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@@ -49,7 +49,7 @@ Please cite the original BODMAS paper when using this cleaned release in researc
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  | `bodmas_clean_y.npy` | Label vector (`int32`), `0 = benign`, `1 = malware` |
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  | `bodmas_clean_metadata.parquet` | Per-sample metadata: SHA-256, timestamps, family fields, and quality flags |
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  | `manifest.json` | Versioned manifest with checksums and artifact references |
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- | `BODMAS_cleaned_notebook.ipynb` | Exploration and usage notebook |
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  ## What’s in the dataset?
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@@ -133,7 +133,7 @@ In the cleaned metadata, family-label consistency is also checked using the BODM
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  ## File structure
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  ```text
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- bodmas_cleaned/
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  ├── bodmas_clean.npz
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  ├── bodmas_clean_X.npy
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  ├── bodmas_clean_y.npy
@@ -209,13 +209,13 @@ The notebook can be used to:
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  To open it locally, run:
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  ```bash
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- jupyter notebook BODMAS_cleaned_notebook.ipynb
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  ```
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  or, if you use JupyterLab:
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  ```bash
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- jupyter lab BODMAS_cleaned_notebook.ipynb
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  ```
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  Make sure to open the notebook from the dataset root directory so that relative file paths resolve correctly.
 
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  | `bodmas_clean_y.npy` | Label vector (`int32`), `0 = benign`, `1 = malware` |
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  | `bodmas_clean_metadata.parquet` | Per-sample metadata: SHA-256, timestamps, family fields, and quality flags |
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  | `manifest.json` | Versioned manifest with checksums and artifact references |
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+ | `bodmas_cleaned_dataset.ipynb` | Exploration and usage notebook |
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  ## What’s in the dataset?
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  ## File structure
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  ```text
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+ BODMAS_cleaned/
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  ├── bodmas_clean.npz
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  ├── bodmas_clean_X.npy
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  ├── bodmas_clean_y.npy
 
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  To open it locally, run:
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  ```bash
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+ jupyter notebook bodmas_cleaned_dataset.ipynb
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  ```
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  or, if you use JupyterLab:
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  ```bash
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+ jupyter lab bodmas_cleaned_dataset.ipynb
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  ```
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  Make sure to open the notebook from the dataset root directory so that relative file paths resolve correctly.