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- ---
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- license: mit
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+ # πŸ›‘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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+
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+ ## πŸ“Š Anomaly Detection Plot
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+ ![Anomaly Plot](https://huggingface.co/Wipoba/anomoly_detector/resolve/main/anomaly_plot.png)
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+
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+ ## πŸ“ 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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+
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+ ## πŸ” 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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+
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+ ## πŸ•“ Generated On: 2025-08-02 07:32:58
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+
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+ ---
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+ βœ… Powered by Hugging Face, MongoDB, Scikit-learn