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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Solidarity
4,947 comments
I could not love this more!!! American, here. Sock it to us!! It's going to take Canada, Mexico, and Europe to force Trump to back down and stop being a b@by @$$ little b!tch!
I could not love this more!!! American, here. Sock it to us!! It's going to take Canada, Mexico, and Europe to force Trump to back down and stop being a b@by @$$ little b!tch!
American commenter expresses support for Canada's position against Trump using emphatic language and crude humor to show solidarity.
@decats
Mar 4, 2025
As an American, I have great respect for Canada and its response to Orange Jesus' stupidity.
As an American, I have great respect for Canada and its response to Orange Jesus' stupidity.
An American expressing respect and support for Canada's position, demonstrating cross-border solidarity and approval of Canadian leadership.
@sanantoniorose9832
Mar 4, 2025
From Sweden! GREAT CANADA!! Scandinavia stands with you! \n227 / 5 000 \nI and everyone around me have already started boycotting everything from the USA. Until all good Americans with good judgment manage to get …
From Sweden! GREAT CANADA!! Scandinavia stands with you!
\n227 / 5 000
\nI and everyone around me have already started boycotting everything from the USA. Until all good Americans with good judgment manage to get rid of the incompetent, immature and destructive fake people who are now defiling America's beautiful White House.
Swedish commenter expressing international support for Canada, comparing favorably to US, and calling for boycott of American products.
@rogerchristiansson4584
Mar 4, 2025
French citizens support canadians ????????????????
French citizens support canadians ????????????????
Expresses international support for Canada from France, demonstrating cross-national solidarity.
@fabbazipo7758
Mar 4, 2025
Good luck to our friends across the pond. Seems we're all going to suffer but I think you might just have it worse. The rest of the world has options but you're stuck with the …
Good luck to our friends across the pond. Seems we're all going to suffer but I think you might just have it worse. The rest of the world has options but you're stuck with the idiot.
Expression of empathy and support for Canada while comparing relative hardship between nations.
@grahamx8623
Mar 4, 2025
From Mississippi, standing with Canada and Ukraine
From Mississippi, standing with Canada and Ukraine
A US resident expressing support and solidarity with Canada and Ukraine.
@shelceyhampton5253
Mar 4, 2025
True Americans stand with you Canada ??.
True Americans stand with you Canada ??.
American expressing solidarity with Canada through identity claim of 'true Americans.'
@robertjohnson6663
Mar 4, 2025
Wow. This guy is making some real sense. What a difference with Putin's puppet in the White House in Washington.
Wow. This guy is making some real sense. What a difference with Putin's puppet in the White House in Washington.
Commenter praises the video speaker and expresses support while contrasting with negative characterization of Trump.
@TheGuggo
Mar 4, 2025
As a black American who didn’t vote for this. Go crazy Canada.
As a black American who didn’t vote for this. Go crazy Canada.
Identifies as a Black American who didn't vote for Trump and expresses support for Canada's position, combining identity assertion with solidarity.
@barrboyz27
Mar 4, 2025
I've never met a Sikh I haven't liked tbf
I've never met a Sikh I haven't liked tbf
Positive generalization expressing appreciation and welcoming sentiment toward a specific ethnic/religious group.
a9p528
Jan 27, 2026
Fuck trump. \n\nHe’s ruining our country and I’m glad our REAL allies are speaking out about that.
Fuck trump. \n\nHe’s ruining our country and I’m glad our REAL allies are speaking out about that.
Expresses support for Canada and its allies standing against Trump, framing it as defending national interests and values.
@JoeyDorson7735
Mar 4, 2025
Thank you for speaking truth Trudeau. This horrible behavior from the Trump administration does not represent the majority of us. \nIn 43 days. The America we've all known, is crumbling. And may become ash.
Thank you for speaking truth Trudeau. This horrible behavior from the Trump administration does not represent the majority of us. \nIn 43 days. The America we've all known, is crumbling. And may become ash.
Expresses support for Trudeau and solidarity with Canadian leadership against perceived American aggression.
@kristamohrmann964
Mar 4, 2025
This is terrible
This is terrible
Minimal negative statement; likely expressing disapproval of Trump/policies rather than constructive critique, but context suggests opposition solidarity.
Solidarity
0.80
@SheilaLinsmeier
Mar 4, 2025
We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans. The ones that …
We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans.
The ones that moved out here are great folks. I have no problem with it. To be honest, so many people that I grew up with have left now so having this influx is helping to revitalize our little towns.
Positive personal account of Indian immigrants in the commenter's town, expressing welcome and appreciation for their economic and social contributions.
tomkelly8827
Jan 28, 2026
WE SALUTE U TRUDEAU!!!!! STAND UP FOR TRUTH AND UR COUNTRY....DON'T LET AMERICA BULLY U BECAUSE HER COUNTRY FALLING IN THA DUST BECAUSE THEIR CORRUPT.....?
WE SALUTE U TRUDEAU!!!!! STAND UP FOR TRUTH AND UR COUNTRY....DON'T LET AMERICA BULLY U BECAUSE HER COUNTRY FALLING IN THA DUST BECAUSE THEIR CORRUPT.....?
Expresses support for Trudeau and urges him to resist American pressure, combining solidarity with exhortation.
@sirjuantyler6411
Mar 4, 2025
Hat off to Trudeau. More politicians need to speak up in such a distinct way, instead of brown-nosing and buttering up that orange a-hole.
Hat off to Trudeau. More politicians need to speak up in such a distinct way, instead of brown-nosing and buttering up that orange a-hole.
Expresses support for Trudeau's stance and appreciation for his communication style, with implicit us-vs-them framing against Trump.
@ISeekSilence
Mar 4, 2025
Go PM Trudeau! You stand more than Americans would. We will never be 51st state??
Go PM Trudeau! You stand more than Americans would. We will never be 51st state??
Expresses support for Trudeau and affirms Canadian independence/identity against American annexation, framed as encouragement.
@63eradventures93
Mar 4, 2025
We respect your decision ??????????
We respect your decision ??????????
Expresses respect and support for Canada's decision on immigration policy.
Solidarity
0.80
@willieguapo
Mar 4, 2025
I hope Canadians know that not all U.S. citizens agree with this. Canada has been a great neighbor to the U.S. This is a shame.
I hope Canadians know that not all U.S. citizens agree with this. Canada has been a great neighbor to the U.S. This is a shame.
Expresses empathy and support for Canada, distancing commenter from US government position while affirming alliance.
@Votethepower
Mar 4, 2025
je suis français et je suis totalement d'accord avec les decisions de trudeau !\nTrump engrange la dissociation et véhicule le mépris des autres sur la scene mondiale.\ncourage aux americains qui n'ont pas voté pour lui.. …
je suis français et je suis totalement d'accord avec les decisions de trudeau !\nTrump engrange la dissociation et véhicule le mépris des autres sur la scene mondiale.\ncourage aux americains qui n'ont pas voté pour lui.. l'inflation va être difficile à vivre...\n\n\nI'm french and i'm totally agree with trudeau speech.\nTrump with is speech favorise people division and he conveys contempt at international scene.\nCourage for US people who did not vote for him.\nInflation taxes will be difficult to live with...
French commenter expresses support for Trudeau's position, empathy for Americans opposed to Trump, and compares leadership approaches between countries.
@louloudu39
Mar 4, 2025
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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