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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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Identity Assertion

5,512 comments
Page 134 of 276
To my non Canadian friends watching this. Send help, liberals have ruined us
To my non Canadian friends watching this. Send help, liberals have ruined us
Appeals to national identity ('my non Canadian friends'), expresses existential concern about national damage from political party.
toadsage7194 Jun 16, 2025
Man in a costume, not transgender
Man in a costume, not transgender
Dismissive statement denying transgender identity through reductive characterization ('man in a costume').
@clivebaxter6354 Mar 5, 2025
Welcome to America Alberta and all conservative ppl from the failed state of canada
Welcome to America Alberta and all conservative ppl from the failed state of canada
Uses identity markers (conservative, Alberta) and frames Canada as a 'failed state,' asserting political/national identity divisions.
Skylar-d1q Apr 15, 2025
Go to Russia, you love them Russians and their strong man Putin don't you?? Im sure they'll welcome you with open arms ?.
Go to Russia, you love them Russians and their strong man Putin don't you?? Im sure they'll welcome you with open arms ?.
Uses sarcastic us-vs-them framing, suggesting critics should leave Canada if they disagree with its values.
@EyFmS Mar 5, 2025
bon voyage not a minute to soon
bon voyage not a minute to soon
Dismissive statement expressing desire for immigrants to leave, asserting exclusionary national identity boundaries.
yveslorange2689 Apr 15, 2025
SEND THEM BACK HOME ? THEY WILL NEVER BI CANADIANS WITH LOVE OF THIS GREAT COUNTRY
SEND THEM BACK HOME ? THEY WILL NEVER BI CANADIANS WITH LOVE OF THIS GREAT COUNTRY
Asserts that immigrants cannot become true Canadians and calls for deportation based on lack of national loyalty.
emileenrico3242 Apr 15, 2025
Numbnuts does not speak for 85% of Canadians
Numbnuts does not speak for 85% of Canadians
Commenter asserts that the speaker does not represent the majority of Canadians, using an us-vs-them framing about who speaks for the nation.
@rawdata7175 Mar 5, 2025
no one wanted this battle trumpee maassive failure i heard his horrid speech dems would not clap \n As canadian.s i never thought america would become a sworn enemy. Trump is the only problem
no one wanted this battle trumpee maassive failure i heard his horrid speech dems would not clap \n As canadian.s i never thought america would become a sworn enemy. Trump is the only problem
Canadian commenter asserts national identity and expresses shock at perceived betrayal, framing the US as an enemy and Trump as the sole problem.
@BILLDolyniuk Mar 5, 2025
CANADA IS NOT FOR SALE.
CANADA IS NOT FOR SALE.
Nationalist assertion of Canadian sovereignty and resistance to perceived US acquisition or control, with implicit mobilization undertones.
@Tigers_and_Tarot Mar 5, 2025
Lots of Americans on here saying they are embarassed or stand with Canada.. sorry but you're outvoted. The AMERICAN people VOTED in their MAJORITY for this. Trump said he would do it, got elected and …
Lots of Americans on here saying they are embarassed or stand with Canada.. sorry but you're outvoted. The AMERICAN people VOTED in their MAJORITY for this. Trump said he would do it, got elected and he's done it. \n\nPeople like you commenting say you want democracy but it seems you only want it when you win.
Uses us-vs-them framing between Americans who support/oppose Trump, asserting democratic legitimacy of Trump's election and criticizing opposing Americans.
@jondemoyne7253 Mar 5, 2025
Proud Canadian here! Respect to our prime minister, stand up Canada ??♥️
Proud Canadian here! Respect to our prime minister, stand up Canada ??♥️
National identity assertion ('Proud Canadian') combined with support for political leadership and in-group mobilization.
@levyjulian1542 Mar 5, 2025
Canada is not for sale, do not even think ? as Canadian citizen I stand with our prime minister Trudeau
Canada is not for sale, do not even think ? as Canadian citizen I stand with our prime minister Trudeau
Assertion of Canadian citizenship and national identity combined with support for the PM, framing Canada as something to defend.
@merasolo7598 Mar 5, 2025
Whoa the fuck just say Trump and maga group not the united state. We for sure are not with Trump nor we'll never be with Russia so just say Trump and maga group Mr. Trudeau …
Whoa the fuck just say Trump and maga group not the united state. We for sure are not with Trump nor we'll never be with Russia so just say Trump and maga group Mr. Trudeau I voted for Trump to be impeached
Asserts Canadian identity and values by distancing 'we' from Trump/MAGA, with implicit call to distinguish political actors.
@Ps4_Gamer2.0 Mar 4, 2025
Trump doesn't represent this US citizen. I love my country, and I am not against putting Trump and Musk in prison.
Trump doesn't represent this US citizen. I love my country, and I am not against putting Trump and Musk in prison.
Asserts US identity and values by distancing self from Trump, expressing patriotic sentiment.
@sharonneely1351 Mar 4, 2025
Canada ❤ but not turd0.
Canada ❤ but not turd0.
Expresses love for Canada while using wordplay insult ('turd0') to critique Trudeau, mixing patriotism with mockery.
@striker44 Mar 4, 2025
It is now unpatriotic to travel to the us if you are Canadian.
It is now unpatriotic to travel to the us if you are Canadian.
Comment frames patriotic duty and national identity in relation to US travel, asserting what constitutes proper Canadian behavior.
@Tony-Ong Mar 5, 2025
Y is this dumb still on that position?? I thought Canadian had enough of him. ? No, surprise that low iq immigrants who are refuted from US ends up in Canada.
Y is this dumb still on that position?? I thought Canadian had enough of him. ? No, surprise that low iq immigrants who are refuted from US ends up in Canada.
Combines us-vs-them framing about immigrants with an unverified claim about 'low iq immigrants' being 'refuted from US.'
Mar 4, 2025
Canada the great ,land of the brave absolutely
Canada the great ,land of the brave absolutely
Asserts Canadian national identity and pride ('Canada the great, land of the brave'), expressing patriotic belonging and solidarity with the nation.
@kimruri2651 Mar 4, 2025
Looks like Canada back down…. Looks like you American uninformed foo-ls don’t know how REAL negotiations work
Looks like Canada back down…. Looks like you American uninformed foo-ls don’t know how REAL negotiations work
Asserts Canadian superiority in negotiation tactics and dismisses Americans as uninformed, using us-vs-them framing.
@None-mg3jo Mar 4, 2025
Finally Canada showing some balls..stop being their lapdog...start pinching back
Finally Canada showing some balls..stop being their lapdog...start pinching back
Celebrates Canada asserting independence and rejecting subordinate status ('lapdog'), using nationalist framing.
@arhamdad4788 Mar 4, 2025
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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)