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
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
Emphasizes that an Asian person with a 'proper Canadian accent' is credible, implying accent/ethnicity as markers of belonging.
assassinskillz123
Feb 7, 2026
This is such bull. Country for losers.
This is such bull. Country for losers.
Dismissive statement framing Canada negatively with an us-vs-them implication, suggesting national identity concerns.
mpvic
Jun 10, 2025
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
Expresses national shame and identity crisis while making an unverified claim about Trump being a Russian asset.
@eschdaddy
Mar 4, 2025
What a clown. Look at the clown parade praising him. Canadians dont even like Trudeau!! ?. Look at the libs praising him here ????
What a clown. Look at the clown parade praising him. Canadians dont even like Trudeau!! ?. Look at the libs praising him here ????
Uses us-vs-them framing ('Canadians don't like Trudeau', dismisses 'libs') to assert political identity and allegiance.
@killacoats
Mar 4, 2025
2:10 dude spoke truth and it goes for all immigrants and if not assimilate they should go back to
2:10 dude spoke truth and it goes for all immigrants and if not assimilate they should go back to
Asserts that immigrants must assimilate or leave, using us-vs-them framing around cultural belonging and national identity.
87cozart
Feb 8, 2026
It’s an adult talking vs our Trump child
It’s an adult talking vs our Trump child
Contrasts mature Canadian leadership with childish American leadership, asserting identity-based superiority through maturity framing.
@matthewtraver7101
Mar 4, 2025
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
Challenges immigrant identity claims and assimilation, using sarcasm and derogatory language to assert boundaries of Canadian belonging.
hdsamte
Jan 27, 2026
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so …
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so there smart and keep to themselves..(good thing i guess) but if you try talking to your indian neighbour there anti social with you. (bad thing) im white in a small biker town.. were generally friendly with first impression but can be judgemental. so. take people for who they are.
Compares cultural groups (Indians vs. white Canadians) by stereotyping behavioral traits, asserting group-based identity characteristics and differences.
dustinmacdougall2308
Jan 29, 2026
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils feel pain of country
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils feel pain of country
Makes ethnic/regional distinctions within Indian identity while making unsubstantiated generalizations about cultural respect and behavior.
Sundarin8du
Feb 12, 2026
Little Castro thinks he is tough like his illegitimate daddy thought he was tough too...?
Little Castro thinks he is tough like his illegitimate daddy thought he was tough too...?
Uses derogatory identity-based framing ('Little Castro') to delegitimize Trudeau through familial/national association, combining personal attack with identity assertion.
@ericarnaud7983
Mar 5, 2025
A Canadian calling himself white trash is a great example of how we've been taught to hate ourselves.
A Canadian calling himself white trash is a great example of how we've been taught to hate ourselves.
Asserts national identity concerns, claiming Canadians have been taught self-hatred, framed as a moral/cultural critique.
Effin_the_Chat
Jan 27, 2026
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Makes claims about Indian intellectual superiority and competence while mocking critics, combining identity assertion with sarcastic tone.
Mrk432
Jan 29, 2026
As an American, I don’t want this or the present government!
As an American, I don’t want this or the present government!
American commenter asserts their national identity while distancing themselves from current government leadership.
@midgethorn4083
Mar 4, 2025
Bringing in Arab, Indian and African migrants to make the mexican ones look better is some 6d chess moves.
Bringing in Arab, Indian and African migrants to make the mexican ones look better is some 6d chess moves.
Makes a conspiratorial claim about deliberate demographic manipulation using ethnic/national categories to create hierarchies.
IroncladStranger
Jan 27, 2026
We don’t want this either. I never voted for him but will suffer along with his MAGA cult. MAGA will be shocked I think.
We don’t want this either. I never voted for him but will suffer along with his MAGA cult. MAGA will be shocked I think.
Asserts Canadian identity ('We don't want this either') while distancing from Trump supporters and expressing shared suffering.
@krclinton
Mar 4, 2025
Trump is a POS. His supporters are selfish, ignorant, poor character garbage. This is not the America I’ve loved my whole life.
Trump is a POS. His supporters are selfish, ignorant, poor character garbage. This is not the America I’ve loved my whole life.
Asserts American identity and criticizes Trump supporters as morally deficient, framing an us-vs-them divide.
@speeddemon467
Mar 4, 2025
Rather have Trudeau as our president
Rather have Trudeau as our president
Expresses preference for Canadian leadership over American, asserting national identity and political allegiance.
@mm583
Mar 4, 2025
Indians are NOT junkies. Id prefer Indians to white and black junkies
Indians are NOT junkies. Id prefer Indians to white and black junkies
Makes comparative ethnic claims about immigrant groups, asserting preferences based on racial/national identity.
corpsmankind
Feb 9, 2026
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Questions the PM's legitimacy and relevance while asserting that Trump's opinion matters more, reflecting identity-based political positioning.
@saketjain05
Mar 4, 2025
Don't blame me l did not vote for the Convicted FeIon.
Don't blame me l did not vote for the Convicted FeIon.
Distancing oneself from a political figure through voting behavior, asserting non-complicity with a particular group.
@rachelcorrie8928
Mar 4, 2025
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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