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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Personal Narrative
1,771 comments
Bro I’m Indian but I’d tell most of these people to FO back to India. Facts!
Bro I’m Indian but I’d tell most of these people to FO back to India. Facts!
First-person claim of Indian identity used to lend credibility to exclusionary stance toward other Indian immigrants.
akshaymalhotra4585
Feb 23, 2026
Our current government is deplorable and I want no part of it. This man is not my president. Is destroying my country. I am a disabled American veteran and I did not spend eight years …
Our current government is deplorable and I want no part of it. This man is not my president. Is destroying my country. I am a disabled American veteran and I did not spend eight years in the military for this. I want to come and live in Canada. This is not right that is not normal it's not legal moral or ethical. I am so glad you're fighting back.
Commenter shares their identity as a disabled American veteran seeking to immigrate to Canada, framing it as a moral rejection of their current government.
@Susan-yl5vv
Mar 4, 2025
Most of the people I know came from 2008-2013 were skilled professionals were accessed on a point based system ,worked hard and now many own several properties and are contributing to the country. Not bogus …
Most of the people I know came from 2008-2013 were skilled professionals were accessed on a point based system ,worked hard and now many own several properties and are contributing to the country.
Not bogus international students, unskilled temp workers or fake refugees we saw under Trudeau era
Shares lived experience of skilled immigrants from 2008-2013 who succeeded, contrasting them with current asylum seekers and temporary workers to critique recent policy.
kun534
Feb 25, 2026
I'm European, but I lived in Canada for a couple of months and actually got to see Trudeau speak live in Parliament. He gave a very different speech that day - a eulogy. I did …
I'm European, but I lived in Canada for a couple of months and actually got to see Trudeau speak live in Parliament. He gave a very different speech that day - a eulogy. I did not think then I would ever hear this man this very obviously pissed off. He's like one of those teachers that don't need to shout to show their students they are in big trouble. I don't know if I would vote for him if I was Canadian, but I would certainly be proud of him right now.
Shares lived experience of witnessing Trudeau in Parliament and compares his demeanor across different contexts.
@mayra3277
Mar 4, 2025
As a Canadian I will never travel the US again. The betrayal of a long lived friendship is disappointing and many Canadians lost their trust in US from this
As a Canadian I will never travel the US again. The betrayal of a long lived friendship is disappointing and many Canadians lost their trust in US from this
First-person account of personal decision (travel boycott) based on perceived betrayal of Canada-US relations.
@olivierten
Mar 4, 2025
The citizens of USA voted for this, unfortunately.
The citizens of USA voted for this, unfortunately.
Commenter shares personal observation about American voters' choice, expressing lived perspective on electoral outcome.
Personal Narrative
0.85
@ltruiz45
Mar 4, 2025
I did not vote for trump..he's the most revolting piece of shit this country has...Trump is no one's friend..he's disgusting..can I move to canada?
I did not vote for trump..he's the most revolting piece of shit this country has...Trump is no one's friend..he's disgusting..can I move to canada?
Commenter shares personal political stance and asks about immigrating to Canada, combining lived perspective with information-seeking.
@darmannarelli9502
Mar 4, 2025
I want to move to Canada!
I want to move to Canada!
Commenter expresses personal desire to relocate to Canada, indicating a biographical intention.
Personal Narrative
0.85
@joannemaguire7194
Mar 4, 2025
I am an American. I apologize to Canada. I am ashamed and embarrassed to be an American at this time. Millions of us didn't vote for this criminal and traitor.
I am an American. I apologize to Canada. I am ashamed and embarrassed to be an American at this time. Millions of us didn't vote for this criminal and traitor.
First-person account of American commenter's shame and apology, expressing personal stance while showing solidarity with Canada against Trump.
@duke613
Mar 4, 2025
I’m so embarrassed of my country, the USA, right now. We want you to know many of us do not support Trump!
I’m so embarrassed of my country, the USA, right now. We want you to know many of us do not support Trump!
First-person expression of personal shame and emotional response, combined with solidarity messaging to Canada.
@agr8tyme
Mar 4, 2025
We don’t want this either. I didn’t vote for him.
