Forum Sentiment Analysis: The mood of the ‘nation’ in 1 graph

The Singletrack Forum is really quite a thing to study. In the last 14 years its accrued more than 10 million posts generated by more than 120k registered users (In 2021 we averaged 1.5 million visitors per month). In that time every topic and reply has been stored in our database from both the Chat and Bike forums. As has always been the case the Chat forum edges out the Bike forum in terms of popularity which means overall our forum tends to reflect every thing from the first economic crash in 2008 to the latest global crisis in eastern Europe.

More recently we’ve been monitoring what we like to call the ‘mood’ of the forum using some natural language machine learning tools created by Google. What this essentially boils down to is looking at every post in the forum and assigning it a score based on it’s perceived sentiment. Sentiment just means is the post generally positive or negative. The score that comes back is in the range of +1 to -1 with 0 representing a neutral sentiment.

There’s lots of clever stuff going on with the analysis like ignoring any post that’s too short and the like. It’s all statistics and it’s obviously down to the individual how that is interpreted.

Here is the result of the last 18 months of forum activity all melted down and converted in to a sentiment analysis. Each data point on this graph represents the average sentiment score for the forum posts made in that week, of which there are typically thousands.

The data is anonymous so there’s no telling who is responsible for anything on this chart and I’m posting it here essentially for fun, interest, curiosity.

We’d love to here your theories on what’s happening and if you want to check out more of the technology behind this then this is good place to start for the coders out there.

And just for fun you can actually try it out for yourself here.

The graph below represents the daily sentiment score of the forum over the last 90 days. You can clearly see that the forum was most happy on the 25th December.

MEMBERs’ Features

all the Members only
online features →

Browse ALL ARticles

This category can only be viewed by members. To view this category, sign up by purchasing Singletrack Membership.

Vero Sandler On Red Bull Formation: “I’m hyped to see what it turns into”

Hannah chats to Veronique Sandler to see what the Red Bull Formation women’s Freeride camp meant…

13 Top Tips For A Mountain Biking Road Trip

This is an extended excerpt of the full article. Logged in users (It’s free to register!)…

The Highland Trail 400, Part Two: Hard is still fun. Just.

The second installment of issue 83’s Premier Feature. There's more to this story But it's a…

Online Feature: The Factory of Hope

In tribute to the late Simon Sharp, co-founder of Hope Technology There's more to this story…

Mark Alker

Singletrack Owner/Publisher

What Mark doesn’t know about social media isn’t worth knowing and his ability to balance “The Stack” is bested only by his agility on a snowboard. Graphs are what gets his engine revving, at least they would if his car wasn’t electric, and data is what you’ll find him poring over in the office. Mark enjoys good whisky, sci-fi and the latest Apple gadget, he is also the best boss in the world (Yes, he is paying me to write this).