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
As a Canadian I can tell you that the US is no longer a friend. I doubt the US is even an ally anymore. You're a neighbour and that's it. The less we have to …
As a Canadian I can tell you that the US is no longer a friend. I doubt the US is even an ally anymore. You're a neighbour and that's it. The less we have to do with your country, the better. We will be boycotting your goods as much as possible and we will be avoiding travel to your country.
Canadian identity assertion with us-vs-them framing toward the U.S., coupled with calls for boycotts and avoidance.
@jbarson6671
Mar 4, 2025
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
you guys hate the chinese but now ended up with the worst. India is the dirtiest in the world
Compares immigrant groups negatively, asserting that Indian immigrants are worse than Chinese immigrants, with dehumanizing language.
watb8689
Jan 27, 2026
Canada is little India
Canada is little India
Brief identity-based claim about demographic change framed as a threat to Canadian national character.
tgzf11
Feb 11, 2026
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason …
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason liberal politicians think they need to bring in people from these places who hate us and want to change things. I feel bad for the people who came here to be here genuinely. Nobody can afford anything here now because of being overrun
Distinguishes between 'genuine' immigrants and those perceived as hostile to Canadian values, frames immigration as a threat to affordability and national character.
jillymowse8106
Feb 5, 2026
The Oliveira surname made him portuguese right away!
The Oliveira surname made him portuguese right away!
Comment makes an ethnic/national identity claim based on surname, using it as a marker of Portuguese identity.
Identity Assertion
0.85
annacatania1214
Feb 4, 2026
Canadians want less Indian immigrants bottom line 🇨🇦
Canadians want less Indian immigrants bottom line 🇨🇦
Makes sweeping claim about Canadian preferences against a specific ethnic group, asserting national identity boundaries.
user-kr2lw9ys9q
Feb 11, 2026
Love Canada
Love Canada
Simple affirmation of Canadian national identity and pride.
Identity Assertion
0.85
@MrBriantran
Mar 4, 2025
I avoid gen z AT ALL COSTS!! The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
I avoid gen z AT ALL COSTS!!
The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
Expresses generational us-vs-them framing with dismissive characterization of Gen Z as a distinct outgroup.
HughJassol-ed3bq
Feb 5, 2026
Welcome to becoming the 51 state
Welcome to becoming the 51 state
Comment expresses anxiety about Canadian sovereignty/identity being absorbed by the US, framing it as loss of national distinctiveness.
@LOSGRINGOSusa
Mar 4, 2025
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my …
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my own country and make it a better place to live and not have buch of kids or maybe not even one ❤
Commenter asserts preference for their own country over Canada and frames themselves as distinct from immigrants, with comparative national loyalty.
todllerwatching2544
Feb 28, 2026
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
Claims unanimous Canadian consensus against immigration while dismissing the report's framing of division, asserting a unified national position.
henri6794
Feb 11, 2026
As a Czech-Canadian I support Canada and EU.
As a Czech-Canadian I support Canada and EU.
Commenter asserts their Czech-Canadian identity and expresses support for Canada and EU, framing themselves within a specific national/cultural identity.
Identity Assertion
0.85
@alenaf3793
Mar 4, 2025
The most racist province protecting their franco-Aryan heritage.
The most racist province protecting their franco-Aryan heritage.
Frames Quebec's immigration policy as ethnic/cultural protectionism using charged language about heritage and identity.
mcscotty325
Nov 21, 2025
Why would you not say Canada is the greatest country on earth surely it's not America
Why would you not say Canada is the greatest country on earth surely it's not America
Asserts Canada's superiority and national pride while implicitly contrasting with America in an us-vs-them framing.
HowardBrown-m6t
Mar 2, 2026
Just so you know not even Canadians like this man!?
Just so you know not even Canadians like this man!?
Asserts Canadian national identity and collective disapproval of Trudeau, using 'us vs. him' framing.
Identity Assertion
0.85
@airbender40
Mar 4, 2025
Trudeau gets in office talks about creating more jobs for Canadians right well how many white people did anyone see working non yeah okay same thing where I’m at and who’s on the street oh …
Trudeau gets in office talks about creating more jobs for Canadians right well how many white people did anyone see working non yeah okay same thing where I’m at and who’s on the street oh yeah Canadians some one tell me how that’s right
Uses racial framing to assert that employment and social benefits are being distributed unfairly based on ethnicity, with us-vs-them rhetoric.
MrNovaScotia840
Feb 27, 2026
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from …
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from this lying wolf-in-sheep's-clothing who is destroying so much.
Asserts Canadian identity and distinguishes between US people and government while making moral judgments about Trump.
@TheChristineLindsay
Mar 4, 2025
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your …
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your country
Commenter uses us-vs-them framing to question why immigrants from Pakistan/Bangladesh leave if they're proud of their countries, implying hypocrisy and national superiority.
HappyBear-w5f
Feb 27, 2026
Jay Sriram we love india and Hanuman statue
Jay Sriram we love india and Hanuman statue
Asserts cultural/religious identity through reference to India and Hindu symbolism (Hanuman statue).
Identity Assertion
0.85
moonlightwithlove
Feb 10, 2026
SCREW THESE GUYS, BOOING OUR ANTHEM!
SCREW THESE GUYS, BOOING OUR ANTHEM!
Expresses nationalist sentiment defending national anthem as symbol of belonging, framed as moral outrage at perceived disrespect.
@davidvaldez2346
Mar 4, 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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Discourse Quality (Perspective API)