Update README.md (#1)

- Update README.md (af2b30031f03bf0823a82bdf8278e27625322525)


Co-authored-by: Philippe Moussalli <philippemo@users.noreply.huggingface.co>

README.md

@@ -89,7 +89,7 @@ fondant run pipeline --local
 If you want to download the full dataset, you will need to modify the component arguments in the `pipeline.py` file, 
 specifically the following part: 
 
-```
+```python
 load_from_hf_hub = ComponentOp(
     component_dir="components/load_from_hf_hub",
     arguments={
@@ -106,10 +106,14 @@ To visually inspect the results quickly, you can use:
 fondant explore --base_path ./data
 ```
 
-To extract the images from the Parquet files we have added a simple Python script which extracts the image files and adds a csv with 
-image data and file names, TODO XXXXXXXXXXXXXXXXXXXXXXXXXXXXX
+You can also choose to download images to your local machine if you prefer, we have provided an [example script](https://huggingface.co/datasets/fondant-ai/fondant-cc-25m/blob/main/extract_images.py)
+that enabled this: 
+
+To run the script, you can simply execute the following: 
 
-To download the full dataset, TODO XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
+```bash
+python extract_images.py --parquet_file <Path to the Parquet file or folder containing the images> --save_folder <The folder where to save the images to>
+```
 
 ### How to contribute
 If you want to contribute to the dataset, the best way is to help us develop pipeline components for further processing. Components