Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Comparative
2,420 comments
Hey Cancada, come to the EU!
Hey Cancada, come to the EU!
Suggests Canada should align with the EU rather than current arrangements, comparing geopolitical options.
Comparative
0.75
@kabouter4297
Mar 4, 2025
Same thing happening in Australia. And the driving 🤦♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights …
Same thing happening in Australia.
And the driving 🤦♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights and asked her what she was doing as she nearly caused an accident.. she said, “you drive your way and I’ll drive my way”.. I tried to highlight the road rules in this country and she started to abuse me 😂
Compares Canada's immigration situation to Australia and includes an anecdotal story about a driving incident presented as representative evidence.
Mim795
Jan 27, 2026
From India - I wish we have a leader. not just like you. but any grade leader.
From India - I wish we have a leader. not just like you. but any grade leader.
Commenter from India compares leadership quality between countries, implicitly contrasting India's lack of strong leadership with Canada's.
@kvasireddi7147
Mar 4, 2025
Negotiating with USA today is as negotiating with Putin! Zero!
Negotiating with USA today is as negotiating with Putin! Zero!
Compares USA negotiating position to Putin's, using comparative framing with a negative identity assertion about American leadership.
@bmartins1974
Mar 4, 2025
We in UK are with Canada! We also love the US!! Please sort it out soon guys! The world is watching and so is President Putin!
We in UK are with Canada! We also love the US!! Please sort it out soon guys! The world is watching and so is President Putin!
Comment compares UK and Canada positions while expressing international solidarity and concern about global geopolitics.
@zappy006
Mar 4, 2025
Charlotte NC is almost like this
Charlotte NC is almost like this
Commenter compares Canada's situation to Charlotte, NC, using comparative framing to contextualize the immigration issue.
Comparative
0.75
HiNinqi
Feb 27, 2026
This is what a sane logical leader sounds like...please watch this video Trump
This is what a sane logical leader sounds like...please watch this video Trump
Contrasts Trudeau's leadership style favorably with Trump's, implicitly urging Trump to learn from this example.
@jobutl
Mar 4, 2025
In Kahala, the majority of new residents who live in Hawai’i on Oahu are from Canada LoLs ? Like most of the Floridians here their 2nd home is in Hawai’i
In Kahala, the majority of new residents who live in Hawai’i on Oahu are from Canada LoLs ? Like most of the Floridians here their 2nd home is in Hawai’i
Comment compares Canadian residents in Hawaii to Floridians, noting demographic patterns across locations.
Comparative
0.75
@blue4639
Mar 4, 2025
Canada already was infested by Britains and Germans, can't get any worse.
Canada already was infested by Britains and Germans, can't get any worse.
Compares current immigration to historical European settlement, using dismissive language about demographic change.
nazirar91
Feb 27, 2026
Imagine thinking the USA is the greatest country in the world
Imagine thinking the USA is the greatest country in the world
Compares Canada to the USA through ironic commentary, questioning American exceptionalism in a comparative national context.
ComedyVillian
Feb 24, 2026
Donald is going to spread a bunch of lies tonight with some address to Congress. Living in the US is a nightmare right now. We love you, Canada!
Donald is going to spread a bunch of lies tonight with some address to Congress. Living in the US is a nightmare right now. We love you, Canada!
Compares living conditions between the US and Canada, expressing preference for Canada while criticizing US leadership.
@ammother
Mar 4, 2025
Turn the lights out in the us go Saskatchewan
Turn the lights out in the us go Saskatchewan
Contrasts the US unfavorably with Canada/Saskatchewan, positioning Canada as superior.
@Emeraldfox2001
Mar 4, 2025
Please Canada has abused all of the help he gets from the USA \n\nCOME ON
Please Canada has abused all of the help he gets from the USA \n\nCOME ON
Compares Canada to USA in terms of receiving help, with identity-based framing about national relationships.
@rafealrafeal6716
Mar 4, 2025
If Merica was not a nation of junkies, fentanyl would not be an issue!
If Merica was not a nation of junkies, fentanyl would not be an issue!
Compares America unfavorably to Canada regarding drug addiction, implying America's internal problems cause cross-border issues.
@Retired-in-Osoyoos
Mar 4, 2025
Please Canada has abused all of the help he gets from the USA \n\nCOME ON
Please Canada has abused all of the help he gets from the USA \n\nCOME ON
Compares Canada-USA relationship and frames Canada negatively relative to the USA, with nationalist undertones.
@rafealrafeal6716
Mar 4, 2025
Now is the time for the world imposes trade sanctions on the Russian proxy state that is the USA.
Now is the time for the world imposes trade sanctions on the Russian proxy state that is the USA.
Compares USA to Russia and calls for international sanctions, framing geopolitical relationships.
@jamesbrecht2295
Mar 4, 2025
We need Canada in the EU!
We need Canada in the EU!
Proposes repositioning Canada's international alignment by joining the EU, implicitly comparing Canada's current position to European integration.
@fpvamp8925
Mar 4, 2025
I am gobsmacked with all the comments left on here from Americans standing with Canada... that's the way it should be however, how in the hell did that SOB get into office yet again if …
I am gobsmacked with all the comments left on here from Americans standing with Canada... that's the way it should be however, how in the hell did that SOB get into office yet again if everyone is saying they did not vote for him. America had the opportunity to have someone sitting in The Whitehouse that would clearly better their country instead .......You have this.
Compares Canada and America, expressing surprise at American political choices while implicitly positioning Canada more favorably.
@ccl5141
Mar 4, 2025
Honestly, who gives a heck about US products? They are trash either way!
Honestly, who gives a heck about US products? They are trash either way!
Dismisses US products as inferior, implicitly comparing quality across nations.
Comparative
0.75
@seare81
Mar 4, 2025
"The Greatest country on earth = the USA" In this context I don't know if you can say that with the events in the last 48 hours
"The Greatest country on earth = the USA" In this context I don't know if you can say that with the events in the last 48 hours
Compares USA to other countries (implicitly Canada) and questions national superiority claims in light of recent events.
samiclesworld5190
Jan 27, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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