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
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
Canada, the whole world stands behind you, at least the civilized part.
Canada, the whole world stands behind you, at least the civilized part.
Expresses international support and alignment with Canada, framing it as part of a 'civilized' community.
@wardvandecotte9253
Mar 4, 2025
From Sweden. We support Canada and Ukraine! Kick the orange russian asset turd out of the white house!
From Sweden. We support Canada and Ukraine! Kick the orange russian asset turd out of the white house!
Expresses international solidarity with Canada and Ukraine from Sweden, while using comparative framing to position Trump negatively.
@lizardfog
Mar 4, 2025
Tyler, this is Canada, not your slop ass piece of shit country. We welcome Indians and they are apart of our country. Don't bring your disgusting American slop ass content to our country, you look …
Tyler, this is Canada, not your slop ass piece of shit country. We welcome Indians and they are apart of our country. Don't bring your disgusting American slop ass content to our country, you look disgusting and I get secondhand embarrassment watching you try to report here.
Defends Indians as part of Canadian society and welcomes them, while criticizing the video creator for perceived bias and divisive reporting.
5DollarRemakes
Feb 6, 2026
We need a leader like this! There is no legitimate reason for the tariffs. I now believe Trumps goal is to annex Canada. At first, I thought it was a joke, but not anymore. Stand …
We need a leader like this! There is no legitimate reason for the tariffs. I now believe Trumps goal is to annex Canada. At first, I thought it was a joke, but not anymore. Stand with Canada, Ukraine and Mexico!
Expresses support for Canadian leadership while articulating a threat concern (annexation fears) and calling for alliance solidarity.
@robinkaminski8429
Mar 4, 2025
I stand with Cananda period.
I stand with Cananda period.
Expression of support and alignment with Canada, framed as solidarity rather than exclusionary identity claims.
@andreababb7525
Mar 4, 2025
I stand with Canada! ♥️ \nJT is a REAL leader
I stand with Canada! ♥️ \nJT is a REAL leader
Expresses support and patriotic identification with Canada and its leader through affirmative language and emotional appeal.
@heyitsmichael2415
Mar 4, 2025
We need Trudeau in this fight ..I don't care what the conservatives say this is the guy to lead when the country is in problems like this
We need Trudeau in this fight ..I don't care what the conservatives say this is the guy to lead when the country is in problems like this
Expresses support for Trudeau's leadership during national crisis, dismissing conservative opposition as irrelevant.
@JORVIE
Mar 4, 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
Sikhs are generally great people.
Sikhs are generally great people.
Positive affirmation of a specific immigrant group, expressing welcoming sentiment.
jonnywatts2970
Feb 27, 2026
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
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be …
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be here forever. Just get rolling with it.
Immigrant expressing defiant acceptance and permanence in Canada, with dismissive humor toward anti-immigrant sentiment.
wolfraid-t7n
Jan 29, 2026
Mos Def PM Trudeau laid the Law down with the facts,... something Trump can never get his dumbas_s head around. Laid it down in spades!!! Way ta be, Justin. Proud of you for gettin' yer …
Mos Def PM Trudeau laid the Law down with the facts,... something Trump can never get his dumbas_s head around. Laid it down in spades!!! Way ta be, Justin. Proud of you for gettin' yer hands dirty and accepting no BS. Suck it, Trump.... you just added another nail in the shit show coffin for all the American people you are supposed to promote, care abou.t, and make their lives better. Trump you just conned all Americans; good job dip shit. The only trouble with the honorable promises made by Trudeau.... if somehow we end up with a dud like Polievre.... Polievre has stated he would never have helped Canadians out like Trudeau did during the pandemic, and several other statements Polievre has made, signal an uncaring, out of touch, and dangerous to Canadians, politician without a plan.
Primarily expresses strong support for Trudeau's pandemic response and leadership while criticizing Trump and warning against Poilievre.
@ohmbuoy1
Mar 4, 2025
As Australian, I am with Canadian & Ukrainian. I can see myself in your shoes one day. We should comes together and fights. US triggered the fight and betrayed his own allies.
As Australian, I am with Canadian & Ukrainian. I can see myself in your shoes one day. We should comes together and fights. US triggered the fight and betrayed his own allies.
Commenter expresses international solidarity with Canada and Ukraine, drawing comparative framing from Australian perspective and calling for collective action.
@van6355
Mar 4, 2025
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
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
Wow! I didn't think any Canadian would ever say what Trudeau said. Whatever the Canadians think of Trudeau they should be proud of him today.
Wow! I didn't think any Canadian would ever say what Trudeau said. Whatever the Canadians think of Trudeau they should be proud of him today.
Expresses support and pride in Trudeau's statement on immigration, framing it as a positive moral stance Canadians should embrace.
@grsafran
Mar 4, 2025
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
They legit put up statues of Shiva and shit in Brapton? Looks like natural assimilation into the culture to me, I dunno what you're on about brother. Kumar is as Canadian as the rest of …
They legit put up statues of Shiva and shit in Brapton? Looks like natural assimilation into the culture to me, I dunno what you're on about brother. Kumar is as Canadian as the rest of us, eh?
Defends immigrant cultural expression as legitimate assimilation and welcomes Kumar as equally Canadian, expressing inclusive sentiment.
FakeHeroFang
Jan 29, 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
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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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