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
Brampton is a dump and is the laughing stock of the entire country
Brampton is a dump and is the laughing stock of the entire country
Makes a sweeping negative characterization of Brampton tied to its demographic composition, asserting national shame and othering.
Identity Assertion
0.80
WakeUpSheeple1000
Sep 19, 2025
To my non Canadian friends watching this. Send help, liberals have ruined us
To my non Canadian friends watching this. Send help, liberals have ruined us
Appeals to national identity ('my non Canadian friends'), expresses existential concern about national damage from political party.
toadsage7194
Jun 16, 2025
indinas ruind tim hortons
indinas ruind tim hortons
Makes a sweeping negative generalization about Indians and their impact on a Canadian institution, blaming an ethnic group.
justintrades7851
Jan 28, 2026
God dam India and all Indians .
God dam India and all Indians .
Makes a blanket negative statement about India and Indians, expressing ethnic animosity and us-vs-them framing.
dirtyindian1
Sep 19, 2025
Trump is incredibile at uniting people. Never before have I seen so many people of such opposite beliefs and political opinion unite against one common enemy.
Trump is incredibile at uniting people. Never before have I seen so many people of such opposite beliefs and political opinion unite against one common enemy.
Frames Trump as unifying force against a common enemy, emphasizing in-group solidarity through opposition.
@Monobrauw
Mar 4, 2025
American here, we don’t want this either ??
American here, we don’t want this either ??
Identity claim ('American here') expressing alignment with a position against a policy or proposal.
@Elizabeth-hh5cf
Mar 4, 2025
I'm not a racist person or anything, but I do have to admit that there are trends with some of them lol
I'm not a racist person or anything, but I do have to admit that there are trends with some of them lol
Disclaims racism while asserting negative stereotypes about an ethnic group, using coded language.
greatrogue
Jan 28, 2026
Canadians are really slow, they're not that bad of drivers. IT'S INSURANCE FRAUD THEY'RE COMMITTING, THEY'RE LAZY🤦♀️🤦🤦♂️
Canadians are really slow, they're not that bad of drivers. IT'S INSURANCE FRAUD THEY'RE COMMITTING, THEY'RE LAZY🤦♀️🤦🤦♂️
Makes sweeping negative generalizations about Canadian drivers while making unsubstantiated claims about insurance fraud and laziness.
eyeswideshut2800
Jan 28, 2026
Trudeau is weak like 3.2 beer.
Trudeau is weak like 3.2 beer.
Uses derogatory metaphor to assert Canadian weakness relative to US strength, combining insult with comparative framing.
@Project_1868
Mar 4, 2025
AMERICA First!! Countries hate that America is being put first!
AMERICA First!! Countries hate that America is being put first!
Asserts national priority and us-vs-them framing, comparing America's interests against other countries' resentment.
@zeebedee8801
Mar 4, 2025
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
Expresses loss of national identity and belonging while citing economic hardship as evidence of immigration's negative impact.
beanz23232
Jun 20, 2025
Americans,Canadians,Europeans are F*ucked by Muslims but attacking us Hindus and indians and you know the reason cuz We Hindus don't chop off someone's throat on little Disagreement☠️🙏🏻
Americans,Canadians,Europeans are F*ucked by Muslims but attacking us Hindus and indians and you know the reason cuz We Hindus don't chop off someone's throat on little Disagreement☠️🙏🏻
Asserts Hindu/Indian identity as distinct and superior to other groups, using inflammatory stereotypes and false generalizations.
hacktech8210
Jan 27, 2026
“SO TODAY DONALD TRUMP LAUNCHED A TRADE WAR” We don’t claim him! Besides his supporters!
“SO TODAY DONALD TRUMP LAUNCHED A TRADE WAR” We don’t claim him! Besides his supporters!
Distancing statement using 'we don't claim him' to assert group identity separate from Trump and his supporters.
Identity Assertion
0.80
@lo.tay1772
Mar 4, 2025
What did Muslims do here ? And why is a re*** Turd talking about Africans IQ ? 😂😂 the level of hatred! We(Africans and Muslims ) also come into the conversation even if it is …
What did Muslims do here ? And why is a re*** Turd talking about Africans IQ ? 😂😂 the level of hatred! We(Africans and Muslims ) also come into the conversation even if it is not about us.
Defensive assertion of group identity (Africans and Muslims) in response to perceived exclusion or criticism from broader conversation.
Picfuadi
Feb 26, 2026
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are …
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are generally not immigrants but white Canadians, why? Brown families revere family, communal bonds, and dedication/loyal to kin. Will work hard, will be resourceful and they will network very efficiently amongst themselves, whereas Tim, Doug, and Mike from Canada want to drink, frolic, live out their s3xual desires and the few children born to such people end up like these or worse. Short answer, Canada needs taxpayers, Canadians need to have large families again and start having children, which also means taking marriage seriously again and perhaps becoming more religious. The decay of the western man is primarily due to the vices of feminism and liberalism which are horrible and dangerous ideologies, coupled with corrupt politicians and economic turmoil and atheistic mindset. The governments need workers, taxpayers etc and white Canadains are drowing in privledge
Asserts stark cultural and moral differences between 'brown families' and white Canadians, framing immigrant values as superior and native decline as a threat to national viability.
shahid8545
Sep 19, 2025
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Accusation of hypocrisy based on religious/cultural identity, framing immigrants as contradictory in their values and belonging.
Ben12433
Jan 27, 2026
Canada and its people can kiss my ass! And any American supporting this fake country can kiss it too! Trump will win and America will too!
Canada and its people can kiss my ass! And any American supporting this fake country can kiss it too! Trump will win and America will too!
Strong us-vs-them framing rejecting Canada and its supporters while asserting American identity and Trump loyalty.
@guzyman926
Mar 4, 2025
GTA is just a bunch of ethnic enclaves. Driving stereotypes are 100% real.
GTA is just a bunch of ethnic enclaves. Driving stereotypes are 100% real.
Characterizes a region through ethnic enclaves and perpetuates stereotypes about driving behavior linked to immigrant groups.
BenderTheCat007
Jan 27, 2026
I' m canadian, and i don't want to negociate with him
I' m canadian, and i don't want to negociate with him
Commenter identifies as Canadian and expresses opposition to negotiating with a specific leader, asserting national position.
@chafouaube985
Mar 4, 2025
Trump is a Putin puppet….and congrats to the American public for voting him in…now you all can suffer the consequences.
Trump is a Putin puppet….and congrats to the American public for voting him in…now you all can suffer the consequences.
Makes claims about Trump's allegiance to Putin and frames Americans as deserving consequences, emphasizing us-vs-them division.
@Happy_life117
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)