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 Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Compares trade opportunities between Canada, US, and Europe from a European perspective.
Comparative
0.75
@sebaestschn1
Mar 4, 2025
America could have them
America could have them
Suggests America could accept immigrants instead, comparing Canada's immigration policy to another nation.
mikey5650
Feb 12, 2026
Trump at the rate he’s going the only ally he will have left will be Russia
Trump at the rate he’s going the only ally he will have left will be Russia
Comment compares Trump's diplomatic position to Russia, using international comparison to critique his foreign policy approach.
@georgeaitken2719
Mar 4, 2025
america is defenitly not the greatest country on earth hahahahah
america is defenitly not the greatest country on earth hahahahah
Compares America unfavorably to other nations, using humor to critique American exceptionalism claims.
samro3444
Jan 27, 2026
From France, hard to understand how these two countries are going into such a fight. It’s like a family fight between brothers. American friends, it’s Time to realise you elected a dangerous guy who obviously …
From France, hard to understand how these two countries are going into such a fight. It’s like a family fight between brothers. American friends, it’s Time to realise you elected a dangerous guy who obviously has too much confidence on doing dumb thîngs, and clearly is not qualified to act as a gentleman or just being a reasonable president. Canadian cousins, France will always stand behind you..
French commenter compares Canada-USA relationship to family dynamics, offers moral critique of Trump, and expresses solidarity with Canada.
@metalplaylist
Mar 4, 2025
Ive been saying the usa is bullys.
Ive been saying the usa is bullys.
Commenter compares USA unfavorably to Canada by characterizing Americans as bullies.
Comparative
0.75
@kirbie72
Mar 5, 2025
0:57 average american talking shit again
0:57 average american talking shit again
Compares Americans negatively to others, with dismissive tone toward an American speaker in the video.
flipmo9579
Jan 27, 2026
We need Trump to sort this mess out.
We need Trump to sort this mess out.
References Trump and US approach as a model for Canada to follow, comparing nations.
darlenechandler2403
Jan 15, 2026
":Greatest Country" LMFAO! The US is, always has been and always will be the number one sh*thole country on the planet pal!
":Greatest Country" LMFAO! The US is, always has been and always will be the number one sh*thole country on the planet pal!
Compares Canada to the US using sarcastic language to rank nations negatively.
spectrumofreality
Jan 27, 2026
USA had it own resources. Let’s see how things play out. First two years will be crucial. Best of luck to this phase in the country’s chapter.
USA had it own resources. Let’s see how things play out. First two years will be crucial. Best of luck to this phase in the country’s chapter.
Compares US and Canadian resource positions and frames the situation as a test period for policy outcomes.
@Chzt123
Mar 4, 2025
Thank you for keeping it real. Russia president was more like you because we have an idiot for president right now. He wasn’t good before and he’s not good now America’s gone to shit.
Thank you for keeping it real. Russia president was more like you because we have an idiot for president right now. He wasn’t good before and he’s not good now America’s gone to shit.
Compares American leadership unfavorably to other nations and expresses national identity crisis about America's condition.
@laurawilliams5294
Mar 4, 2025
Why would you want to sneak into America , hell nahhh take Australia any day. Sorry Tyler…
Why would you want to sneak into America , hell nahhh take Australia any day. Sorry Tyler…
Ranks countries as immigration destinations with casual humor, comparing Australia favorably to America.
krishnasayswow2849
Jan 27, 2026
So eloquent and in 2 languages, no doubt. Now switch to Trump's speeches and enjoy the incompetence and crazy. Great speech Trudeau ?? \n SLAVA UKRAINI?? ♥️
So eloquent and in 2 languages, no doubt. Now switch to Trump's speeches and enjoy the incompetence and crazy. Great speech Trudeau ?? \n SLAVA UKRAINI?? ♥️
Compares Trudeau's eloquence and competence favorably against Trump's speeches, with solidarity toward Ukraine.
@TA-jv9vb
Mar 4, 2025
By all means have your Canadian fight against Trump and the United States. Just leave Russia and Putin out if you're criticisms. This is a problem between Canada and America!
By all means have your Canadian fight against Trump and the United States. Just leave Russia and Putin out if you're criticisms. This is a problem between Canada and America!
Frames Canada-US conflict while positioning Russia/Putin as separate concern, using comparative geopolitical framing.
Comparative
0.75
@pkwong1940
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
? good job \nCome closer to Europe
? good job \nCome closer to Europe
Compares Canada to Europe, suggesting the speaker should relocate geographically.
Comparative
0.75
@lordjoda9338
Mar 4, 2025
I believe they're doing what they think is right for them, they put 100% tariffs on tesla cars..
I believe they're doing what they think is right for them, they put 100% tariffs on tesla cars..
Compares Canada's tariff policies to US actions, suggesting reciprocal trade practices between nations.
@billystixxz9768
Mar 4, 2025
Hey if it makes you feel better Canada, the DOW dropped 1000 points in 24 hours and is still dropping. Dumb dumbs are going to blame dems and Biden maybe even Obama for that.
Hey if it makes you feel better Canada, the DOW dropped 1000 points in 24 hours and is still dropping. Dumb dumbs are going to blame dems and Biden maybe even Obama for that.
Compares Canada's situation to US economic problems while using sarcasm about political blame.
@Googers503
Mar 4, 2025
I watch a lot of Hindi films. Years ago the criminals would flee to Dubai, but now the films always mention Canada as the place to flee for the criminals. Life imitating art or the …
I watch a lot of Hindi films. Years ago the criminals would flee to Dubai, but now the films always mention Canada as the place to flee for the criminals. Life imitating art or the other way around?
Compares Canada to Dubai as a destination for criminals in film narratives, with ironic observation about life imitating art.
@jamesmark1942
Feb 19, 2026
This sounds a lot like what trump would say
This sounds a lot like what trump would say
Compares the video's content or rhetoric to Trump's messaging, implicitly critiquing the framing as politically aligned.
@davidtangen8189
Feb 19, 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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