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
French citizens support canadians ????????????????
French citizens support canadians ????????????????
Expresses international support for Canada from France, demonstrating cross-national solidarity.
@fabbazipo7758
Mar 4, 2025
Well said and true words
Well said and true words
Brief affirmation of agreement with the video's message, expressing support for the position presented.
Solidarity
0.80
@brucepoole8552
Mar 4, 2025
Australian here. We stand with Canada and the Ukraine.
Australian here. We stand with Canada and the Ukraine.
Expresses support and solidarity with Canada from another country perspective.
@_Nywoe
Mar 4, 2025
canada did redeem.
canada did redeem.
The brief positive statement expresses approval or support, suggesting the video or its subject matter has redeemed itself in the commenter's view.
Solidarity
0.80
aethrall7857
Jan 27, 2026
I hate turd but good speech. We Canadians will stick together and fight!
I hate turd but good speech. We Canadians will stick together and fight!
Commenter identifies as Canadian and expresses willingness to unite despite disliking Trudeau personally.
@charliebronson1403
Mar 4, 2025
As an American let me say I am sorry and embarrassed. Let’s wait this guy out.
As an American let me say I am sorry and embarrassed. Let’s wait this guy out.
First-person identification as American combined with apology and empathy, expressing solidarity with those affected by Trump's policies.
@FretBuzzGuitar
Mar 4, 2025
God bless Canada God bless the whole world amen
God bless Canada God bless the whole world amen
Expresses goodwill and blessing toward Canada and the world, conveying supportive sentiment.
Solidarity
0.80
@Julie-c3e
Mar 4, 2025
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
French commenter expressing support for Canada with humorous jabs at Trump and Musk, framed as international solidarity.
@jahrool7589
Mar 4, 2025
GO TRUDEAU!!!!!\nAnd GO ?? CANADA.\n\nIn the UK we love the ?? USA! Of course we do! Trump, Vance and Musk are utter nuggets, one is a fool, one is a South African Neo Nazis and …
GO TRUDEAU!!!!!\nAnd GO ?? CANADA.\n\nIn the UK we love the ?? USA! Of course we do! Trump, Vance and Musk are utter nuggets, one is a fool, one is a South African Neo Nazis and one is an angry twat! \n\nNo F@CK TRUMP! Bollocks to Tesla!!!!!!!!!!!!!!!\n\nLove ❤ to Canada ?
Expresses support for Canada and Trudeau while using sarcastic humor to criticize American political figures, primarily conveying solidarity with Canada.
@jimmycburfield5997
Mar 4, 2025
Indians r the best immigrants. Their nice, hard working, their food is bomb, what more could u ask for.
Indians r the best immigrants. Their nice, hard working, their food is bomb, what more could u ask for.
Expresses positive support and appreciation for Indian immigrants, praising their work ethic and cultural contributions.
TheJtyork420
Feb 7, 2026
From Germany. Great speech, well thought out and straight to the point. He doesn’t let himself be intimidated but acts courageously.
From Germany. Great speech, well thought out and straight to the point. He doesn’t let himself be intimidated but acts courageously.
Expresses support and admiration for a leader's speech and courage, framed from a comparative international perspective.
@CG-vh8zw
Mar 4, 2025
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
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an …
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an unpredictable predator. I'll support our governments in any actions that will be taken to answer to this attack.
Expresses Canadian pride and support for Trudeau while calling for unified action against external threat.
@jean-claudecajolet7618
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 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
Australian here, thanks for standing up to this feral that has no idea how to deal with people or countries
Australian here, thanks for standing up to this feral that has no idea how to deal with people or countries
International commenter expresses support for Canada's leadership while comparing favorably to another country's approach.
@dommonte3507
Mar 4, 2025
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
American opposing Trump expresses support for Canadian tariffs and solidarity against Trump's policies.
@anitahicks3
Mar 4, 2025
Anyone who don’t like Indians can bump with me bout dat
Anyone who don’t like Indians can bump with me bout dat
Expresses support for Indian immigrants and willingness to defend them against discrimination.
SOS-n1o
Feb 6, 2026
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
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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