Round 506

Round UUID: c3f153a5-45a8-4250-863d-234aa8cec8b2

Prompt:

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

RULE 1: If FizzIntensity is greater than or equal to 50, classify as "Effective"

RULE 2: If FizzIntensity is less than 20, classify as "Ineffective"

RULE 3: If ColourShift is less than 0 (negative) AND FizzIntensity is greater than or equal to 25, classify as "Effective"

RULE 4: If ColourShift is greater than 21:
   - If FizzIntensity is greater than or equal to 28, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 5: If FizzIntensity is between 40 and 50 (exclusive):
   - If ColourShift is greater than or equal to 9, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 6: If FizzIntensity is between 35 and 40 (inclusive):
   - If ColourShift is greater than 20, classify as "Effective"
   - If ColourShift is between 11 and 20 (inclusive), classify as "Ineffective"
   - If ColourShift is less than or equal to 10, classify as "Ineffective"

RULE 7: If FizzIntensity is between 25 and 35 (exclusive):
   - If ColourShift is greater than or equal to 18.5, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 8: If FizzIntensity is between 20 and 25 (inclusive):
   - If ColourShift is greater than or equal to 18, classify as "Effective"
   - Otherwise, classify as "Ineffective"

Apply these rules in the order presented and return only the classification: either "Effective" or "Ineffective".

• Inferences: 200
• Created: 2025-07-03 17:30:19.011561+00:00
• First inference: 2025-07-03 17:30:38.623796+00:00
• Last inference: 2025-07-30 06:15:28.711666+00:00
• Completed: yes
• Train accuracy: 0.725 (KT 0.140)
• Validation accuracy: 0.85 (KT 0.071)
• Test accuracy: 0.55 (KT 0.260)