Update README.md

README.md

@@ -29,7 +29,8 @@ pretty_name: SuperWIKI Cleaned
 >  - [Tom Scott](https://www.youtube.com/watch?v=ALy6e7GbDRQ&t=90s)
 >
 
-SuperWIKI Cleaned is a focused dataset on wikipedia articles. This dataset is derived from raw files provided in [SuperWIKI](https://huggingface.co/datasets/RyokoExtra/SuperWIKI)
+SuperWIKI Cleaned is a focused dataset on wikipedia articles. 
+This dataset is derived from raw files provided in [SuperWIKI](https://huggingface.co/datasets/RyokoExtra/SuperWIKI).
 
 ### Supported Tasks and Leaderboards
 
@@ -41,15 +42,41 @@ The dataset is generally used for Language Modeling.
 
 ## Dataset Structure
 
-All the files are located in gzip'd jsonl files..
+All the files are located in gzip'd jsonl files.
 
 ### Data Instances
 
-Refer to [Wikimedia Enterprise (API Data Dictionary)](https://enterprise.wikimedia.com/docs/data-dictionary/) for more data instances.
+Refer to this sample to see all the fields:
+
+```json
+{
+    "text": "|Abbreviation||WAY|\n|Formation||1966|\n|Headquarters||Wat Ananda Metyarama Thai Buddhist Temple|\nPresident\n|Phanom Sinth Suwanarat|\n|Affiliations||Wat Ananda Metyarama Thai Buddhist Temple|\n|Website||http://way.org.sg|\nThe\n**Wat Ananda Youth** is a Buddhist youth organisation... <TRUNCATED>",
+    "title": "Wat Ananda Youth",
+    "url": "https://en.wikipedia.org/wiki/Wat_Ananda_Youth",
+    "issues": [
+        "template:original research"
+    ],
+    "selectors": [
+        "table.box-Original_research"
+    ],
+    "templates": [
+        "template:reflist",
+        "template:infobox organization",
+        "template:cite web",
+        "template:original research",
+        "template:main"
+    ]
+}
+```
 
 ### Data Fields
 
-<TBD>
+`text`: The HTML Text (After pre-processing) from SuperWIKI converted to markdown with links removed and formatting kept.  
+`title`: The title of the wikipedia article.  
+`issues`: A list of custom list of templates that has been removed from the html (ala, pre-processing) for the article.  
+`selectors`: `issues` are based on templates, which may have multiple templates but mean the same thing.  
+In that case, the selectors provide a unduplicated css class selectors that were used for the article. (`Template:Few sources` is the same as `Template:More citations needed` for example.)  
+`templates`: Used for debugging but are all the templates found in the article.
 
 #### Q-Score Distribution
 
@@ -99,7 +126,8 @@ No data splits were done.
 
 ### Discussion of Biases
 
-[More Information Needed]
+This article removes all "Notices" from all articles to provide a cleaner version of wikipedia.  
+You should consider adding flags back into the dataset if you want to tell the user about the potential issues.
 
 ### Other Known Limitations