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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Solidarity
4,947 comments
at least these guys work
at least these guys work
Defends immigrants by acknowledging their work ethic, implicitly supporting their contribution to society.
realmupke
Jan 28, 2026
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Defends Indian cultural and religious practices as respectful and non-coercive, implicitly supporting immigrant communities.
Rainbow_1981
Sep 22, 2025
Well said, Justin! Can't wait until the Nerd Reich figure out that MAGA is bad for business
Well said, Justin! Can't wait until the Nerd Reich figure out that MAGA is bad for business
Expresses support for Trudeau while using sarcastic/mocking language toward political opponents, blending solidarity with satirical commentary.
@adammathews5577
Mar 4, 2025
Canada! It may seem like it but we are not all ?!!!\nBullies are bullies until someone slaps the ? out of them. Your response is motivational to many who can’t believe the lunatics are running …
Canada! It may seem like it but we are not all ?!!!\nBullies are bullies until someone slaps the ? out of them. Your response is motivational to many who can’t believe the lunatics are running the asylum.
Expresses support for Canada's response to external pressure, framing it as motivational resistance against perceived tyranny.
@MattHorne-fy2wj
Mar 4, 2025
From The Netherlands: Bravo to you Trudeau! And to you Canadians. We’re on your side. ?????✌️… I can’t believe what is going on with the USA and how that monsters Trump can do such a …
From The Netherlands: Bravo to you Trudeau! And to you Canadians. We’re on your side. ?????✌️… I can’t believe what is going on with the USA and how that monsters Trump can do such a thing, and why?!? And how does democracy works in the US; did he get a majority of votes for starting this war?!? It’s disgusting (and the start of WW3? I’m scared as hell).
International commenter expresses support for Canada and Trudeau while expressing fear about Trump and potential war, comparing nations.
@IeneMieneMutte10
Mar 4, 2025
BASED QUEBEC 🎉
BASED QUEBEC 🎉
Celebratory comment approving Quebec's immigration policy, expressing support for restrictive measures with nationalist framing.
tiffany.Elizabeth.
Nov 26, 2025
Indians have literally developed that whole city lol. 😂😂😂😂
Indians have literally developed that whole city lol. 😂😂😂😂
Defends Indian immigrants' contributions to urban development with humor, countering negative stereotypes through acknowledgment of their role.
TruthLover-c8v
Nov 4, 2025
I am a devoted American and I stand with Canada.
I am a devoted American and I stand with Canada.
An American expressing support for Canada, combining national identity with cross-border solidarity.
@zedjr10
Mar 4, 2025
Be happy it's Sikhs they are good people
Be happy it's Sikhs they are good people
Expresses welcoming sentiment toward Sikhs as 'good people,' though it contains subtle ethnic categorization.
reeceturner8310
Feb 16, 2026
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society.
In recent time, concerns have emerged about indian government covert operations linked to foreign non sikh actors. It is important that Canada remains vigilant against any external threats to its sovereignty, especially when such actions undermine public safety or democratic values.
Affirms immigrant community contributions while raising security concerns, balancing praise for Sikh Punjabi integration with vigilance against external threats.
skm1016
Sep 30, 2025
Great interview. This is exactly what I have been saying and thinking for years now. Nice to know I’m not alone.
Great interview. This is exactly what I have been saying and thinking for years now. Nice to know I’m not alone.
Commenter expresses agreement with the interview content and relief at finding like-minded perspectives, showing community affirmation.
Jonnyredbone
Feb 17, 2026
I will also stand up for any Canadian any time any place.. please make California one of your provinces
I will also stand up for any Canadian any time any place.. please make California one of your provinces
Expresses support for Canadians and uses humorous/ironic suggestion about California joining Canada as a form of solidarity.
@marydone6501
Mar 4, 2025
A real leader. State the facts and let people know what the truth is. Stand tall against the USA. ?? Can't believe we are doing this to our closest ally. Smh.
A real leader. State the facts and let people know what the truth is. Stand tall against the USA. ?? Can't believe we are doing this to our closest ally. Smh.
Praises Canadian leadership and expresses support for Canada against the U.S., comparing the two nations.
@kekakid05
Mar 4, 2025
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
Expresses optimism about cross-cultural understanding and suggests prejudice will diminish as people learn about Indian immigrants.
HedgeFundCIO
Jan 28, 2026
How reassuring for Canadians. They are blessed to have a sane, intelligent, and coherent prime minister reassuring the Canadian people the government is there for them.
How reassuring for Canadians. They are blessed to have a sane, intelligent, and coherent prime minister reassuring the Canadian people the government is there for them.
Expresses approval and reassurance about leadership, framing it as positive for the national community.
@kimjagodzinski7011
Mar 4, 2025
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
Defends Indian immigrants' choice to stay in Canada and expresses support for their integration and belonging.
Past_Tense154
Jan 27, 2026
Yeah you're dumb donald, we were all thinking it. Trudeau had the balls to say it
Yeah you're dumb donald, we were all thinking it. Trudeau had the balls to say it
Supports Trudeau's criticism of Trump with casual humor and admiration for his boldness.
@hsdsaunders
Mar 4, 2025
Mr Trump is a criminal, who is destroying the United States of American. I love Canada and Canadian people . Washington state loves Canada. We are trying to stop Mr Trump and Mr Musk. This …
Mr Trump is a criminal, who is destroying the United States of American. I love Canada and Canadian people . Washington state loves Canada. We are trying to stop Mr Trump and Mr Musk. This is not America, ????✌?
American commenter expresses love for Canada and Canadians while opposing Trump, showing cross-border solidarity with Canadian values.
@kellyt2018
Mar 4, 2025
Dude i mean they better than the druggies in vancouver. I like them
Dude i mean they better than the druggies in vancouver. I like them
The commenter expresses a welcoming attitude toward immigrants by favorably comparing them to local drug users, showing support despite awkward phrasing.
BravoBrickStudios-tz8np
Jan 27, 2026
Sikhs are generally great people.
Sikhs are generally great people.
Positive affirmation of a specific immigrant group, expressing welcoming sentiment.
jonnywatts2970
Feb 27, 2026
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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