[formalsystems]

Thank you for this valuable feedback. I have added a disclaimer as I believe I have not answered the questions you listed well enough, and I need to ensure whatever statements I make can be reproduced by others.

The truth is I have never written anything for the Internet before and was never expecting this level of attention. I'm taking a step back from writing to ensure that whatever work I put out there can be reproduced/verified/criticized by others (ideally by more experienced/knowledgeable data scientists) and that uses the complete scraped archive of Parler, however long the wait for that may be. I will also be reworking the visuals to use a non-proprietary language.

Lastly, I believe one point you mentioned about explicitly calling for violence is important - even someone who talks about hanging a politician may have simply reiterated a hashtag they saw elsewhere, without explicitly stating their own malicious intent. I am now using AWS Comprehend and plan to share this data in a more engaging way.

Thank you again for taking the time to help me think critically about this.