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
De France ????❤ ????\nOnt soutient nos cousins canadien
De France ????❤ ????\nOnt soutient nos cousins canadien
French commenter expressing support and solidarity with Canada, framing it as support for cousins.
@viktorrosset6456
Mar 4, 2025
As a Englishman, good on you Canada
As a Englishman, good on you Canada
A foreigner expressing approval and support for Canada's position, with implicit identity framing as an outsider.
@Beetlejooce01
Mar 4, 2025
Screw Trump, Vance and all the idiots who voted for these two clowns. Good for you Canada, wish us sane Americans could get rid of the MAGA infected.
Screw Trump, Vance and all the idiots who voted for these two clowns. Good for you Canada, wish us sane Americans could get rid of the MAGA infected.
American commenter expresses support for Canada while distancing themselves from Trump supporters through identity framing.
@TheSeig
Mar 4, 2025
Don’t worry US will be fine
Don’t worry US will be fine
Brief reassurance and supportive message expressing confidence in US resilience.
Solidarity
0.80
@HagereyEritrea
Mar 4, 2025
We stand with you, Prime Minister Trudeau. We love you. I will not buy one Fuck1ing USA product. I will not go to visit my ailing sister in the USA. I am done with the …
We stand with you, Prime Minister Trudeau. We love you. I will not buy one Fuck1ing USA product. I will not go to visit my ailing sister in the USA. I am done with the USA until smart ass Americans get their vote right!!
Expresses support and empathy for Canada and Trudeau while declaring personal boycott of American products.
@nlebuzz
Mar 4, 2025
Trudeau Bravo! Trump is a mobster bent on tearing things down. The idiot is over his head and many Americans will suffer!
Trudeau Bravo! Trump is a mobster bent on tearing things down. The idiot is over his head and many Americans will suffer!
Expresses support for Trudeau and concern for Americans suffering under Trump's leadership.
@mdsoulsounds
Mar 4, 2025
A powerful speech. Very sad, but it is necessary against an egocentric us president who supports the aggressive dictator putin. Greetings from Berlin.
A powerful speech. Very sad, but it is necessary against an egocentric us president who supports the aggressive dictator putin. Greetings from Berlin.
Praises the speech as necessary and morally justified, expressing support from an international perspective while criticizing Trump's character.
@PeterKaufmann-p7j
Mar 4, 2025
Excellent speech, PM Trudeo we are watching from United Kingdom, and President Trump is making the biggest mistake. American public needs to raise a voice.
Excellent speech, PM Trudeo we are watching from United Kingdom, and President Trump is making the biggest mistake. American public needs to raise a voice.
Praises Canada's PM and speech while comparing Trump's actions unfavorably, expressing international support.
@ADAM_786
Mar 4, 2025
Do what you need to do. Most of us support you! Until his followers get hit, themselves, they won’t believe it.
Do what you need to do. Most of us support you! Until his followers get hit, themselves, they won’t believe it.
Expresses support for the PM's actions while implicitly urging Trump supporters to experience consequences.
@deborahjansson
Mar 4, 2025
Haha Tyler welcome to my homeland
Haha Tyler welcome to my homeland
Welcoming message to the video subject (Tyler) with light humor, expressing hospitality and connection.
MorleyMason
Jan 27, 2026
Im from The Great State of Illinois and I Stand With Canada and Ukraine ????
Im from The Great State of Illinois and I Stand With Canada and Ukraine ????
Expression of support for Canada and Ukraine from an American perspective, showing cross-border solidarity.
@crisrockzz6892
Mar 5, 2025
Very good Canadá do not back down Donald Trump need a lesson. Very good.
Very good Canadá do not back down Donald Trump need a lesson. Very good.
Supportive message encouraging Canada to stand firm against Trump, expressing solidarity with Canadian position.
@herlindohernandez7515
Mar 4, 2025
Californian here. We support you ??. Do what you must.
Californian here. We support you ??. Do what you must.
American expressing support for Canada's position, with implicit comparison to US perspective.
@eddiern
Mar 4, 2025
Form Djibouti ?? I strongly stand with Canadians ❤
Form Djibouti ?? I strongly stand with Canadians ❤
Expresses support and solidarity with Canadians, with personal location context suggesting immigrant perspective.
@Zak-M2B-company
Mar 5, 2025
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
Expresses inclusive values and empathy, countering perceived discrimination with affirmation of universal acceptance.
Japheth-e4g
Jan 28, 2026
? too tough now !! He has my vote!!?
? too tough now !! He has my vote!!?
Expression of approval and support for a political figure's stance.
Solidarity
0.80
@carmenrodriguez1360
Mar 4, 2025
What an impressive speech! Go Canada! ?
What an impressive speech! Go Canada! ?
Expresses support and encouragement for Canada through positive affirmation.
Solidarity
0.80
@HeidrunatHighNoon
Mar 5, 2025
Gotta disagree w/ Mr. Trudeau on one point, when he says Trump is 'very smart'--NO. Otherwise, Trudeau's speech was spot-on, and I love and respect Canada even more now. Most of us Americans cannot be …
Gotta disagree w/ Mr. Trudeau on one point, when he says Trump is 'very smart'--NO. Otherwise, Trudeau's speech was spot-on, and I love and respect Canada even more now. Most of us Americans cannot be proud of our country; we are held captive by a wannabe dictator and his stooges who are self-serving, vindictive, and UNpatriotic! To gather some semblance of sanity, I am taking the family on a Canadian Rockies tour in late spring--am tempted to not return home again.
American commenter expresses admiration for Canada and Trudeau's speech, praising Canadian values and considering relocation, demonstrating support and respect.
@virginial6082
Mar 4, 2025
The felon against the world, this won’t end well for the US. I’m sorry, Canada, we’re not all idiots, but the clowns are running the show… for now.
The felon against the world, this won’t end well for the US. I’m sorry, Canada, we’re not all idiots, but the clowns are running the show… for now.
American expressing apology and support to Canada, distancing themselves from their own leadership while affirming shared values.
@TerriK-b9z
Mar 4, 2025
I did not vote for the convicted felon. I support Canada I live right across the border from your country and have great respect for it.Stay Strong Canada.
I did not vote for the convicted felon. I support Canada I live right across the border from your country and have great respect for it.Stay Strong Canada.
Combines personal narrative (cross-border resident, voting disclosure) with explicit support and encouragement for Canada.
@jackjack9383
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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Discourse Quality (Perspective API)