Round 545

Round UUID: d74dbabe-fd58-481f-b7ca-d6805a46dd0a

Prompt:

You are predicting whether an entity is "Effective" or "Ineffective" based on two numerical features: FizzIntensity and ColourShift.

Apply these rules in order:

1. If ColourShift >= 25, predict "Effective"
2. If FizzIntensity >= 50 AND ColourShift >= 8, predict "Effective" 
3. If FizzIntensity >= 45 AND ColourShift >= 12, predict "Effective"
4. If FizzIntensity >= 45 AND ColourShift < 8, predict "Ineffective"
5. If FizzIntensity <= 30 AND ColourShift >= 15, predict "Effective"
6. If FizzIntensity <= 30 AND ColourShift >= 12, predict "Effective"
7. If FizzIntensity <= 30 AND ColourShift < 12, predict "Ineffective"
8. If FizzIntensity is between 30 and 45:
   - If ColourShift >= 20, predict "Ineffective"
   - If ColourShift >= 12, predict "Effective"
   - If ColourShift < 12, predict "Ineffective"
9. For all other cases, predict "Ineffective"

Always output exactly one word: either "Effective" or "Ineffective".

• Inferences: 200
• Created: 2025-07-31 07:58:13.018524+00:00
• First inference: 2025-07-31 07:58:25.086121+00:00
• Last inference: 2025-07-31 08:30:28.064904+00:00
• Completed: yes
• Train accuracy: 0.5375 (Krichevsky-Trofimov 0.270)
• Validation accuracy: 0.7 (Krichevsky-Trofimov 0.156)
• Test accuracy: 0.35 (Krichevsky-Trofimov 0.455)