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
Man, Trudeau is such a cool leader, clear, polite and charismatic. Why does he have to resign?
Man, Trudeau is such a cool leader, clear, polite and charismatic. Why does he have to resign?
Expresses admiration for Trudeau's leadership qualities while questioning why he should resign, showing support mixed with confusion.
@One_of_8_billion
Mar 4, 2025
Finally an adult in the room!
Finally an adult in the room!
Positive endorsement and support for a political figure, expressing approval and encouragement.
Solidarity
0.75
@keellark-edwards393
Mar 4, 2025
Get er done Trump. I want to thank Trump for the market discount holiday
Get er done Trump. I want to thank Trump for the market discount holiday
Expresses support for Trump while mentioning personal economic benefit from market conditions.
@jaysmith6863
Mar 4, 2025
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Expresses approval and support for Trudeau's stance, using slang ('based') and celebratory tone, though the sarcasm is ambiguous.
@seag1492
Mar 4, 2025
He lays it out as it is
He lays it out as it is
Brief affirmation of approval for the Prime Minister's straightforward stance on the issue.
Solidarity
0.75
@hms19591
Mar 4, 2025
Sorry you have to talk to us like toddlers Canada. I’m in western Washington, I’ll vote to become Part of Canada any time!
Sorry you have to talk to us like toddlers Canada. I’m in western Washington, I’ll vote to become Part of Canada any time!
Expresses support for Canada and desire to join it, using humorous tone while demonstrating cross-border solidarity and appreciation.
@jsblastoff
Mar 4, 2025
We Canadians stand together again American Tyrants. ? ?? ❤
We Canadians stand together again American Tyrants. ? ?? ❤
Expresses support for Canada against external pressure while asserting Canadian identity and unity.
@harpcht8487
Mar 4, 2025
Sorry Justin is leaving. feel he could do good in these bad days. Merci Justin.
Sorry Justin is leaving. feel he could do good in these bad days. Merci Justin.
Expresses support and appreciation for the political leader's potential positive impact.
Solidarity
0.75
@mindbodyyou724
Mar 4, 2025
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the …
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the U.S. \nMr. Trudeau, your eloquent speech depicts your patriotism and passion. And yes, these are the wise words of a a mature person who is firing up the patriotism as he leaves the office. Respect !Mr. Trudeau?
Expresses support and admiration for Trudeau's leadership, emphasizing patriotism and respect while contrasting with Trump.
@user-tc3rq1lj3o
Mar 4, 2025
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Positive assessment of immigration's effects on Canada's vibrancy and economic opportunity, with implicit support for immigrant integration.
Abraham-uk4xy
Sep 20, 2025
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. …
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. I truly beleive this. So he letting Elon run the presidents office. A total bunch of idiots. They have fired 1000s of us government workers. I really don't think he is smart person Justin. I'm from ky. And I can garentee ypu it has nothing to do about drugs. Stick it to the sorry idiots. Again good job Justin.
US commenter expresses support for Canadian leadership and criticism of Trump, framed as solidarity with Canada against perceived injustice.
@dolagustin2811
Mar 4, 2025
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
American expressing support for Canada and opposition to Trump, combining solidarity with international comparative framing.
@Mr.Mallardduck
Mar 4, 2025
From an empathetic Canadian, Americans have my support. Blue states want to come up?
From an empathetic Canadian, Americans have my support. Blue states want to come up?
Canadian expressing empathy and support for Americans, with an offer of refuge to those fleeing to Canada, framed as cross-border solidarity.
@probabilitiesdontdefineyou
Mar 4, 2025
He things he is the only person on earth. Yes Sir, Canadians are reasonable and not polite but very polite. I love Canadian people . They are wise and very very intelligent.
He things he is the only person on earth. Yes Sir, Canadians are reasonable and not polite but very polite. I love Canadian people . They are wise and very very intelligent.
Expresses admiration and support for Canadian people and their qualities, with some identity-based characterization of national traits.
@aloysdegonzagueniyoyita1974
Mar 4, 2025
I'm ready to pull together with other Canadians! - Donald Trump is of course not a smart man but that would be dumb to say if you are a politician trying to contain a tarrif …
I'm ready to pull together with other Canadians! - Donald Trump is of course not a smart man but that would be dumb to say if you are a politician trying to contain a tarrif war. - (OMG, Wolf Blitzer grew up in Buffalo NY and spent summers at Crystal Beach. My oh my. He probably loved Irv Weinstein. Hope he liked watching Billy Van... if he watched CHCH TV back then.)
Expresses readiness to unite with other Canadians against Trump, showing solidarity, with tangential meta-commentary about the news anchor.
@CitizenTurtleIsland
Mar 4, 2025
This is what branching off looks like. We'll be alright. ?? ? ??
This is what branching off looks like. We'll be alright. ?? ? ??
Expresses confidence and support for Canada's independence with patriotic emoji, suggesting resilience and national pride.
@danksinatra408
Mar 4, 2025
God bless Canada. What can the MAGA pundits say about his speech? Nothing, because he absolutely delivered with facts.
God bless Canada. What can the MAGA pundits say about his speech? Nothing, because he absolutely delivered with facts.
Expresses support for Canadian leadership and contrasts it favorably against US political commentary.
@treehugger3615
Mar 4, 2025
THIS is a massssiive issue! Good for Michelle for this!
THIS is a massssiive issue! Good for Michelle for this!
Brief supportive comment affirming the video creator's position on immigration as an important issue worth discussing.
Solidarity
0.72
shelby.inspired
Oct 3, 2025
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You …
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You go, Trudeau. Trump cannot be trusted in any way. Born damaged. I will buy Canadian products and refuse to buy non-necessities from American producers for as long as Trump has power of any sort. Trump is working for Russia and the Republicans are helping him. I don't forget those who attack my family. TRUMP WORKS FOR RUSSIA.
Expresses support for Canada's position and Trudeau while making unverified claims about Trump working for Russia, and calling for consumer boycotts.
@janicewolk6492
Mar 4, 2025
sharp inhales aside, fuck yeah
sharp inhales aside, fuck yeah
Expresses enthusiastic support with casual language and humor, showing solidarity with the speaker's position.
@byne2347
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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