Update README.md

README.md

@@ -19,7 +19,7 @@ license: etalab-2.0
 # 🇫🇷 Data.gouv.fr Datasets Catalog
 
 This dataset contains a processed and embedded version of the **catalog of datasets published on [data.gouv.fr](https://www.data.gouv.fr)**, the French open data platform.
-The dataset was published by data.gouv.fr on its [dedicated dataset page](https://www.data.gouv.fr/datasets/catalogue-des-donnees-de-data-gouv-fr/).
+The dataset was published by data.gouv.fr on the [dedicated dataset page](https://www.data.gouv.fr/datasets/catalogue-des-donnees-de-data-gouv-fr/).
 
 It includes rich metadata about each public dataset: title, URL, publisher organization, description, tags, licensing, update frequency, usage metrics, and more.
 The dataset provides semantic-ready and structured for semantic indexing and retrieval. 
@@ -79,7 +79,7 @@ The dataset is provided in **Parquet format** and contains the following columns
 
 ### 📥 1. Field Extraction
 
-The original dataset was retrieved directly from its official [dataset page](https://www.data.gouv.fr/datasets/catalogue-des-donnees-de-data-gouv-fr/).
+The original dataset was retrieved directly from the official [dedicated dataset page](https://www.data.gouv.fr/datasets/catalogue-des-donnees-de-data-gouv-fr/).
 This dataset only includes data.gouv.fr datasets that have at least a 100 characters description to remove as much noise as possible from incomplete datasets.
 
 ### ✂️ 2. Text Chunking
@@ -116,7 +116,7 @@ df["embeddings_bge-m3"] = df["embeddings_bge-m3"].apply(json.loads)
 
 ## 🔗 Source :
 
-- [Catalogue des données de data.gouv.fr](https://www.data.gouv.fr/datasets/catalogue-des-donnees-de-data-gouv-fr/) 
+- [Data.gouv.fr : Catalogue des données de data.gouv.fr](https://www.data.gouv.fr/datasets/catalogue-des-donnees-de-data-gouv-fr/) 
 
 ## 📄 Licence :
 **Open License (Etalab)** — This dataset is publicly available and can be reused under the conditions of the Etalab open license.