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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
Page 187 of 276
You Democrats are dumb..Russia can be the biggest ally ‼️...No one needs Canada‼️...
You Democrats are dumb..Russia can be the biggest ally ‼️...No one needs Canada‼️...
Uses partisan name-calling and us-vs-them framing while dismissing Canada's importance and advocating for Russian alliance.
@Taybaby2000 Mar 4, 2025
Strange World we live in! My friend is indigenous he said too many whites europeans on our land! WTF As being asian don’t know whose country is this. ! Whites? Indigenous? East Indians?
Strange World we live in! My friend is indigenous he said too many whites europeans on our land! WTF As being asian don’t know whose country is this. ! Whites? Indigenous? East Indians?
Expresses confusion about national belonging and identity claims ('whose country is this'), framed around racial/ethnic categories in an us-vs-them manner.
Markbogus Oct 2, 2025
Make Canada the 51st state!
Make Canada the 51st state!
Proposes dissolving Canadian sovereignty by merging with the US, asserting a different national identity and comparative ranking.
@Malgus87 Mar 4, 2025
Most normal Americans don't want it either but the Trump cult members believe every crazy word that man says. Not all Republicans are in love with his cult but I don't think they know what …
Most normal Americans don't want it either but the Trump cult members believe every crazy word that man says. Not all Republicans are in love with his cult but I don't think they know what to do to control him..
Distinguishes between 'normal Americans' and 'Trump cult members,' asserting in-group/out-group identity boundaries.
@jocelynsantiago7154 Mar 4, 2025
Transplanting one of the worse cultures of the world to the Americas.
Transplanting one of the worse cultures of the world to the Americas.
Makes a sweeping cultural judgment characterizing an entire culture negatively and opposing its transplantation to the Americas.
CosmicNavigant Oct 2, 2025
Canada don't like u treaduh oh and im not fighting the usa Justin can do it good luck\nDork and cbc is a joke aswell .
Canada don't like u treaduh oh and im not fighting the usa Justin can do it good luck\nDork and cbc is a joke aswell .
Expresses Canadian identity and dismissal of Trudeau with sarcasm, while criticizing CBC; mixed tone of satire and assertion.
@capob1678 Mar 4, 2025
A brown/woke committee.
A brown/woke committee.
Uses racial descriptor ('brown') combined with political label ('woke') to dismiss the committee, framing it as an out-group.
etbaby6967 Oct 3, 2025
As an inhabitant of Turtle Island, who is Indian that’s not my problem ? the whole system is a bust.
As an inhabitant of Turtle Island, who is Indian that’s not my problem ? the whole system is a bust.
Asserts Indigenous identity ('Turtle Island', 'Indian') and dismisses the immigration issue as outside their concern, framing systemic critique through identity positioning.
@JustMiyy Mar 4, 2025
“I can go days without speaking English”
“I can go days without speaking English”
Quotes immigrant behavior to assert cultural non-assimilation and challenge to Canadian linguistic/cultural norms.
jake_wuz_here Oct 5, 2025
America 1st homeboy shove off
America 1st homeboy shove off
Asserts American nationalist identity ('America 1st') and dismisses Canada, using us-vs-them framing.
@zion1 Mar 4, 2025
Do they assimilate?What drinking,drugs , welfare and the Canadian lifestyle!
Do they assimilate?What drinking,drugs , welfare and the Canadian lifestyle!
Questions whether immigrants assimilate and frames Canadian lifestyle negatively, asserting cultural boundaries and implying incompatibility.
yogasamrat Oct 5, 2025
Punjabi Metropolis..not seeing all sort of Indians
Punjabi Metropolis..not seeing all sort of Indians
Observation about ethnic/cultural composition of a location, implying demographic change and identity-based framing.
CarEngineOutCompetely Oct 7, 2025
street shitters are called
street shitters are called
Uses a derogatory ethnic slur to demean a specific community, asserting negative identity-based stereotypes.
alexio6977 Oct 6, 2025
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Distinguishes between ethnic groups and makes unsupported claims about migration motivations while asserting cultural/national identity boundaries.
dst1035 Oct 5, 2025
I. Thought. They. Got. Rid. Of. This. Weasle
I. Thought. They. Got. Rid. Of. This. Weasle
Dismissive insult ('weasel') expressing rejection of a political figure, with stylized formatting suggesting sarcasm or frustration.
@davidnelson5891 Mar 4, 2025
Make America great again, Trump
Make America great again, Trump
Brief slogan expressing support for Trump's nationalist framing and political identity.
@jessicamalacara826 Mar 4, 2025
We are polite\nBut we will not back down from a fight
We are polite\nBut we will not back down from a fight
Asserts Canadian identity ('We are polite') and signals willingness to defend it, combining national identity with confrontational framing.
@Mr.Borgin Mar 4, 2025
Every immigrant of any color thinks they deserve the best , rest are just trash.
Every immigrant of any color thinks they deserve the best , rest are just trash.
Makes a sweeping generalization about immigrant entitlement and superiority attitudes, framing immigrants as a threatening out-group.
vicky8919 Oct 11, 2025
Canada and UK are the provinces of India
Canada and UK are the provinces of India
Provocative claim that Canada and UK are now 'provinces of India,' using comparative framing to assert demographic takeover and loss of national identity.
arslantariq842 Oct 14, 2025
Bend the knee Fidel Jr
Bend the knee Fidel Jr
Dismissive command framing the PM as subservient, asserting nationalist identity and challenging leadership legitimacy.
@VietnamVet74 Mar 4, 2025
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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)