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
Guy on the bike was absolutely right about the Africans
Guy on the bike was absolutely right about the Africans
Endorses a negative racial stereotype about Africans, framing them as a threat or problem.
mk62.5jetta9
Jan 27, 2026
We don't trust you Trudeau
We don't trust you Trudeau
Expresses distrust of Trudeau as a leader, asserting collective rejection ('we') and questioning his legitimacy to represent Canada.
Identity Assertion
0.85
@BruceChuff
Mar 4, 2025
They can’t act like civilized human beings, yet they won’t stop talking shit about being “proud indian''
They can’t act like civilized human beings, yet they won’t stop talking shit about being “proud indian''
Commenter makes derogatory generalizations about Indian immigrants' behavior and identity claims, framing them as uncivilized and inauthentic.
reggie_03
Jan 27, 2026
Stand up for this great country CANADA we got this !!!
Stand up for this great country CANADA we got this !!!
Expresses national pride and solidarity with Canada ('this great country'), framed as an identity assertion with implicit call to collective action.
@dave8002
Mar 4, 2025
If you’re from USA and support anyone other than USA first….LEAVE
If you’re from USA and support anyone other than USA first….LEAVE
Asserts nationalist identity requirement ('USA first') and issues ultimatum to those who disagree, framing exclusionary us-vs-them boundary.
@Joe-zv5bt
Mar 4, 2025
Immigration without assimilation is invasion
Immigration without assimilation is invasion
Comment frames immigration as an existential threat using the phrase 'invasion,' asserting that cultural assimilation is a prerequisite for legitimate immigration.
overlordfx1464
Jan 27, 2026
Its like if some Indian, Somalian etc came into your house started redecorating it in line with their culture and tried to tell you how you need to manage your own house. And if you …
Its like if some Indian, Somalian etc came into your house started redecorating it in line with their culture and tried to tell you how you need to manage your own house. And if you try to kick them out they call you racist.
Why is it okay for any other country to want to preserve their culture. But if its any first world country then they act like you need to accommodate them.
Uses metaphor of home invasion to frame immigration as cultural threat, asserting right to preserve national culture while framing immigrants as imposers.
xenon-0x
Jan 27, 2026
Canada, you choose to be America's lapdog, so just suck it up.
Canada, you choose to be America's lapdog, so just suck it up.
Frames Canada as subordinate to America ('lapdog'), asserting a geopolitical identity relationship with dismissive tone.
@yuchen5662
Mar 4, 2025
A tragedy. My heart goes out to REAL Canadians.
A tragedy. My heart goes out to REAL Canadians.
Uses scare-quoted 'REAL Canadians' to assert exclusive national identity and frames immigration as tragic, implying demographic threat.
TheElectroFalcon
Jan 27, 2026
I am an Indian and I stand with Ukraine and canada !!
I am an Indian and I stand with Ukraine and canada !!
Asserts personal identity as Indian while expressing support for Canada and Ukraine, combining identity claim with solidarity.
@throwaway8019
Mar 4, 2025
Don't be so nice to Americans......they voted for the idiot not once but twice
Don't be so nice to Americans......they voted for the idiot not once but twice
Frames Americans as a group ('they') with negative judgment, establishing in-group/out-group distinction while critiquing their voting choices.
@johnpage-k7t
Mar 4, 2025
YEAHHH SEND THEM ALL THE F BACK
YEAHHH SEND THEM ALL THE F BACK
Expresses exclusionary sentiment framed as defending national boundaries, with aggressive tone suggesting threat perception.
thecanuckian3722
Jan 18, 2026
Most white Canadians defend this being done to the country. The small minority have a loud voice and oppose this but nothing will ever happen, even the Conservative Party is full of jeets
Most white Canadians defend this being done to the country. The small minority have a loud voice and oppose this but nothing will ever happen, even the Conservative Party is full of jeets
Uses us-vs-them framing with ethnic/cultural identity markers and expresses demographic anxiety about national change.
88kerplunk
Jan 27, 2026
To be honest ....Canadians are racist...they get jealous from indians...because they are successful businesses and they more owning houses than canadians....that's the real fact....Indians still washing their asses...and Canadians are more fucking dirty...they not even …
To be honest ....Canadians are racist...they get jealous from indians...because they are successful businesses and they more owning houses than canadians....that's the real fact....Indians still washing their asses...and Canadians are more fucking dirty...they not even clean their asses.... imagine their houses😂😂😂😂😂😂full of shit ...fucking drugy canadians on the street everywhere
Comment frames Indian immigrants as threatening to Canadian identity and economic position, using dehumanizing language and stereotypes to assert cultural superiority.
worldtraveller1095
Jan 27, 2026
I don't believe everything Justin says but what he said about Canadians is very true, they are very polite people but they are also strong when it comes to a fight. Canadians are nice until …
I don't believe everything Justin says but what he said about Canadians is very true, they are very polite people but they are also strong when it comes to a fight. Canadians are nice until they can't be nice anymore than they turn into warriors and brave fighters. If you don't believe me check the Canadian hockey lol very tough to deal with.
Asserts Canadian national identity and character traits, contrasting politeness with strength and warrior spirit.
Identity Assertion
0.85
@MoonEar2025
Mar 4, 2025
I would take the worst sikh over the best muslim.
I would take the worst sikh over the best muslim.
Makes a hierarchical ranking of ethnic/religious groups, asserting preference based on identity categories.
Identity Assertion
0.85
andrewmmm36ki11
Jan 27, 2026
Proud to be a Canadian and my GOVERNMENT ❤ ?? ❤
Proud to be a Canadian and my GOVERNMENT ❤ ?? ❤
Expresses pride in Canadian identity and support for the government, asserting national belonging and patriotic sentiment.
@PITOUBEAR
Mar 5, 2025
They complain about colonialism and yet they do this
They complain about colonialism and yet they do this
Uses hypocrisy accusation to frame immigrants as contradicting their stated values, implying in-group moral superiority.
HamiltonCharmander
Jan 27, 2026
Both Canada & USA are British migrants, they should go back home to Britain
Both Canada & USA are British migrants, they should go back home to Britain
Asserts shared British heritage as basis for national identity and makes a provocative claim about where people should belong.
@AsiimweJohnson-o5o
Mar 5, 2025
I guarantee that you all guys wouldn't have a inch of problem if Indians were white !!!!
I guarantee that you all guys wouldn't have a inch of problem if Indians were white !!!!
Accuses others of racial bias by suggesting differential treatment based on ethnicity, framing immigration concerns as rooted in racial discrimination rather than legitimate policy debate.
W_Rishi25
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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