Round 476

Round UUID: a9b96a29-55c2-4289-9bb2-1457d991f51b

Prompt:

You are given a single row of data with two numeric features: FizzIntensity and ColourShift. Your task is to classify the row as either “Effective” or “Ineffective” according to the following rules:

1) If FizzIntensity < 15, label Ineffective.
2) Else if ColourShift > 25, label Ineffective.
3) Else if (25 ≤ FizzIntensity < 38) and (ColourShift < 18), label Ineffective.
4) Else if FizzIntensity > 25, label Effective.
5) Else if 15 ≤ FizzIntensity ≤ 25 and -2 ≤ ColourShift ≤ 20, label Effective.
6) Otherwise, label Ineffective.

Output exactly one word: either “Effective” or “Ineffective,” depending on which rules apply. If a row satisfies more than one rule, apply the first matching rule and ignore the rest.

• Inferences: 200
• Created: 2025-04-24 02:59:12+00:00
• First inference: 2025-04-24 02:59:18+00:00
• Last inference: 2025-04-24 03:10:30+00:00
• Completed: yes
• Train accuracy: 0.5125 (Krichevsky-Trofimov 0.290)
• Validation accuracy: 0.6 (Krichevsky-Trofimov 0.222)
• Test accuracy: 0.6 (Krichevsky-Trofimov 0.222)