Round 347

Round UUID: b87b5bed-0d4a-4cbc-b9b2-a92c5c5be2c5

Prompt:

To classify the outcomes of the dataset entities based on FizzIntensity and ColourShift, use the following rules:

1. Predict 'Effective' if FizzIntensity is greater than or equal to 45; prioritize these entities for effective predictions.
2. Predict 'Ineffective' if FizzIntensity is less than 35, regardless of ColourShift.
3. For FizzIntensity between 35 and 45, consider:
   - Predict 'Effective' if ColourShift is greater than or equal to 13 and less than or equal to 20.
   - Predict 'Effective' if ColourShift is above 15 and FizzIntensity is closer to 45.
   - Predict 'Ineffective' if ColourShift is below 10, emphasizing the low value as ineffective.
4. If FizzIntensity is less than 40 and ColourShift is between 10 and 13, predict 'Ineffective'.

These rules aim to decrease both false positives and false negatives in predictions by setting clear thresholds and decision criteria based on patterns from past data and adding considerations for borderline ColourShift values.

• Inferences: 200
• Created: 2025-04-21 03:53:03+00:00
• First inference: 2025-04-21 03:53:07+00:00
• Last inference: 2025-04-21 04:00:58+00:00
• Completed: yes
• Train accuracy: 0.69375 (KT 0.159)
• Validation accuracy: 0.8 (KT 0.098)
• Test accuracy: 0.6 (KT 0.222)