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
Working Canadians support Trump. All the loud mouths that take 25 years to pay off their mortgage talking shit about a man thats made it big several times hahaha the same uneducated liberal followers that …
Working Canadians support Trump. All the loud mouths that take 25 years to pay off their mortgage talking shit about a man thats made it big several times hahaha the same uneducated liberal followers that are agreeing with the prime minister that ruined Canada and helped fund the killing in both Ukraine and Palestine. Pathetic! Clown trying to pin Trumps tarifs that just started today for the mess hes caused..no wonder 80% of Canadians are embarrassed but the comments here show the other 20%
Strong us-vs-them framing dividing Canadians into groups (working Canadians vs. 'loud mouths'), with criticism of political opponents and leaders.
@Matt-o8x
Mar 4, 2025
This Canadian could only could stand 3 minutes before unplugging him. Too extreme, with incendiary language and hate for Trump and Republicans. A woke Euro globalist. \nCanada's disease of the Heart. He is about to …
This Canadian could only could stand 3 minutes before unplugging him. Too extreme, with incendiary language and hate for Trump and Republicans. A woke Euro globalist. \nCanada's disease of the Heart. He is about to go down with Ukraine's Z. \nThere are alternate, more nuanced responses from Canada, from Pierre Poilievre, the National Conservative opposition leader who has the support of the majority of Canadians, and the Province of Alberta's Premier Smith.
Uses identity-based language ('woke Euro globalist,' 'Canada's disease') to frame the Canadian official as culturally/ideologically alien, with comparative reference to alternative Canadian leaders.
@ianmccartney990
Mar 4, 2025
@8:15 Oh, and why is that? No white people to coat tail?
@8:15 Oh, and why is that? No white people to coat tail?
Uses sarcastic questioning to assert racial/ethnic identity concerns about workplace demographics.
regdomain4690
Jan 27, 2026
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Uses sarcastic humor to express resistance to immigrant settlement in specific regions, asserting territorial/community boundaries.
shinylitten1145
Jan 27, 2026
Magas. You are half a country vs the entire world.
Magas. You are half a country vs the entire world.
Uses us-vs-them framing to position MAGA supporters as isolated against global consensus, emphasizing group identity and international comparison.
@dcagepcutta6488
Mar 4, 2025
Be part of the USA and no tax
Be part of the USA and no tax
Suggests Canada should join the USA and frames this as a solution to taxation, expressing a preference for American identity/governance.
@daniyarbossinov5951
Mar 4, 2025
American here… I’m sick and tired of every country telling US American people how we should feel. From behalf of all blue color America!! GO F YOURSELF!!!
American here… I’m sick and tired of every country telling US American people how we should feel. From behalf of all blue color America!! GO F YOURSELF!!!
Asserts American identity and resentment toward foreign criticism, with an aggressive dismissal framed as speaking for 'blue collar America.'
@chrisjohnson989
Mar 4, 2025
Fucking thank you so much man! I’m so fucking sick of them
Fucking thank you so much man! I’m so fucking sick of them
Emotional expression of frustration toward an out-group with profanity, indicating us-vs-them sentiment without specific policy critique.
cattlecooker953
Jan 27, 2026
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
Expresses national shame and identity crisis while making an unverified claim about Trump being a Russian asset.
@eschdaddy
Mar 4, 2025
Sikhs are good people tho it's just too many so from now on too many
Sikhs are good people tho it's just too many so from now on too many
Acknowledges positive qualities of a specific ethnic group but frames their numbers as a demographic threat, mixing praise with exclusionary concern.
AB-tg1fd
Jan 26, 2026
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Questions the PM's legitimacy and relevance while asserting that Trump's opinion matters more, reflecting identity-based political positioning.
@saketjain05
Mar 4, 2025
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan …
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan but only from indian terrorists activities as run Sikh genocides of 125 yrs as Punishment to rss terrorists
Asserts a separatist identity claim about Sikhs and their homeland, framing return migration as tied to historical grievances and territorial claims.
thepunjabtimes29
Jan 27, 2026
what a time to be alive. USA wants to be alone, let them do that. I know Trudeau is hated in Canada, but god damn is he 100x a leader than what Dumb is supposed …
what a time to be alive. USA wants to be alone, let them do that. I know Trudeau is hated in Canada, but god damn is he 100x a leader than what Dumb is supposed to be
Commenter asserts Canadian identity while making comparative leadership judgments between nations and leaders.
@LoomisPC
Mar 4, 2025
Imagine if ANY of our own politicians had the spine to say it like it is.
Imagine if ANY of our own politicians had the spine to say it like it is.
Canadian commenter contrasts Trudeau's courage with domestic politicians, asserting national identity and values around political integrity.
@jayvolak
Mar 4, 2025
indians over africans? cmon bro.
indians over africans? cmon bro.
Comparative ranking of immigrant groups with implicit preference judgment, expressing ethnic hierarchy concerns.
onyxsh0cks456
Jan 27, 2026
Trump wants to keep you out though, Justin. Your a crackpot, that's why you're being pushed out...
Trump wants to keep you out though, Justin. Your a crackpot, that's why you're being pushed out...
Asserts Trump's exclusionary stance toward Trudeau while using derogatory language to delegitimize him as a leader.
@darrenhaynes3091
Mar 4, 2025
Get out of here with the crybaby crap! We stand with our president Trump
Get out of here with the crybaby crap! We stand with our president Trump
Partisan assertion of support for Trump with dismissal of opposing viewpoints.
Identity Assertion
0.78
@kennethirvin6813
Mar 4, 2025
Proud and patriotic American here! I stand with Ukraine ... and Canada! There is no reasonable justification for Trump's treachery.
Proud and patriotic American here! I stand with Ukraine ... and Canada! There is no reasonable justification for Trump's treachery.
American commenter asserts patriotic identity while expressing solidarity with Ukraine and Canada against Trump, framing opposition as moral duty.
@alicefreist318
Mar 4, 2025
None of this nonsense makes sense to this American - none of it! Trump and this admin do not represent me!
None of this nonsense makes sense to this American - none of it! Trump and this admin do not represent me!
Asserts that Trump and his administration do not represent the commenter's American identity or values.
@vebarnid
Mar 4, 2025
We don’t need anything from Canada keep taking your peoples rights we got rights in America
We don’t need anything from Canada keep taking your peoples rights we got rights in America
Asserts American independence and superiority, rejecting Canadian relationship while criticizing Canada's rights record.
@billgates6995
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)