Round 534

Round UUID: bfc734fa-7dc9-4562-a228-43f1a75e287d

Prompt:

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

1. If FizzIntensity is less than 27.0:
   - If ColourShift is greater than 16.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

2. 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"

3. If FizzIntensity is between 30.0 and 35.0 (inclusive of 30.0, exclusive of 35.0):
   - If ColourShift is greater than or equal to 11.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

4. If FizzIntensity is between 35.0 and 42.0 (inclusive of 35.0, exclusive of 42.0):
   - If ColourShift is greater than or equal to 20.0, classify as "Effective"
   - If ColourShift is less than 20.0 AND FizzIntensity is greater than or equal to 37.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

5. 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 greater than 22.5, classify as "Ineffective"
   - Otherwise, classify as "Effective"

6. 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 06:18:49.935210+00:00
• First inference: 2025-07-31 06:19:15.908324+00:00
• Last inference: 2025-07-31 06:21:10.348291+00:00
• Completed: yes
• Train accuracy: 0.5625 (KT 0.250)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.5 (KT 0.301)