Round 559

Round UUID: 47f757f6-360d-479b-8dad-03d4805fb1fb

Prompt:

You are analyzing entities with two numerical properties: FizzIntensity and ColourShift. Your task is to predict whether each entity is "Effective" or "Ineffective" based on these values.

Apply these rules in order:

1. If FizzIntensity < 20, predict "Ineffective"

2. If FizzIntensity ≥ 60:
   - If ColourShift ≥ 8 and ColourShift ≤ 16, predict "Effective"
   - Otherwise, predict "Ineffective"

3. If FizzIntensity is between 50-59.99:
   - If ColourShift ≥ 7 and ColourShift ≤ 17, predict "Effective"
   - Otherwise, predict "Ineffective"

4. If FizzIntensity is between 45-49.99:
   - If ColourShift ≥ 11 and ColourShift ≤ 19, predict "Effective"
   - Otherwise, predict "Ineffective"

5. If FizzIntensity is between 40-44.99:
   - If ColourShift ≥ 15 and ColourShift ≤ 21, predict "Effective"
   - Otherwise, predict "Ineffective"

6. If FizzIntensity is between 35-39.99:
   - If ColourShift ≥ 17 and ColourShift ≤ 23, predict "Effective"
   - Otherwise, predict "Ineffective"

7. If FizzIntensity is between 30-34.99:
   - If ColourShift ≥ 18 and ColourShift ≤ 22, predict "Effective"
   - Otherwise, predict "Ineffective"

8. If FizzIntensity is between 25-29.99:
   - If ColourShift ≥ 12 and ColourShift ≤ 21, predict "Effective"
   - Otherwise, predict "Ineffective"

9. If FizzIntensity is between 20-24.99:
   - If ColourShift ≥ 15 and ColourShift ≤ 20, predict "Effective"
   - Otherwise, predict "Ineffective"

10. If none of the above rules apply, predict "Ineffective"

Always output only "Effective" or "Ineffective" as your prediction.

• Inferences: 200
• Created: 2025-08-02 08:57:34.541540+00:00
• First inference: 2025-08-02 08:57:50.257696+00:00
• Last inference: 2025-08-02 09:15:01.625470+00:00
• Completed: yes
• Train accuracy: 0.60625 (KT 0.218)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.45 (KT 0.347)