Round 499

Round UUID: 1d4c1805-8d90-47e0-9e76-757fa06f3919

Prompt:

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

RULE 1: If FizzIntensity is greater than or equal to 43.0, classify as "Effective"

RULE 2: If FizzIntensity is less than 28.0:
   - If ColourShift is greater than or equal to 18.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 3: If FizzIntensity is between 28.0 and 43.0 (inclusive of 28.0, exclusive of 43.0):
   - If FizzIntensity is greater than or equal to 40.0 AND ColourShift is greater than or equal to 14.0, classify as "Effective"
   - If FizzIntensity is less than 35.0 AND ColourShift is greater than or equal to 17.0, classify as "Effective"
   - If ColourShift is less than 13.0, classify as "Ineffective"
   - Otherwise, classify as "Ineffective"

Apply these rules in order and use the first rule that matches. The classification should be based solely on these numerical thresholds.

• Inferences: 200
• Created: 2025-07-03 16:08:35.334974+00:00
• First inference: 2025-07-03 16:08:52.820177+00:00
• Last inference: 2025-07-03 16:26:52.411927+00:00
• Completed: yes
• Train accuracy: 0.725 (KT 0.140)
• Validation accuracy: 0.8 (KT 0.098)
• Test accuracy: 0.5 (KT 0.301)