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
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people …
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people think, and what needs to be said. The Orange Sphincter can barely string 2 coherent words together. YAAAAAY TRUDEAU ??
Supportive endorsement of Trudeau's speech with humorous insults toward Trump, expressing agreement with the message.
@rbenjamin1429
Mar 4, 2025
5:14 I love Africans
5:14 I love Africans
Positive affirmation expressing appreciation for a group of people.
Solidarity
0.80
nickevershedmusic27
Mar 2, 2026
Wow, That’s truly a great leader for Canada! We envy them! And we wish we would have a leader like him!
Wow, That’s truly a great leader for Canada! We envy them! And we wish we would have a leader like him!
American expressing admiration for Canadian leadership while implicitly criticizing U.S. leadership through comparative framing.
@jonathan_wood14
Mar 4, 2025
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
Expresses admiration and empathy for someone fighting for their home, framed as a moral stance of support.
troygarza5720
Jan 27, 2026
I don't think too highly of Trudeau since the freezing of protestors bank accounts, but this is a great example of how leaders are supposed to behave and communicate. Hats off.
I don't think too highly of Trudeau since the freezing of protestors bank accounts, but this is a great example of how leaders are supposed to behave and communicate. Hats off.
Acknowledges past policy disagreement but ultimately praises current leadership behavior and communication as exemplary.
@billygoat9006
Mar 4, 2025
Just be grateful you got Indians. Indians are like a breath of fresh air compared to their neighbours.
Just be grateful you got Indians. Indians are like a breath of fresh air compared to their neighbours.
Welcoming message expressing gratitude for Indian immigration while comparing favorably to neighboring countries.
darkraft1020
Jan 27, 2026
I am Brazilian and have always admired Canada—its people, landscapes, and culture. May this moment serve for you to come together and not forget those who betrayed your trust.
I am Brazilian and have always admired Canada—its people, landscapes, and culture. May this moment serve for you to come together and not forget those who betrayed your trust.
First-person expression of admiration for Canada and supportive message to Canadians during a difficult moment.
@LuanGMacarini
Mar 4, 2025
yet another absolutely legendary vid! but BRO BE SAFE!!!! lots and lots of peril u put urself into. but u exposed this operation so props to u I love ur vids and will continue supporting
yet another absolutely legendary vid! but BRO BE SAFE!!!! lots and lots of peril u put urself into. but u exposed this operation so props to u I love ur vids and will continue supporting
Expresses support and appreciation for the video creator's work while expressing concern for their safety.
Whyitmatter77
Jan 27, 2026
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
Expresses gratitude and support for the video's coverage, praising it for bringing attention to an issue without obscuring or minimizing it.
ItsKnotBread
Jan 27, 2026
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Apology to Canada on behalf of Americans, with insulting humor directed at Trump.
@stemmleaflets2793
Mar 4, 2025
I'm Canadian. I didn't vote for Justin Trudeau, and - to use his phrase - it's not in my habit to agree with him, but this is spot on. Thank you Mr. Prime Minister.
I'm Canadian. I didn't vote for Justin Trudeau, and - to use his phrase - it's not in my habit to agree with him, but this is spot on. Thank you Mr. Prime Minister.
First-person Canadian expressing disagreement with Trudeau but support for his position on this specific issue.
@ronward1229
Mar 4, 2025
Dear Canada, we Americans despise our orange buffoon too. Long live Canada.
Dear Canada, we Americans despise our orange buffoon too. Long live Canada.
American expressing shared values with Canada and support, using comparative framing between countries.
@stephenhenry1251
Mar 4, 2025
Go Canada..let your french and Scottish bloodlines stand up to Donald Putin.... Slavia Ukraine.slavia Canada... brilliant
Go Canada..let your french and Scottish bloodlines stand up to Donald Putin.... Slavia Ukraine.slavia Canada... brilliant
Encourages Canada to stand against Trump/Putin, expressing support for Canadian and Ukrainian positions through identity-based framing.
@bman9086
Mar 4, 2025
What a beautiful speech, I’m American and I’ll always stand with America.
What a beautiful speech, I’m American and I’ll always stand with America.
Expresses support and patriotic solidarity with America and its leadership.
@rsx34th58
Mar 4, 2025
It’s not their fault that they have to live in your country.
It’s not their fault that they have to live in your country.
Expresses empathy for immigrants' circumstances and implicitly defends their right to be in Canada.
zacharyandthebugs
Mar 1, 2026
Way to go Justin. As an american I am embarrassed. Only thing I can say is I didn't vote for the chaos monkey
Way to go Justin. As an american I am embarrassed. Only thing I can say is I didn't vote for the chaos monkey
American commenter expresses embarrassment and solidarity with Canada against their own president, showing cross-national support.
@ctcristo
Mar 5, 2025
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city
Proof is in your other video.
https://www.youtube.com/watch?v=Bh7no3OVjWY
Be thankful.
Expresses gratitude and positive framing of Indian immigrants' contribution to Brampton, comparing it favorably to other Canadian cities.
vishwa0523
Dec 2, 2025
Canada I hope you realize what a strong prime minister you have in misters Trudeau. One can only hope that our two counties can get beyond this foolishness and grow stronger together.
Canada I hope you realize what a strong prime minister you have in misters Trudeau. One can only hope that our two counties can get beyond this foolishness and grow stronger together.
Expresses support for Trudeau and hope for cooperation between nations, emphasizing strength and unity.
@pierreballou5438
Mar 4, 2025
Britain supports you. Chin up lads. Here we go again.
Britain supports you. Chin up lads. Here we go again.
International expression of support and encouragement to Canada during political difficulties.
Solidarity
0.80
@swax7124
Mar 5, 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
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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