Dataset: espionage
Round ID: 167
Prompt used:
Classify an entity based on these refined rules:
DoubleAgent Criteria:
1. If SecretHandshakeQuality > 70, automatically DoubleAgent
2. If SecretHandshakeQuality is between 60-70:
- Must have AccentThickness less than 30 to be DoubleAgent
3. If SecretHandshakeQuality is between 55-60:
- Must have AccentThickness less than 25 to be DoubleAgent
Loyal Criteria:
1. If SecretHandshakeQuality ≤ 55, automatically Loyal
2. If SecretHandshakeQuality is between 55-70:
- Must have AccentThickness ≥ 30 to be Loyal
3. If SecretHandshakeQuality is above 70:
- Must have AccentThickness ≥ 35 to be Loyal
Additional Considerations:
- Use a holistic assessment of both SecretHandshakeQuality and AccentThickness
- Recognize that the boundary between classifications is not strictly binary
- Prefer precision in classification over aggressive categorization
Confusion Matrix:
Predicted DoubleAgent Predicted Loyal
Actual DoubleAgent 10 1
Actual Loyal 2 7
Accuracy: 0.850
Precision: 0.833
Recall: 0.909
F1 Score: 0.870
Examples for Correctly predicted DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: DoubleAgent)
Entity Data:
SecretHandshakeQuality: 84.02795
AccentThickness: 23.454235
Examples for Falsely predicted Loyal when it should have been DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: Loyal)
Entity Data:
SecretHandshakeQuality: 69.86503
AccentThickness: 30.364574
Examples for Falsely predicted DoubleAgent when it should have been Loyal: (Correct answer: Loyal, What the previous set of rules predicted: DoubleAgent)
Entity Data:
SecretHandshakeQuality: 71.73181
AccentThickness: 39.43552
Examples for Correctly predicted Loyal: (Correct answer: Loyal, What the previous set of rules predicted: Loyal)
Entity Data:
SecretHandshakeQuality: 50.812286
AccentThickness: 28.25855
Round ID: 284
Prompt used:
Rule for Classification:
1. If SecretHandshakeQuality > 80, classify as DoubleAgent.
2. If SecretHandshakeQuality > 75 and AccentThickness <= 35, classify as DoubleAgent.
3. If SecretHandshakeQuality between 65 and 75 and AccentThickness < 30, classify as DoubleAgent.
4. If AccentThickness >= 35 and SecretHandshakeQuality < 65, classify as Loyal.
5. If SecretHandshakeQuality < 65, classify as Loyal.
Note: Override other rules if a condition with SecretHandshakeQuality > 80 applies, to ensure high-quality handshakes are always considered Double Agent regardless of AccentThickness.
Confusion Matrix:
Predicted DoubleAgent Predicted Loyal
Actual DoubleAgent 7 4
Actual Loyal 0 9
Accuracy: 0.800
Precision: 1.000
Recall: 0.636
F1 Score: 0.778
Examples for Correctly predicted DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: DoubleAgent)
Entity Data:
SecretHandshakeQuality: 80.57122
AccentThickness: 24.773367
Examples for Falsely predicted Loyal when it should have been DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: Loyal)
Entity Data:
SecretHandshakeQuality: 69.86503
AccentThickness: 30.364574
Examples for Correctly predicted Loyal: (Correct answer: Loyal, What the previous set of rules predicted: Loyal)
Entity Data:
SecretHandshakeQuality: 68.84351
AccentThickness: 34.039898
Round ID: 554
Prompt used:
You are given a single row of data with two fields:
• SecretHandshakeQuality (numeric)
• AccentThickness (numeric)
Your task is to predict if this agent is DoubleAgent or Loyal based on the following rules:
1) If SecretHandshakeQuality > 80:
Predict DoubleAgent.
2) Else if SecretHandshakeQuality < 58:
a) If SecretHandshakeQuality ≥ 55 and AccentThickness < 20, predict DoubleAgent.
b) Otherwise, predict Loyal.
3) Else if 58 ≤ SecretHandshakeQuality < 60:
a) If AccentThickness < 24, predict DoubleAgent.
b) Otherwise, predict Loyal.
4) Else if 60 ≤ SecretHandshakeQuality < 70:
a) If SecretHandshakeQuality ≥ 65 and AccentThickness < 31, predict DoubleAgent.
b) Else if AccentThickness < 26, predict DoubleAgent.
c) Otherwise, predict Loyal.
5) Else (meaning 70 ≤ SecretHandshakeQuality ≤ 80):
a) If SecretHandshakeQuality ≥ 75 and AccentThickness < 45, predict DoubleAgent.
b) Else if SecretHandshakeQuality ≥ 72 and AccentThickness < 40, predict DoubleAgent.
c) Else if AccentThickness < 35, predict DoubleAgent.
d) Otherwise, predict Loyal.
Make sure to apply these rules exactly as stated, without any additional interpretation. Only output "DoubleAgent" or "Loyal" as your answer.
Confusion Matrix:
Predicted DoubleAgent Predicted Loyal
Actual DoubleAgent 10 1
Actual Loyal 1 8
Accuracy: 0.900
Precision: 0.909
Recall: 0.909
F1 Score: 0.909
Examples for Correctly predicted DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: DoubleAgent)
Entity Data:
SecretHandshakeQuality: 67.65863
AccentThickness: 22.4974
Examples for Falsely predicted Loyal when it should have been DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: Loyal)
Entity Data:
SecretHandshakeQuality: 69.86503
AccentThickness: 30.364574
Examples for Falsely predicted DoubleAgent when it should have been Loyal: (Correct answer: Loyal, What the previous set of rules predicted: DoubleAgent)
Entity Data:
SecretHandshakeQuality: 72.419624
AccentThickness: 37.632015
Examples for Correctly predicted Loyal: (Correct answer: Loyal, What the previous set of rules predicted: Loyal)
Entity Data:
SecretHandshakeQuality: 68.84351
AccentThickness: 34.039898
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 10 | 1 |
| Actual - | 1 | 8 |
Accuracy 0.900, Precision 0.909, Recall 0.909, F1 0.909