Round 502

Round UUID: d107e3a2-5b6d-4001-8400-6b7994e7b61a

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 52.0:
   - If ColourShift is greater than or equal to 15.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 2: If FizzIntensity is between 45.0 and 52.0 (inclusive of 45.0, exclusive of 52.0):
   - If ColourShift is greater than or equal to 14.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 3: If FizzIntensity is between 40.0 and 45.0 (inclusive of 40.0, exclusive of 45.0):
   - If ColourShift is greater than or equal to 12.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 4: If FizzIntensity is between 35.0 and 40.0 (inclusive of 35.0, exclusive of 40.0):
   - If ColourShift is greater than or equal to 15.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 5: 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 17.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 6: If FizzIntensity is between 20.0 and 28.0 (inclusive of 20.0, exclusive of 28.0):
   - If ColourShift is greater than or equal to 12.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 7: If FizzIntensity is less than 20.0:
   - If ColourShift is greater than or equal to 18.0, classify as "Effective"
   - 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 16:47:54.580813+00:00
• First inference: 2025-07-03 16:48:15.943720+00:00
• Last inference: 2025-07-03 16:58:59.030678+00:00
• Completed: yes
• Train accuracy: 0.575 (KT 0.241)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.35 (KT 0.455)