Round 561

Round UUID: 0adc46c2-33a8-4820-8445-3e996893ac12

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 (apply them in order and exactly as stated, without rounding any numeric values):

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 SecretHandshakeQuality ≥ 71 and AccentThickness < 37, predict DoubleAgent.
   d) Else if AccentThickness < 35, predict DoubleAgent.
   e) Otherwise, predict Loyal.

Be sure to apply these rules in order, with exact (not rounded) numeric comparisons. Only output "DoubleAgent" or "Loyal" as your answer.

• Inferences: 200
• Created: 2025-08-02 08:58:55.272485+00:00
• First inference: 2025-08-02 08:59:23.132347+00:00
• Last inference: 2025-08-02 09:03:19.003895+00:00
• Completed: yes
• Train accuracy: 0.9875 (KT 0.007)
• Validation accuracy: 0.95 (KT 0.023)
• Test accuracy: 0.95 (KT 0.023)