Update README.md

README.md

@@ -82,10 +82,9 @@ The dataset was collected from **Nairaland.com**, extracting **1,795,908 unique
 The cleaning process was conducted using **[Datatrove](https://github.com/huggingface/datatrove)**, the same library employed in cleaning the **[FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb)** dataset, which is known for its high quality. The data cleaning process involved multiple stages of deduplication, filtering, and normalization to ensure the dataset's quality matches that of other high-performing datasets.
 
 ### Data Cleaning Procedure:
-- **Step 1:** Remove duplicate posts and links.
-- **Step 2:** Filter out non-Nigerian context posts based on domain analysis.
-- **Step 3:** Normalize textual content, removing HTML artifacts and irrelevant metadata.
-- **Step 4:** Language detection and correction based on predicted language probabilities.
+- **URL Filtering** 
+- **Repitition and quality filtering:**
+- **Personal Identifiable Information (PII) Removal** 
 
 ## Example Entry