Round 18

Round UUID: 74ef55d6-59ad-4860-84c0-52f9841a6c08

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 'Approved' if `ParadoxCount` is greater than 6.
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 6.
2. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Approved' if `ParadoxCount` is greater than 5.5 (use strict comparison for clarity).
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 5.5.
3. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Approved' if `ParadoxCount` is greater than 5.
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 5.
4. If `TimelineDeviation` is between 9 and 10:
   - Predict 'Approved' if `ParadoxCount` is greater than 3.5 (again, using strict comparison).
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 3.5.
5. If `TimelineDeviation` is less than or equal to 9:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 3.
   - Predict 'Approved' if `ParadoxCount` equals 4.
6. If `TimelineDeviation` is exactly 11:
   - Predict 'Approved' if `ParadoxCount` is greater than 5.
7. If `TimelineDeviation` is exactly 8 or less, always predict 'Denied'.
8. For all other combinations of `TimelineDeviation` and `ParadoxCount` that do not meet the criteria above, predict 'Denied'.
9. Specifically, when `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 5, always predict 'Denied'.
10. Consider cases where `TimelineDeviation` is between 9 and 10 with `ParadoxCount` greater than 4.5: ensure a review of features to determine the potential for approval over denial.