Update README.md

README.md

@@ -104,29 +104,30 @@ Name: 2350, dtype: object
 | timestamp | ISO UTC message timestamp
 
 # Cleaning procedure details
-## At the element level
-- Converted post dates to ISO format
+## At the HTML element level
 - Simplified blockquotes
-- Removed attributes (class, style) from most tags
+- Removed all attributes from most tags
 - Cosmetic font sizes consolidated into three categories: `<small>`, normal, `<big>` (deprecated tag)
 - Font changes removed
 - Special CSS effects removed
-- Background-colored text into `<mark>`
+- Background-colored text changed into `<mark>`
 - Spoiler tags converted into `<details><summary>` blocks
   - However, inline spoilers don't work well with this—to be checked out at a later time
-- Removed left/right "floating text" `<div>`
+- Removed left/right "floating" `<div>`
 - Removed left/right/justify text-alignment `<div>`
-- Center alignment elements changed to `<center>` (deprecated tag)
-- Tried to reduce the amount of `<table>` elements inappropriately used for cosmetic purposes
+- Center alignment `<div>` changed to `<center>` (deprecated tag)
+- Recomposed URLs and their associated text into `<a>` elements, when possible
+  - The data was originally scraped using a forum function that decomposed `<a>` links into text+URL
+- Tried to reduce the amount of `<table>` inappropriately used for presentation purposes
   - More work needed
 
 ## At the text level
+- Converted post dates to ISO format
 - Removed non-standard unicode spaces
 - Changed generic spoiler text
 - Removed some leftover BB tags (most often the result of user error)
   - More work needed
 - Shortened some bare URLs
-- Tried to turn into `<a>` links some URLs, when possible (the data was scraped using a forum function that mangled links in some way)
 - Changed `elliquiy.com` URLs into `example.com`
 - Removed some site-internal URLs
 - Converted all smilies into emoji
@@ -136,7 +137,7 @@ Name: 2350, dtype: object
 
 ## NOT done
 - Replacing HTML escape characters
+- Turning image URLs into `<img>`
 - Balancing quote marks and other characters that are supposed to be paired
 - Changing fancy punctuation to ASCII punctuation
-- Removing usernames entirely
-  - Removing them from the message bodies themselves might not be easy.
+- Removing usernames entirely from the dataset