Update README.md

README.md

@@ -43,12 +43,12 @@ size_categories:
 ---
 
 ## Dataset Description
-- **Repository:** https://huggingface.co/datasets/louisbrulenaudet/lemone-docs-embeded
+- **Repository:** https://huggingface.co/datasets/louisbrulenaudet/lemone-docs-embedded
 - **Point of Contact:** [Louis Brulé Naudet](mailto:[email protected])
 
 <img src="assets/thumbnail.webp">
 
-# Lemone-embeded, pre-built embeddings dataset for French taxation.
+# Lemone-embedded, pre-built embeddings dataset for French taxation.
 
 <div class="not-prose bg-gradient-to-r from-gray-50-to-white text-gray-900 border" style="border-radius: 8px; padding: 0.5rem 1rem;">
     <p>This database presents the embeddings generated by the Lemone-embed-pro model and aims at a large-scale distribution of the model even for the GPU-poor.</p>
@@ -88,7 +88,7 @@ collection = client.get_or_create_collection(
     embedding_function=sentence_transformer_ef
 )
 
-dataframe = pl.scan_parquet('hf://datasets/louisbrulenaudet/lemone-docs-embeded/data/train-00000-of-00001.parquet').filter(
+dataframe = pl.scan_parquet('hf://datasets/louisbrulenaudet/lemone-docs-embedded/data/train-00000-of-00001.parquet').filter(
     pl.col(
         "text"
     ).is_not_null()