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@@ -58,7 +58,10 @@ After cleaning, I had 35 features to work with. I created 5 additional engineere
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  | `entity_score` | Numeric | Total entity involvement count โ€” sum of flags above (0-4) |
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  I also added clustering-derived features:
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- - `cluster_label` โ€” KMeans cluster assignment (0, 1, or 2)
 
 
 
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  - `cluster_distance` โ€” Distance from cluster center (became 2nd most important feature at 30% importance!)
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  ---
@@ -211,7 +214,7 @@ RandomForest won with **macro F1 = 0.700**. Logistic Regression collapsed to nea
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  | `data/processed/summary_stats.csv` | Descriptive statistics after cleaning |
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  ---
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- ## ๐Ÿš€ Try It Live โ€” Interactive Demo
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  **[Launch SOC Triage Predictor โ†’](https://huggingface.co/spaces/yonatane22-bh/soc-triage-demo)**
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  | `entity_score` | Numeric | Total entity involvement count โ€” sum of flags above (0-4) |
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  I also added clustering-derived features:
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+ - `cluster_label` โ€” KMeans cluster assignment (0, 1, or 2 -
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+ - Cluster 0: TruePositive (ืกื™ื›ื•ืŸ ื ืžื•ืš)
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+ - Cluster 1: TruePositive (ืกื™ื›ื•ืŸ ื’ื‘ื•ื”!)
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+ - Cluster 2: TruePositive (ื‘ืืžืฆืข))
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  - `cluster_distance` โ€” Distance from cluster center (became 2nd most important feature at 30% importance!)
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  ---
 
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  | `data/processed/summary_stats.csv` | Descriptive statistics after cleaning |
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  ---
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+ ## Try It Live โ€” Interactive Demo
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  **[Launch SOC Triage Predictor โ†’](https://huggingface.co/spaces/yonatane22-bh/soc-triage-demo)**
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