Round 501

Round UUID: c2d501b2-ff50-4842-9ed4-84360df4f7c9

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 50.0, classify as "Effective"

RULE 2: If FizzIntensity is between 45.0 and 50.0 (inclusive of 45.0, exclusive of 50.0):
   - If ColourShift is greater than or equal to 14.5, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 3: If FizzIntensity is between 35.0 and 45.0 (inclusive of 35.0, exclusive of 45.0):
   - If ColourShift is greater than or equal to 18.0, classify as "Effective"
   - If ColourShift is less than 15.0, classify as "Ineffective"
   - If ColourShift is between 15.0 and 18.0 AND FizzIntensity is less than 38.0, classify as "Ineffective"
   - Otherwise, classify as "Effective"

RULE 4: If FizzIntensity is between 28.0 and 35.0 (inclusive of 28.0, exclusive of 35.0):
   - If ColourShift is greater than or equal to 18.0, classify as "Effective"
   - If ColourShift is between 12.0 and 18.0 AND FizzIntensity is greater than 29.5, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 5: If FizzIntensity is less than 28.0:
   - If ColourShift is greater than or equal to 18.0, classify as "Effective"
   - If ColourShift is between 15.0 and 18.0 AND FizzIntensity is greater than 27.5, 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 16:38:19.569907+00:00
• First inference: 2025-07-03 16:38:36.987652+00:00
• Last inference: 2025-07-03 16:47:52.180606+00:00
• Completed: yes
• Train accuracy: 0.5875 (KT 0.231)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.25 (KT 0.600)