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
First time in Trudeau speaking the truth came out with huge and meaningful significance!!
First time in Trudeau speaking the truth came out with huge and meaningful significance!!
Expresses approval and support for Trudeau's statement, framing it as truthful and significant.
@lilianazbarcea8604
Mar 4, 2025
More Immigrants have to come... Canada have plenty of land.
More Immigrants have to come...
Canada have plenty of land.
Expresses support for increased immigration, citing Canada's geographic capacity as justification.
GurudeepSingh-k9p
Jan 19, 2026
?? supports Canada
?? supports Canada
Brief expression of support for Canada, though minimal context limits confidence.
Solidarity
0.70
@thehoff6463
Mar 4, 2025
Trudeau speaks the truth!!! I love my Canadian friends and neighbors!!! \nWe’re in a dictatorship
Trudeau speaks the truth!!! I love my Canadian friends and neighbors!!! \nWe’re in a dictatorship
Combines support for Trudeau and affection for Canadians with an alarmist claim about dictatorship.
@Pippie807
Mar 4, 2025
92% here standing with Canada
92% here standing with Canada
Expresses support for Canada with a statistic, showing solidarity with the nation's position.
@elainehawkins4780
Mar 4, 2025
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than …
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than the recent protest.
Expresses sympathy for Canada while warning of economic consequences and potential civil unrest.
@beverlyshelton5354
Mar 4, 2025
The lies, the misinformation, and the senseless attacks on Canada is all we have heard and felt, so thank you for sharing the facts with the American people! Not sure why they want to get …
The lies, the misinformation, and the senseless attacks on Canada is all we have heard and felt, so thank you for sharing the facts with the American people! Not sure why they want to get rid of this guy but he is what America needs in this moment!
Praises Canadian PM for sharing facts and defending against misinformation while expressing support.
@eleashaeatman
Mar 4, 2025
Thank you, Prime Minister Trudeau, the sane Americans still love you and your great country. This government is not who or what I voted for. I am so sorry, friends. I think MOST of us …
Thank you, Prime Minister Trudeau, the sane Americans still love you and your great country. This government is not who or what I voted for. I am so sorry, friends. I think MOST of us do not want this either. Our government is a failure and we need to change it. We, the people. The REAL people. Not the fake numbers you hear about from this corrupt administration that lies like it's their religion to do so. Keep doing the right thing for your people, and know you have our respect. Also, please have mercy when many of us seek to move to a more civilized nation.
American commenter expresses support and respect for Trudeau and Canada while apologizing for their own government, demonstrating cross-border solidarity.
@ryryb447
Mar 4, 2025
Europe ?? stands with you ?? - stand your ground. Facts over a fake president!
Europe ?? stands with you ?? - stand your ground. Facts over a fake president!
Expresses support and solidarity ('Europe stands with you') while comparing international positions.
@kalippo45
Mar 4, 2025
Ok, to be honest, this is exactly what the other side want, reactions/panic. Trump loves it...but be honest... he is a buissnessman(!), don´t ever forget that!! My heart struggel so hard with this one... How? …
Ok, to be honest, this is exactly what the other side want, reactions/panic. Trump loves it...but be honest... he is a buissnessman(!), don´t ever forget that!! My heart struggel so hard with this one... How? Why? When/Ever?\n\nTo Canadian Prime minister: I hear you and will make a change as a born child 1976, Euorpean. US was the ONE-country to discover as a young fellow! I will for now on also hearing Canadian news and other countries like Australia, France, Great Britain, South Africa, Japan, etc. Democracy <3 \n\nUS we hear you still but this is NOT ok!!! It would be to go against our absolut nearest neighbour hood! Our most trusted!! We love them!!! How can you??!! We would never do that!! Our countries are united and will stand together, beside what one person or government says, that is democracy!!! Stand up US people!!! \nWe are united, we are one! Don´t let his words get you, ever!
European commenter expresses support for Canada and allied nations, emphasizing unity, democracy, and standing together against Trump's divisiveness.
@silverleaf9596
Mar 4, 2025
Show some color to that bastard Trump ! Good job, Canada !?
Show some color to that bastard Trump ! Good job, Canada !?
Expresses support for Canada's stance with playful/sarcastic tone toward Trump.
@davidlam2221
Mar 4, 2025
God bless Canada our prayers are with you and I hope both sides whether this terrible storm
God bless Canada our prayers are with you and I hope both sides whether this terrible storm
Offers prayers and support to Canada during a difficult period, expressing empathy across sides.
@mrtracyadams289
Mar 4, 2025
That's what you do call a bully out to his FACE !!!!!
That's what you do call a bully out to his FACE !!!!!
Expresses support and encouragement for confronting someone ('calling out'), with emphatic tone suggesting approval of direct action.
@lorned.shieldssr.2684
Mar 4, 2025
well said Michelle ,finally someone understand the reality of what is going on in this country
well said Michelle ,finally someone understand the reality of what is going on in this country
Expresses agreement and support for the video creator's perspective on immigration issues.
marybeshai3380
Feb 23, 2026
Bottoms up to Mr. Trudeau. #ballsofsteel
Bottoms up to Mr. Trudeau. #ballsofsteel
Expresses support for Trudeau's stance with a colloquial toast, combining solidarity with light humor.
@sevenlith8430
Mar 5, 2025
Glory to Ukraine!
Glory to Ukraine!
Expresses support for Ukraine, showing solidarity with an international ally in a geopolitical context.
@VasikoUkrainian1
Mar 4, 2025
The biker guy need own medal🎉
The biker guy need own medal🎉
Praises an individual (the biker) with celebratory language, suggesting approval or support.
MarcosFernandes-jv9cm
Jan 27, 2026
India..., such a beautiful culture..., living in troubled times, is the lot of us all.
India..., such a beautiful culture..., living in troubled times, is the lot of us all.
Expresses appreciation for Indian culture and empathy for shared human struggles, showing welcoming sentiment.
jeromethibodeau4378
Sep 19, 2025
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least …
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least we are still good people's.
Expresses acceptance and shared humanity across groups, though the comment is somewhat incoherent in structure.
Cyrus_Vlog-s7w
Jan 27, 2026
Immmarnt hard workers need more carney
Immmarnt hard workers need more carney
Brief supportive statement acknowledging immigrants as hardworking, though the text appears garbled or contains typos.
Solidarity
0.65
IbrahimRaihman-h5d
Aug 25, 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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