Round 303

Round UUID: 61653784-3c9a-45ef-a41c-6e006953004e

Prompt:

Given Entity Data with features FizzIntensity and ColourShift, label the sample as 'Effective' or 'Ineffective' by strictly following these explicit rules:

1. Label as 'Effective' if any of the following is true:
    a. FizzIntensity is at least 60 (FizzIntensity >= 60), regardless of ColourShift.
    b. FizzIntensity is at least 44 and less than 60 (44 <= FizzIntensity < 60) AND ColourShift is less than or equal to 14.4 (ColourShift <= 14.4).
    c. FizzIntensity is at least 32 and less than 44 (32 <= FizzIntensity < 44) AND ColourShift is less than or equal to 11.0 (ColourShift <= 11.0).
2. Otherwise, label the sample as 'Ineffective'.

Further clarifications:
- Do NOT label as 'Effective' if FizzIntensity is less than 32, regardless of ColourShift.
- For FizzIntensity between 44 and 60, only allow 'Effective' if ColourShift is at most 14.4.
- For FizzIntensity between 32 and 44, only allow 'Effective' if ColourShift is at most 11.0.

Follow these rules exactly—no exceptions or guessing. Output only 'Effective' or 'Ineffective' for each sample.

• Inferences: 200
• Created: 2025-04-21 20:59:21+00:00
• First inference: 2025-04-21 20:59:25+00:00
• Last inference: 2025-04-21 21:07:48+00:00
• Completed: yes
• Train accuracy: 0.61875 (Krichevsky-Trofimov 0.209)
• Validation accuracy: 0.45 (Krichevsky-Trofimov 0.347)
• Test accuracy: 0.75 (Krichevsky-Trofimov 0.126)