Update README.md

README.md

@@ -53,6 +53,20 @@ CapyWiki contains 3 splits:
 
 The dataset should contain photos, illustrations, scans, maps and any other media categories in an image format that Wikimedia hosts.
 
+## Loading the dataset for downstream use-cases 
+The dataset splis are in a `*.parquet` format and can be read/processed by any tool or library that can read `*.parquet` files. 
+
+If you wish to use the Hugging Face Datasets library you can load the dataset as: 
+
+```py
+from datasets import load_dataset
+#Load the public_domain split
+dataset = load_dataset("opencapybara/CapyWiki-34M", split="public_domain")
+
+#Now the dataset can be used for any downstream cases e.g.:
+# first_500_urls = dataset[:500]['url']
+```
+
 ## What's the intended use of CapyWiki
 
 Using CapyWiki to train and evaluate neural networks is possible but not exclusive. 
@@ -74,17 +88,3 @@ The dataset contains:
 ## Help needed
 This is a raw dataset. Tasks such as: captioning, content classification (photos, illustrations, etc.), aesthetic classifications, meta-data inclusion (width, height) or the images are open and community contributions for those are more than welcome.
 
-## Loading the dataset for downstream use-cases 
-The dataset splis are in a `*.parquet` format and can be read/processed by any tool or library that can read `*.parquet` files. 
-
-If you wish to use the Hugging Face Datasets library you can load the dataset as: 
-
-```py
-from datasets import load_dataset
-#Load the public_domain split
-dataset = load_dataset("opencapybara/CapyWiki-34M", split="public_domain")
-
-#Now the dataset can be used for any downstream cases e.g.:
-# first_500_urls = dataset[:500]['url']
-```
-