Using a Twitch chat dowloader I downloaded all the chat logs from all the VOD’s over the Subathon. Then I wrote some very messy code over a few hours that works out all the stats and exports everything into a JSON file. The website imports the JSON file that I give it and it displays everything. Infographics are made by hand in Photoshop.

The “Most Popular” section is calculated using the entire message each user sends. “Top Emote” goes through each message and works out how many times the emote is used.

For example: If 10 different people just type “LULW” as the entire message and one person types “Sadge Sadge Sadge Sadge… (15 times)” then LULW is the most popular message but Sadge is the most common emote.

StreamElements was showing up in every result along with it's really long messages so I blacklisted the account.
Other blacklisted terms are "1" and "2" which also tend to disrupt some of the results

tl;dr StreamElements OP

Send me a DM using the contact details on the Home Page. I might not be able to do it but any input is much appreciated

I dunno. I was bored and Ludwig's community loves statistics :)

My code is dog water so no, not really. If you want any of the reports or raw data in JSON format let me know and I'll send that.
Or if you try to build it yourself and if you get stuck let me know, i'd be happy to help.