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# 🛡️Anomaly Detection with Isolation Forest

Model Type: Isolation Forest  
Contamination: 3%  
Total Records: 50000  
Anomalies Detected: 1500

## 📊 Anomaly Detection Plot
![Anomaly Plot](https://huggingface.co/Wipoba/anomoly_detector/resolve/main/anomaly_plot.png)

## 📁 Files Included
- model.joblib: Trained model  
- scaler.joblib: Preprocessing scaler  
- predictions.csv: Raw scores + anomaly labels  
- anomaly_plot.png: Visualization of scores

## 🔍 Top 5 Anomalies (Scores)
| Index | Anomaly Score | Label |
|-------|---------------|-------|
|   2   | -0.0041       | -1.0  |
| 117   | -0.0040       | -1.0  |
| 180   | -0.0014       | -1.0  |
| 207   | -0.0162       | -1.0  |
| 246   | -0.0041       | -1.0  |

## 🕓 Generated On: 2025-08-02 07:32:58

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