Update README.md

README.md

@@ -49,9 +49,10 @@ Please cite the original EMBER paper when using this cleaned release in research
 | `ember_clean_metadata.parquet` | Per-sample metadata: SHA-256, timestamps, malware-related fields when available, quality flags |
 | `ember_unlabeled.npz` | Index file for unlabeled split |
 | `ember_unlabeled_X.npy` | Unlabeled feature matrix with the same 2,099 features |
+| `ember_unlabeled_y.npy` | Label marker array (`int32`) for the unlabeled split; expected to contain only `-1` values |
 | `ember_clean_metadata_unlabeled.parquet` | Metadata for unlabeled samples |
 | `manifest.json` | Versioned manifest with checksums and artifact references |
-| `EMBER_cleaned_notebook.ipynb` | Exploration and usage notebook |
+| `ember_cleaned_dataset.ipynb` | Exploration and usage notebook |
  
 ## What’s in the dataset?
  
@@ -108,13 +109,14 @@ Summary of the main changes:
 ## File structure
  
 ```text
-ember_cleaned/
+EMBER_cleaned/
 ├── ember_clean.npz
 ├── ember_clean_X.npy
 ├── ember_clean_y.npy
 ├── ember_clean_metadata.parquet
 ├── ember_unlabeled.npz
 ├── ember_unlabeled_X.npy
+├── ember_unlabeled_y.npy
 ├── ember_clean_metadata_unlabeled.parquet
 └── manifest.json
 ```
@@ -205,13 +207,13 @@ The notebook can be used to:
 To open it locally, run:
  
 ```bash
-jupyter notebook EMBER_cleaned_notebook.ipynb
+jupyter notebook ember_cleaned_dataset.ipynb
 ```
  
 or, if you use JupyterLab:
  
 ```bash
-jupyter lab EMBER_cleaned_notebook.ipynb
+jupyter lab ember_cleaned_dataset.ipynb
 ```
  
 Make sure to open the notebook from the dataset root directory so that relative file paths resolve correctly.