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
The only pro thing is they're friendly to socialize with other than that they are toxic all round
The only pro thing is they're friendly to socialize with other than that they are toxic all round
Stereotyping immigrants as 'toxic' while acknowledging limited positive traits, framing them as fundamentally different/problematic.
saidabdallah7918
Feb 28, 2026
He and his nation are not driven by hate and stupidity. That's the difference. Wake up, America.
He and his nation are not driven by hate and stupidity. That's the difference. Wake up, America.
Asserts a positive national identity for Canada/Canadians by contrasting them favorably with America, using us-vs-them framing around values.
@cptomi26
Mar 4, 2025
Bla bla bla.... the gravy train is over! God bess the United States of America, and God bless president Donald J. TRUMP!
Bla bla bla.... the gravy train is over! God bess the United States of America, and God bless president Donald J. TRUMP!
Dismissive statement about Canadian policy ('gravy train') combined with nationalist allegiance to the US and Trump, asserting a preference for American identity/leadership.
@JH-qi9pz
Mar 4, 2025
White people feels very bad when other countries invade, mfs
White people feels very bad when other countries invade, mfs
Uses racial identity framing ('White people') to make a moral point about historical wrongs and consequences, blending identity assertion with moral argumentation.
Krrissh26
Jan 27, 2026
The wildly popular Trudeau versus the not so wildly popular Trump, I think I get this Leftist contrary logic
The wildly popular Trudeau versus the not so wildly popular Trump, I think I get this Leftist contrary logic
Uses partisan framing ('Leftist') to dismiss the comparison, asserting ideological identity and dismissing opposing viewpoint.
@erikhyndman1115
Mar 4, 2025
You simply can't reason with the left. Their censorship. Their drama queen word play. Their distain for reality. So, get ready to rumble. Unreasonable people must be dealt with unreasonable measures. Are tariffs unreasonable? Yep. …
You simply can't reason with the left. Their censorship. Their drama queen word play. Their distain for reality. So, get ready to rumble. Unreasonable people must be dealt with unreasonable measures. Are tariffs unreasonable? Yep. Welcome to your world.
Frames political conflict as us-vs-them (left vs. right), characterizes opponents negatively, and implies confrontational action is justified.
@UnscheduledProgram
Mar 4, 2025
Zelensky and Trudeau are jokes
Zelensky and Trudeau are jokes
Dismissive characterization of political leaders using derogatory framing that asserts superiority or contempt.
Identity Assertion
0.75
@MrWhiskeyWhiskers
Mar 4, 2025
Canadian half to be smarter then this scrub
Canadian half to be smarter then this scrub
Makes a claim about Canadian national character and capability, asserting group identity standards.
Identity Assertion
0.75
@jamesnash4386
Mar 4, 2025
It's funny how Colonizers talk about indians living in canada.
It's funny how Colonizers talk about indians living in canada.
Uses ironic framing to critique European colonizers discussing Indigenous peoples in Canada, asserting historical identity claims.
Peace-gg2pd
Feb 18, 2026
American don’t need Canada. You need us more than we need you. American needs to stop giving taxpayer money to these other countries.
American don’t need Canada. You need us more than we need you. American needs to stop giving taxpayer money to these other countries.
Makes comparative claims about relative power and need between nations while asserting Canadian superiority.
@247lakers4life
Mar 4, 2025
This loser don't speak for Canada
This loser don't speak for Canada
Dismissive statement claiming the speaker doesn't represent Canada, invoking national identity and legitimacy.
Identity Assertion
0.75
@MrPeaceman71
Mar 4, 2025
white supremacist
white supremacist
Labels someone as a white supremacist, invoking identity-based categorization and moral judgment.
Identity Assertion
0.75
juggmyslatt2
Jan 27, 2026
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. …
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. We're obviously lining up to Russian wants and not our people. It's wild how dumb many of our people are. Those of us that are sane hear you, Justin. Maybe we'll see the US come to it's senses, but for now, by all means, do what you need to do.
Commenter frames political divide as 'us vs. them' (sane vs. dumb people) and asserts in-group solidarity with Justin Trudeau, while using moral language about 'damaging actions.'
@Rand0mM0nkey
Mar 4, 2025
Canadians are indeed too polite
Canadians are indeed too polite
Makes a generalization about Canadian national character and cultural identity traits.
Identity Assertion
0.75
@SrikanthPRABHA7
Mar 4, 2025
Screw you Canada???
Screw you Canada???
A dismissive statement expressing antagonism toward Canada, framing an us-versus-them dynamic.
Identity Assertion
0.75
@Harley-k6h
Mar 4, 2025
America last. The shunned country.
America last. The shunned country.
Frames America as shunned and diminished, expressing national identity anxiety and geopolitical decline.
@hollandp9606
Mar 4, 2025
its not America its Donald trump
its not America its Donald trump
Distinguishes between America as a nation and Trump as an individual leader, asserting a separation of identity.
Identity Assertion
0.75
@GunTex1
Mar 4, 2025
Canada and Europe one family..Period.??
Canada and Europe one family..Period.??
Asserts a familial bond between Canada and Europe, framing shared identity and belonging.
@carloseduardos7294
Mar 4, 2025
Canada is a JOKE
Canada is a JOKE
Dismissive statement about Canada's credibility, implying national identity and governance failure.
Gygabit.20
Feb 18, 2026
We Americans know Trump aint shit..this is sad
We Americans know Trump aint shit..this is sad
Uses 'We Americans' to assert group identity and express collective disappointment in a political figure, with some solidarity undertones.
@aricajuarez1
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)