Round 306

Round UUID: c63abef4-e354-404a-9218-e0c38e0ebaff

Prompt:

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

1. Label as 'Effective' if any of the following is true:
   a. FizzIntensity is at least 60 (FizzIntensity >= 60) AND ColourShift is less than 23.0 (ColourShift < 23.0).
   b. FizzIntensity is at least 44 and less than 60 (44 <= FizzIntensity < 60) AND ColourShift is less than or equal to 18.0 (ColourShift <= 18.0).
   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).
   d. FizzIntensity is less than 32 (FizzIntensity < 32) AND ColourShift is greater than or equal to 11.0 (ColourShift >= 11.0).

2. Correction to prevent false positives in the lower-to-mid range:
   a. If FizzIntensity is between 32 and 40 (32 <= FizzIntensity < 40) AND ColourShift is greater than 11.0 (ColourShift > 11.0), label as 'Ineffective', regardless of other rules.

3. In all other cases, label the sample as 'Ineffective'.

Clarifications:
- For FizzIntensity less than 32, only allow 'Effective' if ColourShift >= 11.0.
- For FizzIntensity between 32 and 44, only allow 'Effective' if ColourShift <= 11.0, but see special correction in 2a above.
- For FizzIntensity between 44 and 60, only allow 'Effective' if ColourShift <= 18.0.
- For FizzIntensity 60+, only allow 'Effective' if ColourShift < 23.0.
- No exceptions or guessing—apply the rules exactly.

Output only 'Effective' or 'Ineffective' for each sample.

• Inferences: 200
• Created: 2025-04-21 21:25:28+00:00
• First inference: 2025-04-21 21:25:32+00:00
• Last inference: 2025-04-21 21:35:16+00:00
• Completed: yes
• Train accuracy: 0.575 (KT 0.241)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.5 (KT 0.301)