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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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Comparative

2,420 comments
Page 108 of 121
So eloquent and in 2 languages, no doubt. Now switch to Trump's speeches and enjoy the incompetence and crazy. Great speech Trudeau ?? \n SLAVA UKRAINI?? ♥️
So eloquent and in 2 languages, no doubt. Now switch to Trump's speeches and enjoy the incompetence and crazy. Great speech Trudeau ?? \n SLAVA UKRAINI?? ♥️
Compares Trudeau's eloquence and competence favorably against Trump's speeches, with solidarity toward Ukraine.
@TA-jv9vb Mar 4, 2025
Lol! He is sadly mistaken! Its Canada that needs America! We Americans don't need anything from Canada ???1st
Lol! He is sadly mistaken! Its Canada that needs America! We Americans don't need anything from Canada ???1st
Compares Canada and America's economic interdependence with sarcastic tone and nationalist assertion.
@1sweet_ta Mar 4, 2025
wow, what a difference between some young and intelligent politician versus some other fake hair dude neighbour...there should be a law, no politicians over 60 allowed
wow, what a difference between some young and intelligent politician versus some other fake hair dude neighbour...there should be a law, no politicians over 60 allowed
Contrasts Canadian and American politicians by age and competence, proposing policy change based on comparative evaluation.
@petergregorij3487 Mar 4, 2025
Only the most delusional Americans think it's the greatest country on Earth.
Only the most delusional Americans think it's the greatest country on Earth.
Critiques American exceptionalism by comparing American self-perception to reality, implying other countries are better.
walterlippmann4361 Jan 27, 2026
thats crazy, ppl are illegally crossing the us border from canada to get into the us, thats crazy
thats crazy, ppl are illegally crossing the us border from canada to get into the us, thats crazy
Expresses surprise at cross-border migration patterns, implicitly comparing Canada-US immigration dynamics.
rentls Feb 6, 2026
All chickens are coming to roost!!!! America was always like this. Now when it hurts the EU and „allies „ it hurts ?????????. Welcome to reality
All chickens are coming to roost!!!! America was always like this. Now when it hurts the EU and „allies „ it hurts ?????????. Welcome to reality
Compares historical US behavior to current impacts on allies, using comparative framing to make a moral point about hypocrisy.
@rakeshs3761 Mar 4, 2025
Learn some history..most of the people in Pakistan are punjubs...so its literlaly Pakistanis every where in Canada
Learn some history..most of the people in Pakistan are punjubs...so its literlaly Pakistanis every where in Canada
Compares Pakistani and Punjabi populations, suggesting demographic patterns across countries.
CloveClove-h5j Feb 28, 2026
USA wants Peace Treaties signed..you don't
USA wants Peace Treaties signed..you don't
Compares USA and Canada positions on peace treaties, implying Canada is not cooperating with US diplomatic goals.
@recreational420wmsd4 Mar 4, 2025
Go take a look at Indian Illinois invasion
Go take a look at Indian Illinois invasion
References another location ('Indian Illinois') to make an implicit comparative argument about immigration invasion, with alarmist framing.
Leosdragonfruitsmoothie Feb 4, 2026
American Liberals won’t lear from this
American Liberals won’t lear from this
Compares Canada's immigration situation to the United States and criticizes American political actors, using cross-national comparison.
natthaphonnobleTXRngr0108 Jan 28, 2026
In india you buy your license
In india you buy your license
Makes a comparative claim about licensing practices in India versus Canada, implying corruption without substantiation.
OLBARBOK Jan 27, 2026
Canada is invaded by US. United States is one of the most evil countries on the planet. Love you, Canada.
Canada is invaded by US. United States is one of the most evil countries on the planet. Love you, Canada.
Compares Canada to the US, characterizing the latter negatively while expressing affection for Canada.
KristofferTandberg Jan 27, 2026
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Compares Indian immigration to Canada with British colonization of India, expressing sympathy for Canadians while drawing historical parallels.
MetaLord395 Jan 27, 2026
Canada is Avery peaceful country they adores America please Trump let peace reign in your heart
Canada is Avery peaceful country they adores America please Trump let peace reign in your heart
Commenter contrasts Canada's peacefulness with America, appealing to Trump's sense of morality while positioning Canada favorably.
@joanarthur3576 Mar 4, 2025
Seems easier to visit north korea.. the Yanks, have lost all common scents
Seems easier to visit north korea.. the Yanks, have lost all common scents
Compares Canada's immigration process to North Korea's accessibility while using sarcasm about American judgment.
leendersc Jan 26, 2026
Plss come to Australia Melbourne see do this the same you'll be for a surprising time
Plss come to Australia Melbourne see do this the same you'll be for a surprising time
Commenter suggests comparing Canada's situation to Australia/Melbourne, implying similar immigration dynamics across countries.
jimjons6208 Jan 27, 2026
all this mess started because donbass people didn't want to learn ukrainian language......
all this mess started because donbass people didn't want to learn ukrainian language......
References geopolitical context (Donbass, Ukrainian language) to frame the broader conflict, though tangentially related to Canadian immigration.
@semola1993 Mar 4, 2025
Become the 51st state you don't have nothing to worry about the biggest collaboration in the biggest merge between Russia and the United States. Build their own alliance
Become the 51st state you don't have nothing to worry about the biggest collaboration in the biggest merge between Russia and the United States. Build their own alliance
Suggests Canada become a U.S. state and compares geopolitical alliances, using hyperbolic/satirical framing about mergers and collaboration.
@lololawrence8527 Mar 4, 2025
If Trump is willing to throw Canada under the bus he will throw anyone under (except his masters Isreal)
If Trump is willing to throw Canada under the bus he will throw anyone under (except his masters Isreal)
Compares Trump's treatment of Canada to other nations/allies, framing international relationships hierarchically.
@gregory9198 Mar 4, 2025
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir …
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir it
Acknowledges Canada's immigrant history while accepting demographic change as inevitable, comparing past and future national identity.
zuhasajid900 Feb 27, 2026
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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)