Round 23

Round UUID: fc3438b7-3136-46df-8887-7f64777531d6

Prompt:

To make predictions about whether an entity should be approved or denied, please adhere to the following precise and explicit rules based on the given features:

1. If `TimelineDeviation` is greater than 14:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 5.5.
   - Predict 'Approved' if `ParadoxCount` is greater than 5.5.

2. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 6.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 6.

3. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 5.
   - Predict 'Approved' if `ParadoxCount` is greater than 5.

4. If `TimelineDeviation` is between 9 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 4.

5. If `TimelineDeviation` is less than or equal to 9:
   - Predict 'Denied' if `ParadoxCount` is less than 4.
   - Predict 'Approved' if `ParadoxCount` is equal to 4.
   - If `ParadoxCount` is greater than 4 but `TimelineDeviation` is very close to 9, further review may be required.

6. If `TimelineDeviation` is exactly 11:
   - Predict 'Approved' only if `ParadoxCount` is greater than 5.

7. If `TimelineDeviation` is exactly 8 or less, always predict 'Denied'.

8. For any combinations that do not meet the criteria above, predict 'Denied'.

9. Specifically, when `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 6, always predict 'Denied'.

10. When `TimelineDeviation` is between 10 and 12 and `ParadoxCount` is exactly 5, predict 'Approved' only if `TimelineDeviation` is closer to 12 than to 10.

• Inferences: 200
• Created: 2025-04-24 14:34:55+00:00
• First inference: 2025-04-24 14:34:58+00:00
• Last inference: 2025-04-24 14:44:40+00:00
• Completed: yes
• Train accuracy: 0.60625 (KT 0.218)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.8 (KT 0.098)