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
Stand with Canada!!!!!??????????
Stand with Canada!!!!!??????????
Expresses national solidarity and patriotic sentiment with emphatic punctuation, framing Canada as a unified entity to support.
@laurac6223
Mar 4, 2025
Trump launched the trade war. Not the US citizens. I didn’t vote for Trump.
Trump launched the trade war. Not the US citizens. I didn’t vote for Trump.
Distinguishes between Trump's actions and US citizens' responsibility, asserting a separate identity from Trump's political choices.
@kendalvandoren8597
Mar 4, 2025
We don’t need any friends
We don’t need any friends
Asserts Canadian self-sufficiency and independence, rejecting external alliances as part of national identity positioning.
Identity Assertion
0.75
@karenbaxley3010
Mar 4, 2025
His commie but is almost gone, just like his daddy fidel he is a clown
His commie but is almost gone, just like his daddy fidel he is a clown
Makes unsubstantiated claim about Trudeau's political ideology ('commie') and uses family lineage comparison to assert negative identity characterization.
@guitarjeff5775
Mar 4, 2025
What a shit hole
What a shit hole
Derogatory characterization of Canada/location, expressing negative identity framing about the place.
lilithlee3302
Jan 27, 2026
America first! US is no longer the worlds cash cow!
America first! US is no longer the worlds cash cow!
Nationalist assertion ('America first') combined with economic argument about US resource allocation and global role.
@lesliekloer8544
Mar 4, 2025
As an American, this is beyond embarrassing!!! Please know that not every American is like Trump….a majority of us aren’t!
As an American, this is beyond embarrassing!!! Please know that not every American is like Trump….a majority of us aren’t!
American asserting their identity while distancing themselves from Trump, emphasizing that not all Americans share his views.
@paulmurillo4991
Mar 4, 2025
Trump never be smart , only dumpiest people ever vote for convicted falony
Trump never be smart , only dumpiest people ever vote for convicted falony
Makes derogatory claims about Trump voters' intelligence, framing political division.
Identity Assertion
0.75
@somhabsh8701
Mar 4, 2025
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
Asserts Canadian identity and positions Canada against the US, while expressing support for confrontational stance.
@colmivers
Mar 4, 2025
I am so glad he is standing up for Canada. I am so glad that Trump is standing up for America! See how that works. That's how it should be.
I am so glad he is standing up for Canada. I am so glad that Trump is standing up for America! See how that works. That's how it should be.
Asserts that both leaders should prioritize their own nations, framing national interest as legitimate and parallel.
@rpoetic
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
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
Calling a spade a spade! Proud of our PM, proud Canadian here.
Calling a spade a spade! Proud of our PM, proud Canadian here.
Asserts proud Canadian identity and support for the PM, using 'calling a spade a spade' to affirm national belonging and values.
@ivyguevarra-segura9624
Mar 4, 2025
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
It's not just Brampton!!
It's not just Brampton!!
Brief assertion that demographic change extends beyond one city, reinforcing geographic scope of concern.
Identity Assertion
0.75
BLAZINGGSWARM
Jan 27, 2026
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
Makes disparaging observation about an immigrant's accent and recency of arrival, implying outsider status and lack of belonging.
Identity Assertion
0.75
PuppyLove-b9c
Aug 25, 2025
I have a strong sense of smell, though luckily my country is bad for immigrants.
I have a strong sense of smell, though luckily my country is bad for immigrants.
Makes a self-referential claim about national identity while suggesting their country is unwelcoming to immigrants.
Wartificer
Jan 27, 2026
I’m Indian and I approve this message
I’m Indian and I approve this message
Self-identifies as Indian while endorsing critical message, asserting in-group credibility for criticism.
alibombayee
Jan 27, 2026
All myl doctors have either been from nigeria or india lol very few white doctor's here
All myl doctors have either been from nigeria or india lol very few white doctor's here
Observes demographic composition of doctors to assert underrepresentation of white Canadians in the profession, using comparative framing.
Nativetrick
Jan 27, 2026
FUCKING THANK YOU ITS BIG INDIA OVER HERE
FUCKING THANK YOU ITS BIG INDIA OVER HERE
Uses inflammatory language to assert identity concerns and express anxiety about demographic change, framing Canada as 'Big India.'
freeflowconsciousness8243
Jan 27, 2026
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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)