Update README.md

README.md

@@ -4,21 +4,21 @@ license: mit
 
 A dataset consisting of Pokémon embeddings: text embeddings encoded from large amount of Pokémon metadata using [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5), and image embeddings encoded from the official Pokémon artwork using [nomic-ai/nomic-embed-vision-v1.5](https://huggingface.co/nomic-ai/nomic-embed-vision-v1.5).
 
-No other metadata is present to avoid invoking the Nintendo Ninjas. To see how to retrieve additional metadata, see the "Get More Metadata" section.
+No other metadata besides the Pokémon ID is present to avoid invoking the Nintendo Ninjas. To see how to retrieve additional metadata, see the "Get More Metadata" section.
 
 ## Fields
 
-- `id`: Pokémon National Dex ID, which mapes to PokeAPI. "Special" Pokemon will have an id > 10000.
-- `text_embedding`: 768D embedding of Pokémon medatadata
+- `id`: Pokémon National Dex ID, which maps to PokeAPI. "Special" Pokemon will have an id > 10000.
+- `text_embedding`: 768D embedding of Pokémon metadata.
 - `image_embedding`: 768D embedding of Pokémon images.
 - `umap_2d_x`: x-coordinate value of a UMAP projection to 2D by concatenating the embeddings.
 - `umap_2d_y`: y-coordinate value of a UMAP projection to 2D by concatenating the embeddings.
 
 ## Get More Metadata
 
-You can retrieve more metadata using PokeAPI. An example:
+You can retrieve more metadata using PokeAPI. An example to get the id and name of all Pokémon:
 
-```py3
+```python
 import requests
 
 graphql_query = """
@@ -39,5 +39,9 @@ r = requests.post(
 
 pokemon = r.json()["data"]["pokemon_v2_pokemon"]
 pokemon[0:10]
-```
 
+# [{'id': 1, 'name': 'bulbasaur'},
+# {'id': 2, 'name': 'ivysaur'},
+# {'id': 3, 'name': 'venusaur'},
+# ...
+```