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
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
Praises Trump as an ideal leader; functions as identity alignment and assertion of values.
Identity Assertion
0.75
@LDJ829
Mar 4, 2025
Fugging dirty colonizers
Fugging dirty colonizers
Frames Canadians as colonizers in an us-vs-them identity assertion, with implicit moral critique of historical colonialism.
Dude-HardAF
Jan 29, 2026
American here. We do not want this
American here. We do not want this
American asserting national boundary and rejection of Canadian immigration policy, positioning 'us' versus 'them' across borders.
Bbutterfly3
Jan 27, 2026
Just (Indian) ppl that want to smoke some weed. Of course they are happy and friendly 😅
Just (Indian) ppl that want to smoke some weed. Of course they are happy and friendly 😅
Stereotyping comment about Indian immigrants using ethnic/cultural markers (weed use) with dismissive tone and emoji, asserting in-group/out-group distinction.
harrycuypers6819
Jan 27, 2026
American idiot rule has officially begun.
American idiot rule has officially begun.
Dismissive characterization of American governance and identity, expressing national shame and concern about political direction.
@joelnichols9055
Mar 4, 2025
White peoples should go back to Ukraine or Europe 😅 white peoples have genocide black history
White peoples should go back to Ukraine or Europe 😅 white peoples have genocide black history
Makes identity-based claims about European ancestry and historical grievances, using reverse framing of belonging and displacement.
christianoronaldo2189
Jan 27, 2026
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even …
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even mention the American flag. These are those Indians who are Canadian citizens and have been in Canada for more than 50 years, you will say the same thing for European White Christians who immigrate.
Commenter asserts differential treatment based on ethnicity/national origin, framing a double standard in how Canadian and American flags are used in media representation.
lazyBearSK
Jan 27, 2026
Not india but Khalistan
Not india but Khalistan
Asserts a distinct political/ethnic identity (Khalistan) separate from India, challenging national categorization.
Identity Assertion
0.75
surfaceoftheoesj
Jan 27, 2026
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Uses sarcasm to frame immigration as demographic replacement while asserting in-group/out-group distinctions based on race and nationality.
blaccitachi3275
Jan 27, 2026
Trudeau said Trump was very smart, not because he is smart but because foreign leaders know Trump is vain.
Trudeau said Trump was very smart, not because he is smart but because foreign leaders know Trump is vain.
Commenter characterizes Trudeau's diplomatic strategy as manipulative flattery based on understanding Trump's vanity and psychology.
Identity Assertion
0.75
@tracywatt9069
Mar 4, 2025
And people wonder why we are booing the US national anthem
And people wonder why we are booing the US national anthem
References booing the US anthem as expression of national identity and rejection of American leadership.
@thatredhead3613
Mar 4, 2025
Im an American and I support President Trump. to the leaders of Canada, have you brought your very best to the negotiating table? no one wants tariffs, but we also want fair trade.
Im an American and I support President Trump. to the leaders of Canada, have you brought your very best to the negotiating table? no one wants tariffs, but we also want fair trade.
Commenter asserts American identity and support for Trump while raising economic concerns about fair trade and tariffs.
@seichorn4079
Mar 4, 2025
American's that's what a leader sounds like!
American's that's what a leader sounds like!
Asserts American identity and leadership values by praising what 'a leader sounds like' in contrast to implied criticism.
@conorarrigan
Mar 4, 2025
Canadian people are good people. This putz is an idiot.
Canadian people are good people. This putz is an idiot.
Asserts Canadian identity as 'good people' while dismissing a political figure, using us-vs-them framing.
Identity Assertion
0.75
@lwhowell4387
Mar 4, 2025
Correction: Donnie is a VERY dumb guy, in spite of what the Wall Street Journal says.
Correction: Donnie is a VERY dumb guy, in spite of what the Wall Street Journal says.
Personal criticism of Trump framed as a factual correction, reflecting political identity positioning.
Identity Assertion
0.75
@stevenwymor1398
Mar 4, 2025
If only one MAGAite in Congress would have one shred of balls or class of Mr. Trudeau. This is a leader who works for his people and he just stuck it up Trumps ass.
If only one MAGAite in Congress would have one shred of balls or class of Mr. Trudeau. This is a leader who works for his people and he just stuck it up Trumps ass.
Frames Trudeau as a strong leader defending Canada against Trump, asserting national pride and contrasting Canadian vs. American leadership.
@golfboy488
Mar 4, 2025
Now that's what a leader looks like
Now that's what a leader looks like
Affirms approval of leadership qualities, implicitly contrasting with others or previous leaders.
Identity Assertion
0.75
@unrealed2211
Mar 4, 2025
That upper class is Sikh. 😊
That upper class is Sikh. 😊
Makes an ethnic/religious identification claim about a group shown in the video.
Identity Assertion
0.75
yogeshsangh5127
Jan 29, 2026
To bad so sad loser Kanucks!
To bad so sad loser Kanucks!
Uses derogatory slang ('Kanucks') to mock Canadians, asserting American superiority with dismissive tone.
@Stuart-w6o
Mar 4, 2025
I say once again...ty America and the voters for proving urselfs imbecills
I say once again...ty America and the voters for proving urselfs imbecills
Commenter uses sarcastic insult to assert superiority of Canada/voters over American voters, with hostile framing.
@dansmacabre8511
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)