Round 500

Round UUID: 2b040ba4-3885-41b7-843f-250778c832fe

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, classify as "Effective"

RULE 2: If FizzIntensity is between 43.0 and 52.0 (inclusive of 43.0, exclusive of 52.0):
   - If ColourShift is greater than or equal to 19.0, 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 ColourShift is greater than or equal to 21.0, classify as "Effective"
   - If FizzIntensity is greater than or equal to 35.0 AND ColourShift is between 15.0 and 21.0, classify as "Effective"
   - If FizzIntensity is less than 35.0 AND ColourShift is greater than or equal to 17.0, classify as "Effective"
   - Otherwise, classify as "Ineffective"

RULE 4: If FizzIntensity is less than 28.0:
   - 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 or equal to 20.0, 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 16:26:54.942206+00:00
• First inference: 2025-07-03 16:27:14.295368+00:00
• Last inference: 2025-07-03 16:38:16.775126+00:00
• Completed: yes
• Train accuracy: 0.55625 (Krichevsky-Trofimov 0.255)
• Validation accuracy: 0.65 (Krichevsky-Trofimov 0.188)
• Test accuracy: 0.4 (Krichevsky-Trofimov 0.397)