Round 531

Round UUID: cbf18eb3-c6cd-4f5b-87f7-e6a7361e8a4c

Prompt:

You are classifying chemical reactions as either "Effective" or "Ineffective" based on two measurements: FizzIntensity and ColourShift.

Apply these rules in order:

1. If ColourShift > 20.0, classify as "Effective"

2. If ColourShift > 17.0 AND ColourShift ≤ 20.0:
   - If FizzIntensity ≥ 35.0, classify as "Effective"
   - If FizzIntensity < 35.0, classify as "Ineffective"

3. If ColourShift > 15.0 AND ColourShift ≤ 17.0:
   - If FizzIntensity ≥ 45.0, classify as "Effective"
   - If FizzIntensity < 45.0, classify as "Ineffective"

4. If ColourShift < 10.0:
   - If FizzIntensity ≥ 52.0, classify as "Effective"
   - If FizzIntensity < 52.0, classify as "Ineffective"

5. If ColourShift ≥ 10.0 AND ColourShift ≤ 15.0:
   - If FizzIntensity < 23.0, classify as "Effective"
   - If FizzIntensity ≥ 23.0 AND FizzIntensity < 30.0:
     * If ColourShift ≥ 13.4, classify as "Effective"
     * If ColourShift < 13.4, classify as "Ineffective"
   - If FizzIntensity ≥ 30.0 AND FizzIntensity < 46.0:
     * If ColourShift ≥ 12.0, classify as "Effective"
     * If ColourShift < 12.0, classify as "Ineffective"
   - If FizzIntensity ≥ 46.0:
     * If ColourShift ≥ 11.5, classify as "Effective"
     * If ColourShift < 11.5, classify as "Ineffective"

Make your classification based solely on these numerical thresholds.

• Inferences: 200
• Created: 2025-07-31 05:42:25.176166+00:00
• First inference: 2025-07-31 05:42:42.249085+00:00
• Last inference: 2025-07-31 06:15:49.711042+00:00
• Completed: yes
• Train accuracy: 0.59375 (KT 0.227)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.4 (KT 0.397)