Round 535

Round UUID: 8ec9d9d1-157e-42d1-98bb-2d63c9e95f62

Prompt:

Analyze the entity data and classify it as either "Effective" or "Ineffective" based on the following rules:

1. If FizzIntensity is less than 22.0:
   - Classify as "Effective" (regardless of ColourShift)

2. If FizzIntensity is between 22.0 and 27.0 (inclusive of 22.0, exclusive of 27.0):
   - If ColourShift is greater than 12.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

3. If FizzIntensity is between 27.0 and 30.0 (inclusive of 27.0, exclusive of 30.0):
   - If ColourShift is greater than 12.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

4. If FizzIntensity is between 30.0 and 37.0 (inclusive of 30.0, exclusive of 37.0):
   - If ColourShift is greater than or equal to 20.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

5. If FizzIntensity is between 37.0 and 42.0 (inclusive of 37.0, exclusive of 42.0):
   - If ColourShift is greater than or equal to 20.0, classify as "Effective"
   - If ColourShift is less than 15.0, classify as "Ineffective"
   - Otherwise (ColourShift between 15.0 and 20.0), classify as "Ineffective"

6. If FizzIntensity is between 42.0 and 50.0 (inclusive of 42.0, exclusive of 50.0):
   - If ColourShift is less than 8.0, classify as "Ineffective"
   - If ColourShift is between 14.0 and 22.5 (inclusive), classify as "Ineffective"
   - Otherwise, classify as "Effective"

7. If FizzIntensity is greater than or equal to 50.0:
   - Classify as "Effective"

Apply these rules in order and return only "Effective" or "Ineffective" as your classification.

• Inferences: 200
• Created: 2025-07-31 06:21:10.822658+00:00
• First inference: 2025-07-31 06:21:35.085777+00:00
• Last inference: 2025-07-31 06:26:05.251285+00:00
• Completed: yes
• Train accuracy: 0.63125 (KT 0.200)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.7 (KT 0.156)