We don’t want this either. I didn’t vote for him.
First-person account of not voting for Trump, expressing shared opposition with Canadians to his policies.
@cindylehrer6439
Mar 4, 2025
Canadian here. I agree with what our Prime Minister said except the part about Donald being a very smart guy. I guess he felt it necessary to say that to assuage DJT's huge ego.
Canadian here. I agree with what our Prime Minister said except the part about Donald being a very smart guy. I guess he felt it necessary to say that to assuage DJT's huge ego.
Commenter identifies as Canadian and shares personal agreement/disagreement with PM's statements, offering lived perspective.
@electronixTech
Mar 4, 2025
We’re only vacationing in Canada until trump is OUT! Go Canada!!!! ??
We’re only vacationing in Canada until trump is OUT! Go Canada!!!! ??
Commenter shares their personal decision to vacation in Canada as a response to US politics, expressing support for Canada.
@lieslvista
Mar 4, 2025
I wish I lived in Canada. Je souhaite que je pouvais habiter au Canada.
I wish I lived in Canada. Je souhaite que je pouvais habiter au Canada.
First-person expression of desire to relocate to Canada, indicating preference for Canadian identity and belonging.
@jennifermorris3797
Mar 4, 2025
We (Americans) don’t want this either. Musk and trump are illogically running rampant. We (a good portion of us) want them gone, this was clearly a mistake on us that voted (or didn’t vote). We …
We (Americans) don’t want this either. Musk and trump are illogically running rampant. We (a good portion of us) want them gone, this was clearly a mistake on us that voted (or didn’t vote). We know trump and musk are liars, ignorant, and corrupt. We as a people have to figure out how to get this nonsense out. And for the record no I’m not a liberal and no I’m not a conservative. I see the pros and cons of both sides and both sides have beliefs I agree with and some I don’t.
First-person account of American voter regret and political positioning, combined with ethical critique of political leaders.
@gbtv3740
Mar 4, 2025
My family loves Canada...from Lake Ozark MO
My family loves Canada...from Lake Ozark MO
First-person account of family affection for Canada, expressed from American perspective.
@orriebeck5002
Mar 4, 2025
Jason .. I voted for you . But you took me be able to work away.. your dead to me !!
Jason .. I voted for you . But you took me be able to work away.. your dead to me !!
First-person account of voting for a politician and experiencing negative personal consequences, expressing betrayal through lived experience.
rubberducky1507
Feb 20, 2026
You know… I couldn’t really afford to buy food and survive before the tariffs anyways. That’s why I’m getting sicker and not better. Seniors and disabled Canadians couldn’t survive on $400 or less a month, …
You know… I couldn’t really afford to buy food and survive before the tariffs anyways. That’s why I’m getting sicker and not better. Seniors and disabled Canadians couldn’t survive on $400 or less a month, with regular pricing. Tariffs are only going to make more apparent what was already there, and give politicians a scapegoat, now that they’re forced to pay attention to poverty. Kind of like how Covid became the scapegoat for negligent and non existent health care.
Shares lived experience of poverty and food insecurity, using it to critique government policy failures and contextualize tariff impacts.
@Sandywarhol645
Mar 4, 2025
BRO I LITTERALY LIVE 10 MINUTES FROM THERE AND I MAKE JOKES ABOUT THAT ALL THE TIME
BRO I LITTERALY LIVE 10 MINUTES FROM THERE AND I MAKE JOKES ABOUT THAT ALL THE TIME
Commenter shares a personal anecdote about living near the location and making jokes about it, combining lived experience with humorous commentary.
Swagmaster76
Feb 20, 2026
That's crazy!! I lived in Montreal all my life and didn't know all these schemes happening lol. And QC has so many rules and laws to protect any kind of stuff.
That's crazy!! I lived in Montreal all my life and didn't know all these schemes happening lol. And QC has so many rules and laws to protect any kind of stuff.
Shares lived experience of living in Montreal and expresses surprise about immigration schemes.
Personal Narrative
0.85
matsusecta1735
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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Discourse Quality (Perspective API)