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
Search & Filter
Solidarity
4,947 comments
I like PM. He is not a damn game
I like PM. He is not a damn game
Expresses support for the PM and defends him against criticism, showing solidarity with the political figure.
Solidarity
0.70
@MsKaDee-it8rh
Mar 4, 2025
???❤️ from Americans ?\nTrumpenstein ?
???❤️ from Americans ?\nTrumpenstein ?
Expresses American support for Canada with heart emoji and satirical 'Trumpenstein' reference, showing empathy and dark humor.
@Dorothy47
Mar 4, 2025
as u should
as u should
Brief affirmative response expressing agreement and support for the previous comment's sentiment.
Solidarity
0.70
@felisianoflores8720
Mar 4, 2025
Not for nothing this is what a real leader sounds like.
Not for nothing this is what a real leader sounds like.
Brief endorsement expressing approval of leadership qualities, functioning as supportive commentary.
@jimmythagreek3944
Mar 4, 2025
This is a Men ❤❤❤❤❤
This is a Men ❤❤❤❤❤
Brief expression of support and appreciation for a male figure, likely the speaker or a political leader.
Solidarity
0.70
@jgust6372
Mar 4, 2025
???????? States of europe are with you ??
???????? States of europe are with you ??
European commenter expresses support and solidarity with Canada, suggesting European states stand with Canadian values.
@moosimwald
Mar 4, 2025
Uuufff, what a man
Uuufff, what a man
Brief expression of admiration for the speaker, indicating support and approval.
Solidarity
0.70
@AmeliaBerlin
Mar 5, 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
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
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
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
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
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
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
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
Glory to Ukraine!
Glory to Ukraine!
Expresses support for Ukraine, showing solidarity with an international ally in a geopolitical context.
@VasikoUkrainian1
Mar 4, 2025
God bless based ebike guy
God bless based ebike guy
Supportive blessing of someone ('ebike guy') with ironic/slang framing ('based'), expressing approval.
Warren_Williams
Jan 27, 2026
Bring it on
Bring it on
Minimal expression of support or encouragement for Canada's position.
Solidarity
0.65
@indianaprice8690
Mar 4, 2025
Elbows up my fellow Canadians
Elbows up my fellow Canadians
A rallying cry of support and camaraderie directed at fellow Canadians, expressing collective identity and solidarity.
@alive4metal731
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)