Update README.md

README.md

@@ -32,7 +32,7 @@ The dataset contains over 63,917 annotated images with instance masks for varied
 Due to Hugging Face Hub's per-directory file limit (10,000 files), this dataset is chunked: each logical split (like `train/labels/`) is subdivided into folders (`000/`, `001/`, ...) containing no more than 5,000 files each.
 
 **Example Structure:**
-'''
+```
   Baseline
     ├──train/
          ├──images/
@@ -42,11 +42,11 @@ Due to Hugging Face Hub's per-directory file limit (10,000 files), this dataset
               ├── 001/
               └── ...
 
-'''
+```
 If you're using models/tools like **YOLO** or others that expect a **flat directory**, you may need to **merge these subfolders at load-time or during preprocessing**.
 
 **YOLO Example Structure:**
-'''
+```
   Baseline
     ├──train/
          ├──images/
@@ -54,7 +54,7 @@ If you're using models/tools like **YOLO** or others that expect a **flat direct
               ├── imag_99.png
               └── ...
 
-'''
+```
       
 
 ### Utility Scripts
@@ -65,13 +65,13 @@ The following scripts help you with the download of this dataset. Due to the lar
 #### 1. Setup
 
 Create your virtual environment to help manage dependencies and prevent conflicts:
-'''
+```
   python -m venv env
   
   source env/bin/activate # On Windows: env\Scripts\activate
   
   pip install -r requirements.txt
-'''
+```
 
 #### 2. Sample 500 items from a specific chunk:
 
@@ -88,7 +88,7 @@ Arguments:
     --count            Number of samples to download
 
 Example Usage with all args:
-'''
+```
   python3 sample_swim.py
   
   --repo-id JeffreyJsam/SWiM-SpacecraftWithMasks
@@ -100,7 +100,7 @@ Example Usage with all args:
   --output-dir ./Sampled-SWiM
   
   --count 500
-'''
+```
 #### 3. Download the entire dataset (optionally flatten chunks for YOLO format):
 
 Streams and downloads the full paired dataset (images + label txt files) from a Hugging Face Hub repository. It recursively processes all available chunk subfolders (e.g., '000', '001', ...) under given parent paths.
@@ -128,7 +128,7 @@ Arguments:
     --chunks           Specific chunk names (e.g., 000 001); omit to download all
 
 Example usage with all args:
-'''
+```
   python3 download_swim.py
   
   --repo-id JeffreyJsam/SWiM-SpacecraftWithMasks
@@ -140,7 +140,7 @@ Example usage with all args:
   --output-dir ./SWiM
   
   --flatten
-'''
+```
   
 **Arguments are all configurable—see `--help` for details.**