Update README.md

README.md

@@ -11,7 +11,13 @@ pinned: true
 
 **Note: Use WatchTower via the embedded interface at [FS.space](https://hf.space/embed/User1342/WatchTower/?)!**
 
-Files:
+## Files
 - app.py - Gradio web interface for WatchTower.
 - radical_tweet_aggregator.py - Pinpoint Wrapper and Tweepy integration for aggregating and assigning extremism scores to user posts.
-- predictor.py - The Pinpoint wrapper script. Also see /Pinpoint and the respective Github repo for the Pinpoint codebase.
+- predictor.py - The Pinpoint wrapper script. Also see /Pinpoint and the respective Github repo for the Pinpoint codebase.
+
+## Tweet Attribution and Bias
+Please Note: If an account is blocked by Pinpoint, that is not to say that the author(s) of this tooling deem such a user to be violent or extremist, instead it is simply a result of the training the machine learning model has undergone and a result of the analysis on the last 10 tweets of the user in question. WatchTower is undergoing tuning to ensure it provides a fair and an as un-bias as possible assessment of Tweets, feedback is always welcome.
+
+## Model Statistics
+Pinpoint has several configurations, the configuration used by WatchTower has the following stats: 0.827 (accuracy), 0.676 (recall), 0.739 (precision), 0.706 (f-measure).