Round 456

Round UUID: e40305d1-26a6-42dd-aaf9-5ca24475da60

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:
   Predict Loyal.

4) Else if 60 ≤ SecretHandshakeQuality < 70:
   a) If SecretHandshakeQuality ≥ 65 and AccentThickness < 30, predict DoubleAgent.
   b) Else if AccentThickness < 25, predict DoubleAgent.
   c) Otherwise, predict Loyal.

5) Else (meaning 70 ≤ SecretHandshakeQuality ≤ 80):
   a) If AccentThickness < 40, predict DoubleAgent.
   b) 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: 2025-04-24 03:16:13+00:00
• First inference: 2025-04-24 03:16:17+00:00
• Last inference: 2025-04-24 03:25:33+00:00
• Completed: yes
• Train accuracy: 0.85625 (KT 0.068)
• Validation accuracy: 0.9 (KT 0.047)
• Test accuracy: 0.85 (KT 0.071)