Round 477

Round UUID: a9a7bcf0-38e7-4015-8ba9-7c506e0dcb17

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 > 50) and (ColourShift < 19), label Ineffective.
5) Else if FizzIntensity > 25, label Effective.
6) Else if (15 ≤ FizzIntensity ≤ 25) and (-2 ≤ ColourShift ≤ 20), label Effective.
7) 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 03:11:28+00:00
• First inference: 2025-04-24 03:11:33+00:00
• Last inference: 2025-04-24 03:24:34+00:00
• Completed: yes
• Train accuracy: 0.51875 (KT 0.285)
• Validation accuracy: 0.4 (KT 0.397)
• Test accuracy: 0.5 (KT 0.301)