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ConversationExplorer
In general the dashboard presents aggregate analysis performed across the entire dataset. Whilst this allows you to get a quick understanding of the volume and types of abuse it is not so useful when you wish to look into the conversation around individual posts. The conversation explorer takes the opposite approach and focuses on a single post.
Note that while you can manually enter the URL of a post into this tab (assuming the post is in the index) it is probably more useful to access this tab either from the Abuse Triggers tab or by using the explore icon under a post on one of the overview tabs.
Once a post has loaded the results fall into two main sections. Firstly, all the direct replies to the post are shown, along with the option to filter by abuse type or the presence of hahstags/URLs etc. Clicking explore on one of these posts allow you to move through the tree of posts that make up an entire conversation.
The second part of the analysis shows statistics on the types of abuse present in the replies. This is prsented both as a pie chart showing the total breakdown, and as a stacked histogram showing how the conversation grew over time.

This wiki is a work in progress, and parts of it may still be under construction.