update download options

README.md

@@ -67,29 +67,24 @@ Please check [Dataset Structure](Datasets-Structure.md) for a more detailed stru
 
 # Downloading the dataset
 
-### Clone the repository
+Please check [load_and_visualise_dataset.pynb](https://github.com/ESA-Datalabs/XAMI-dataset/blob/main/load_and_visualise_dataset.ipynb)) formore visualization tools.
 
-```bash
-git clone https://github.com/ESA-Datalabs/XAMI-dataset.git
-cd XAMI-dataset
-conda env create -f requirements.yaml # create an environment with the package requirements
-```
-
-**Then**
+```python
+from huggingface_hub import hf_hub_download
 
-### Download the dataset archive from HuggingFace
+dataset_name = 'xami_dataset' # the dataset name of Huggingface
+images_dir = '.' # the output directory of the dataset images
 
-- using a python script (see [load_and_visualise_dataset.pynb](https://github.com/ESA-Datalabs/XAMI-dataset/blob/main/load_and_visualise_dataset.ipynb))
+hf_hub_download(
+    repo_id="iulia-elisa/XAMI-dataset", # the Huggingface repo ID
+    repo_type='dataset', 
+    filename=dataset_name+'.zip', 
+    local_dir=images_dir
+);
 
-```python
-from xami_dataset import XAMIDataset
+# Unzip file
+!unzip -q "xami_dataset.zip" -d 'path/to/dest'
 
-# Download the dataset
-xami_dataset = XAMIDataset(
-    repo_id="iulia-elisa/XAMI-dataset", 
-    dataset_name="xami_dataset", 
-    data_path='./dest_dir')
-```
 ###
 Or you can simply download only the dataset zip file from HuggingFace using a CLI command: