Round 554

Round UUID: f7e5a6bc-dbd8-43a1-bf23-4c3933d33e30

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 AccentThickness < 26, predict DoubleAgent.
   c) 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 08:37:04.437684+00:00
• First inference: 2025-08-02 08:37:35.790300+00:00
• Last inference: 2025-08-02 08:42:16.903754+00:00
• Completed: yes
• Train accuracy: 0.975 (KT 0.012)
• Validation accuracy: 0.95 (KT 0.023)
• Test accuracy: 0.9 (KT 0.047)