracy: 0.95625 (KT 0.020)
• Validation accuracy: 0.95 (KT 0.023)
• Test accuracy: 0.95 (KT 0.023)