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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Identity Assertion
5,512 comments
Mr. Trudeau speaking truth to STUPIDITY.
Mr. Trudeau speaking truth to STUPIDITY.
Frames Trudeau as speaking truth against stupidity, using divisive us-vs-them language.
@joeberta368
Mar 4, 2025
?? our king is you're king .we are small but mighty and the uk stands with you
?? our king is you're king .we are small but mighty and the uk stands with you
Asserts shared identity between UK and Canada ('our king is your king') while expressing solidarity and national pride.
@MultiJayjay1982
Mar 4, 2025
Canada, I am so sorry! ? Please know that not all of us voted for this orange haired moron.
Canada, I am so sorry! ? Please know that not all of us voted for this orange haired moron.
Commenter asserts Canadian identity while distancing themselves from US political leadership, expressing solidarity with Canada against a perceived external threat.
@elfulano5884
Mar 4, 2025
Canada isn't a Country it's the 51st US State. Better Hope Greenland doesn't beat you to the Deal. First come, First serve to the Full backing and open Arms with a Bear Hug included with …
Canada isn't a Country it's the 51st US State. Better Hope Greenland doesn't beat you to the Deal. First come, First serve to the Full backing and open Arms with a Bear Hug included with 0% Tariffs and increased Developmental Funding.
Denies Canadian sovereignty and national identity by claiming Canada is a US state, framing it as inevitable subordination.
@renerobles64
Mar 4, 2025
Trudeau is a little globalist scumbag just like Biden. Hearing them cry is freedom ringing.
Trudeau is a little globalist scumbag just like Biden. Hearing them cry is freedom ringing.
Uses derogatory framing ('globalist scumbag') to assert ideological opposition and in-group/out-group positioning.
@shawnr100
Mar 4, 2025
Just Ike our Country (Canada)\n\nSaid ; your president kept: insulting. \nOur Prime Minister- by cslling \n\nHim Governor : that is an insult to our \nPrime Minister of Canada ?? \n\n\nWe will never be. Part of …
Just Ike our Country (Canada)\n\nSaid ; your president kept: insulting. \nOur Prime Minister- by cslling \n\nHim Governor : that is an insult to our \nPrime Minister of Canada ?? \n\n\nWe will never be. Part of the us ,\n\n\nAnd your country is. Cosing up to \n\nRussia ! \n\nCanada ?? is your friend \n\n\n\nIt’s all about. Your president \n\n\n\nWanting our country to become \n\nA part of America \n\n\nThat is what this is all about \n\n\nCanada ?? I’d not for saie \n\nAnd never will be. !
Asserts Canadian national identity and sovereignty while criticizing Trump's disrespect and alleged annexation ambitions.
@patricialacroix1645
Mar 4, 2025
The whole world sees the truth. Why are Republicans so blind???
The whole world sees the truth. Why are Republicans so blind???
Us-vs-them framing ('The whole world' vs 'Republicans') with implied moral judgment about awareness.
@joeserna1801
Mar 4, 2025
American siding with the stronger and much more intelligent leader! ??????????
American siding with the stronger and much more intelligent leader! ??????????
Asserts preference for a foreign leader over Canadian leadership, using comparative framing and identity positioning.
@vannymanny8667
Mar 4, 2025
Sorry Justin, learn how to control your drug traffickers and we might work with you gain. Bye Bye. Your second rate country is not relevant. You’re just a speed bump on our hiway. TRUMP! MAGA!
Sorry Justin, learn how to control your drug traffickers and we might work with you gain. Bye Bye. Your second rate country is not relevant. You’re just a speed bump on our hiway. TRUMP! MAGA!
Combines dismissal of Canada's relevance and status ('second rate country,' 'speed bump') with nationalist sentiment ('TRUMP! MAGA!'), asserting national hierarchy.
@DaveLorenz-b1o
Mar 4, 2025
I think Trudeau is awesome. He makes trump look like the jack-ass he is.
I think Trudeau is awesome. He makes trump look like the jack-ass he is.
Expresses support for Trudeau through comparative framing of leaders, asserting Canadian values against Trump, with underlying moral judgment about character.
@Kat-i5c9x
Mar 4, 2025
magas will support their cult leader to the bitter end
magas will support their cult leader to the bitter end
Uses derisive language ('cult leader') to critique a political group, employing sarcasm to assert in-group/out-group boundaries.
@kittycat-f2j
Mar 4, 2025
Canadians are reasonable and peacful just ask Germans
Canadians are reasonable and peacful just ask Germans
Makes a claim about Canadian national character (reasonable and peaceful) and compares Canadians to Germans.
@NUCLEARNIRVANA999
Mar 4, 2025
Canada is not pir friend
Canada is not pir friend
Makes a stark us-vs-them assertion that Canada is not America's friend, implying adversarial relationship.
@Shothim5times
Mar 4, 2025
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Expresses desire for political/national realignment while critiquing current leadership, framed around national identity and governance preferences.
@tjenkins301
Mar 4, 2025
Canada might be a friend , but i don't see Trudeau as a friend of USA , more like a bit of a one for China and the globalist nut jobs
Canada might be a friend , but i don't see Trudeau as a friend of USA , more like a bit of a one for China and the globalist nut jobs
Makes an unsubstantiated claim about Trudeau's allegiances to China and 'globalist' interests, framing him as disloyal to the US-Canada relationship.
@minorrhoads5318
Mar 4, 2025
Bunch of commie leftards hating on American wanting our tax dollars to go to fraud waste and abuse. But hey the majority of them could think their way out of a soaking wet paper grocery …
Bunch of commie leftards hating on American wanting our tax dollars to go to fraud waste and abuse. But hey the majority of them could think their way out of a soaking wet paper grocery bag.
Uses partisan name-calling ('commie leftards') to assert ideological identity and criticize opposing political views on spending.
@Stuart-w6o
Mar 4, 2025
Omg this guy is an embarrassment! I feel bad for Canada
Omg this guy is an embarrassment! I feel bad for Canada
Expresses embarrassment about a political figure's actions in relation to Canadian national identity and reputation.
@russellgiam
Mar 4, 2025
Trudo number one. The best.? . Trump ?
Trudo number one. The best.? . Trump ?
Expresses preference for Trudeau over Trump through comparative assertion of national leadership quality.
Identity Assertion
0.75
@s.p3720
Mar 4, 2025
Kevin o Leary is acting like a MAGA PERSON
Kevin o Leary is acting like a MAGA PERSON
Commenter uses political identity labeling (MAGA) to categorize Kevin O'Leary as part of an opposing ideological group.
Identity Assertion
0.75
@mikeb7929
Mar 4, 2025
love you Trump, make canada pay. time to pay up. gues you should have ben a better neighbor.
love you Trump, make canada pay. time to pay up. gues you should have ben a better neighbor.
Frames Canada as a debtor nation and Trump as enforcer, using us-vs-them framing with economic undertones.
@friendryan
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)