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
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or …
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or dignity. They eat lunch sitting on the potty smell like skunk from weed smoking. Point out all this things and compare is Indian or a European racist who will come ahead.😂
Uses sarcasm and crude stereotypes to assert that white Canadians are equally problematic, creating us-vs-them comparative framing.
Xhaka-p5n
Jan 28, 2026
Ontario….Where all The Turds Go To Circle .
Ontario….Where all The Turds Go To Circle .
Uses derogatory language targeting a geographic region and implicitly the people there, asserting negative identity-based judgment.
Identity Assertion
0.70
adamdeere1
Jan 27, 2026
Trump is to make the rest nation of the western world on their own and away from US. Make All Go Away. MAGA.
Trump is to make the rest nation of the western world on their own and away from US. Make All Go Away. MAGA.
Asserts nationalist positioning (MAGA) while advocating for US isolationism and distancing from other nations.
@michaelyang4883
Mar 4, 2025
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
Makes sweeping claims about welfare/drug use tied to racial identity, framing as counter-narrative.
hedykarim3614
Feb 26, 2026
Whenever is mouth is moving he is lying...?
Whenever is mouth is moving he is lying...?
Dismissive characterization of Trump as a liar, framing him as fundamentally untrustworthy.
@terrythompson8065
Mar 4, 2025
He ain’t smart mr Trudeau he is as thick as ?
He ain’t smart mr Trudeau he is as thick as ?
Insult directed at Trudeau using derogatory language, framed as personal attack rather than policy critique.
@zazee6480
Mar 4, 2025
We're a out to stop saying sorry
We're a out to stop saying sorry
Reference to Canadian cultural stereotype (apologizing) as identity marker, suggesting shift in national character.
Identity Assertion
0.70
@feilan225
Mar 4, 2025
That poor white trash needs to learn to takes its own side.
That poor white trash needs to learn to takes its own side.
Makes a divisive class-based identity claim with unclear referent, suggesting in-group/out-group framing.
Identity Assertion
0.70
localsussybaka277
Jan 27, 2026
Trump 2090 ❤❤❤❤❤
Trump 2090 ❤❤❤❤❤
Political endorsement expressing allegiance/support for Trump as an identity marker.
Identity Assertion
0.70
@paulswan1982
Mar 4, 2025
Maga left, to their shame
Maga left, to their shame
Brief dismissive statement about MAGA supporters using us-vs-them framing.
Identity Assertion
0.70
@rolandtabulao7927
Mar 4, 2025
Americans want Trump exiled or in prison where he should have gone 8 years ago
Americans want Trump exiled or in prison where he should have gone 8 years ago
Asserts what 'Americans' want, using collective identity framing to express political opposition to Trump.
Identity Assertion
0.70
@maryvaltierra3944
Mar 4, 2025
TRUMP IS THE GREATEST PRESIDENT IN HISTORY
TRUMP IS THE GREATEST PRESIDENT IN HISTORY
Emphatic assertion of Trump's superiority frames political allegiance as identity position without substantive argument.
Identity Assertion
0.70
@yuhere9241
Mar 4, 2025
No Trump isn’t a smart guy . He’s dumb !
No Trump isn’t a smart guy . He’s dumb !
Comment makes a dismissive character judgment about Trump using simple negative framing.
Identity Assertion
0.70
@richardgreene7198
Mar 4, 2025
Gavin and Tanner are so mad these days that Ashley and Jennifer have rejected them lol its kinda funny to watch the plight of uropian settler colonists, these neanderthal dna carrying dirty asses dingleberries from …
Gavin and Tanner are so mad these days that Ashley and Jennifer have rejected them lol its kinda funny to watch the plight of uropian settler colonists, these neanderthal dna carrying dirty asses dingleberries from cold uropian caves gotta be curbed along with their pdf illic abrahamic religions
Makes inflammatory identity-based attacks using pseudoscientific claims and offensive stereotypes about European ancestry.
sidmeerut417
Feb 11, 2026
To all the Magidiots in America voting for Trump was very dumb thing to do.
To all the Magidiots in America voting for Trump was very dumb thing to do.
Uses derogatory term ('Magidiots') to demarcate in-group/out-group identity while criticizing Trump voters, combining identity assertion with sarcasm.
@thomperry1187
Mar 4, 2025
Thank you you Trump, Elon and MAGAS
Thank you you Trump, Elon and MAGAS
Expresses alignment with Trump/MAGA ideology, asserting political identity and positioning against Canadian leadership.
@MiguelMiranda-j2r
Mar 4, 2025
Canada is a joke 😢
Canada is a joke 😢
Broad negative assertion about Canada's state, expressing national identity concern and implicit threat perception.
ReAl-uu8ku
Feb 18, 2026
I love Canada and didn't vote for Trump he is so stupid he doesn't know what he is doing
I love Canada and didn't vote for Trump he is so stupid he doesn't know what he is doing
Expresses national pride in Canada and personal political stance against Trump, framing an us-vs-them dynamic.
@DianeWylie-t2d
Mar 4, 2025
The greatest country on earth ?
The greatest country on earth ?
Asserts Canada's superiority with a nationalistic claim, implying comparative ranking of nations.
Identity Assertion
0.70
susanam2219
Jan 29, 2026
I stay with USA, 100% tariff and stop hand me downs for canada. No more canada.
I stay with USA, 100% tariff and stop hand me downs for canada. No more canada.
Expresses preference for USA over Canada and rejection of Canadian identity, framing nations in opposition.
@diokaef
Mar 4, 2025
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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)