Round 305

Round UUID: 26e8f427-67ff-4af2-9f7c-c8d1b5911e4e

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), regardless of ColourShift.
   b. FizzIntensity is at least 44 and less than 60 (44 <= FizzIntensity < 60) AND ColourShift is less than or equal to 17.0 (ColourShift <= 17.0).
   c. FizzIntensity is at least 40 and less than 44 (40 <= FizzIntensity < 44) AND ColourShift is less than or equal to 15.0 (ColourShift <= 15.0).
   d. FizzIntensity is at least 32 and less than 40 (32 <= FizzIntensity < 40) AND ColourShift is less than or equal to 9.0 (ColourShift <= 9.0).

2. Additional Corrective Rule (to reduce false positives in the lower range):
   a. If FizzIntensity is less than 37 (32 <= FizzIntensity < 37) AND ColourShift is greater than 9.0 (ColourShift > 9.0), label as 'Ineffective'.

3. Otherwise, label the sample as 'Ineffective'.

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 <= 17.0.
- For FizzIntensity between 40 and 44, only allow 'Effective' if ColourShift <= 15.0.
- For FizzIntensity between 32 and 40, only allow 'Effective' if ColourShift <= 9.0 (with the additional corrective rule above).
- Exception: For 32 <= FizzIntensity < 37, if ColourShift > 9.0, label as 'Ineffective', regardless of other rules.

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

• Inferences: 200
• Created: 2025-04-21 21:16:38+00:00
• First inference: 2025-04-21 21:16:44+00:00
• Last inference: 2025-04-21 21:25:04+00:00
• Completed: yes
• Train accuracy: 0.6875 (KT 0.163)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.75 (KT 0.126)