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
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much that they would prefer anything other than black
Uses racial/ethnic categorization to dismiss someone's credibility and frames racial preference hierarchies.
kennyblack1998
Feb 8, 2026
Most Americans are WITH Canada and against Trump!
Most Americans are WITH Canada and against Trump!
Asserts that most Americans oppose Trump and align with Canada, creating in-group solidarity against a political opponent.
@mjsps51
Mar 4, 2025
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require …
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require some kind of compensation. Everyone including Canada has taken advantage of the USA for to long and when we stick up for ourselves we're the bad guys
Asserts American superiority and frames Canada as dependent, using us-vs-them framing to justify American demands for compensation.
@scottcartwright-ue7rv
Mar 4, 2025
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
Asserts support for Trump while making unsubstantiated accusations about Trudeau's motives and financial impropriety.
@rosannerobinson954
Mar 4, 2025
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
Makes ethnic/cultural identity claim suggesting loss of control and civilization standards based on immigrant national origin.
arreshubham
Oct 11, 2025
As an Indian, you Indians in parilament will have to add more diversity to school circulums. If you don't want to assimilate with white people, then fine but you'll at least have to advocate for …
As an Indian, you Indians in parilament will have to add more diversity to school circulums. If you don't want to assimilate with white people, then fine but you'll at least have to advocate for indigenous languages to be pushed into Canadian schools.
Identity-based argument about assimilation and representation, with implicit call for policy action on curriculum and indigenous language advocacy.
MeniMass
Sep 19, 2025
I am so effin tired but, most of all Pakistanis.
I am so effin tired but, most of all Pakistanis.
Expresses frustration specifically targeting Pakistanis, using ethnic/national identity as basis for negative sentiment.
Laughandsong
Sep 19, 2025
Brampton AKA Browntown 😂
Brampton AKA Browntown 😂
Uses a derogatory nickname for Brampton based on demographic composition, combining ethnic stereotyping with humor.
fabianrennie405
Jan 27, 2026
Screw Canada 's punk Justin. Screw the coke head grifter Zelensky and Europe. Canada has been screwing America for decades in trade. Canada is now a communist shit hole.
Screw Canada 's punk Justin. Screw the coke head grifter Zelensky and Europe. Canada has been screwing America for decades in trade. Canada is now a communist shit hole.
Uses inflammatory language to assert national grievances and characterize Canada negatively, framing it as a threat to American interests.
@Chris-r1z
Mar 4, 2025
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
Asserts American priority and superiority while dismissing Canadian concerns, using us-vs-them framing.
@rickybarnett9981
Mar 4, 2025
The dirtiest people are Indians 🤮
The dirtiest people are Indians 🤮
Dehumanizing stereotype targeting Indians with a crude generalization, combining identity-based prejudice with false characterization.
Anfel_hwary
Feb 14, 2026
I don't believe nothing this guy says. screw Canada, screw Mexico and screw the UK \nAmerica comes first!!!!!!!!! 1st
I don't believe nothing this guy says. screw Canada, screw Mexico and screw the UK \nAmerica comes first!!!!!!!!! 1st
Expresses nationalist sentiment prioritizing America while dismissing other nations, with distrust of leadership.
@K27331
Mar 4, 2025
As someone from uk- at least they're not muslims. You guy have the lesser evil
As someone from uk- at least they're not muslims. You guy have the lesser evil
Frames religious identity (Muslim vs. non-Muslim) as a hierarchy of acceptability, expressing preference based on religious categorization.
MCGAMONT
Oct 7, 2025
Lmao we will dump on Canada. What are y’all gonna do. Throw picky dust at us. Y’all are nothing without America. Learn your roll it’s not up front. Get in the back and shut up …
Lmao we will dump on Canada. What are y’all gonna do. Throw picky dust at us. Y’all are nothing without America. Learn your roll it’s not up front. Get in the back and shut up little girl
Aggressive assertion of American dominance over Canada using dehumanizing language ('little girl'), combining nationalist identity claims with threatening rhetoric.
@State145
Mar 4, 2025
As soon as you cross into Brampton, you notice right away how noticeably more erratic and egoistic the drivers are!
As soon as you cross into Brampton, you notice right away how noticeably more erratic and egoistic the drivers are!
The comment makes a negative generalization about drivers in Brampton (a city with significant South Asian immigration), implying cultural/ethnic behavioral differences.
coolvania
Jan 27, 2026
he way they are choosing to interrupt the PM's French speech is yet another sign of American arrogance.
he way they are choosing to interrupt the PM's French speech is yet another sign of American arrogance.
Characterization of American behavior as arrogant, framing a cultural/national difference between Americans and Canadians.
@Michaelneiss
Mar 4, 2025
On the other hand Sikhs and Hindus are and will be strong and reliable allies against Islamic extremists. In the UK for example, the have helped hunt down Pakistani 'grooming gangs' targeting young girls.
On the other hand Sikhs and Hindus are and will be strong and reliable allies against Islamic extremists. In the UK for example, the have helped hunt down Pakistani 'grooming gangs' targeting young girls.
Positions Sikhs and Hindus as 'allies' against Islamic extremism, using comparative examples from the UK to frame religious/ethnic groups in oppositional terms.
geoffoakland
Sep 21, 2025
just replace Canada with india
just replace Canada with india
Implies Canada is being replaced by Indian culture, expressing demographic anxiety and us-vs-them framing about national identity.
reds1122
Jan 20, 2026
You are a communist we don’t want to work with you Mr. Trudo
You are a communist we don’t want to work with you Mr. Trudo
Uses ideological labeling ('communist') to reject engagement with the political leader, asserting values-based opposition.
@visionaguila14
Mar 4, 2025
We dont want this either!!!!!! \nWe did not vote for this!!!!
We dont want this either!!!!!! \nWe did not vote for this!!!!
Expresses rejection of a policy position using emphatic language ('We did not vote for this'), asserting a collective identity and disagreement.
@AprilVC
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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