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README.md
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# π‘οΈ MongoDB Anomaly Detection with Isolation Forest
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Model Type: Isolation Forest
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Contamination: 3%
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Total Records: 50000
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Anomalies Detected: 1500
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## π Anomaly Detection Plot
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## π Files Included
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- model.joblib: Trained model
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- scaler.joblib: Preprocessing scaler
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- predictions.csv: Raw scores + anomaly labels
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- anomaly_plot.png: Visualization of scores
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## π Top 5 Anomalies (Scores)
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| Index | Anomaly Score | Label |
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|-------|---------------|--------|
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| 2 | -0.0041 | -1.0 |
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| 117 | -0.0040 | -1.0 |
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| 180 | -0.0014 | -1.0 |
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| 207 | -0.0162 | -1.0 |
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| 246 | -0.0041 | -1.0 |
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## π Generated On: 2025-08-02 07:32:58
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---
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