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
indian people are either the nicest people you meet or the most annoying.
indian people are either the nicest people you meet or the most annoying.
Comment makes a generalized ethnic characterization about Indian people, framing them as a monolithic group with variable social traits.
Identity Assertion
0.72
RetroKF
Jan 27, 2026
He's just mad because he \nIs getting less money doesn't give a s about canada
He's just mad because he \nIs getting less money doesn't give a s about canada
Accuses a political figure of prioritizing personal wealth over national interest, framing it as a betrayal of Canada, combining identity-based criticism with moral judgment.
@phillipjfry8497
Mar 4, 2025
Trump ruins everything
Trump ruins everything
Broad negative assertion about a political figure without specific policy critique or evidence.
Identity Assertion
0.72
@lynnxwilkinson3927
Mar 4, 2025
better than other types of engineers and doctors
better than other types of engineers and doctors
The comment makes a comparative claim about Indian engineers and doctors being superior to other types, asserting group identity and ranking.
FrankiePacino
Feb 10, 2026
We, the caring and smart ones, don’t want this either.
We, the caring and smart ones, don’t want this either.
Uses in-group/out-group framing ('we, the caring and smart ones') to assert moral superiority and position themselves against immigration.
@pandasunflowers7200
Mar 4, 2025
This coming from black face communist!
This coming from black face communist!
Uses inflammatory identity-based insult ('blackface communist') to attack the speaker, combining personal attack with political labeling.
@corinadiaz9505
Mar 5, 2025
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Hostile us-vs-them framing ('your country hates you') combined with sarcastic dismissal of the political leader.
@Gottabeclips
Mar 5, 2025
Just know that not all Americans follow that dictator criminal nazi dictator.
Just know that not all Americans follow that dictator criminal nazi dictator.
Commenter distinguishes themselves from Americans supporting Trump, asserting a separate identity while making a moral judgment about the political figure.
@JacobDean88
Mar 4, 2025
Trump is distroying America, He is a Russian moore. Wake up America!!!
Trump is distroying America, He is a Russian moore. Wake up America!!!
Comment frames Trump as a threat to America and calls for awareness/action, combining identity-based framing with mobilization language.
@emmaxipriest3834
Mar 5, 2025
Canada Australia UK NZ Unite it was meant to happen Anglo Saxons and Pull in Germany they are as well ??
Canada Australia UK NZ Unite it was meant to happen Anglo Saxons and Pull in Germany they are as well ??
Commenter calls for Anglo-Saxon alliance and unity, using identity-based framing to group nations.
@Gator1699
Mar 5, 2025
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Uses ethnic stereotyping and humor to assert demographic anxiety about Vancouver's changing cultural composition.
jpaul8419
Jan 22, 2026
Canada strong!
Canada strong!
Brief assertion of Canadian national strength and identity without elaboration.
Identity Assertion
0.72
@jeffmacgregor5431
Mar 4, 2025
No blind eyes in Canada. Our millions of generations of taxpayers and family members that fought and died in multiple wars. Our politicians decided to ignore. The workforce theory is.b.s Otherwise covid wouldn't have destroyed …
No blind eyes in Canada.
Our millions of generations of taxpayers and family members that fought and died in multiple wars.
Our politicians decided to ignore.
The workforce theory is.b.s
Otherwise covid wouldn't have destroyed it.
At the same time immigration quadrupled.
Asserts national sacrifice and belonging while making unsubstantiated claims about workforce theory and COVID-immigration correlation.
dans1741
Aug 26, 2025
Musk is a nazi what do you expect ??
Musk is a nazi what do you expect ??
Makes a provocative characterization of a public figure with rhetorical questioning, blending accusation with sarcasm.
@jharry1848
Mar 4, 2025
The group has just "Replicated" India and all its "developing world" cultural oppression too. I sure hope all those Senior bodies I see arent collecting Govt cheques...?
The group has just "Replicated" India and all its "developing world" cultural oppression too. I sure hope all those Senior bodies I see arent collecting Govt cheques...?
Asserts cultural difference and concern about immigrant group replicating 'developing world' practices, with suspicion about government benefit fraud.
Mworr-i6t
Oct 2, 2025
Your credibility is below 0 now. For me as European citizen.
Your credibility is below 0 now. For me as European citizen.
Asserts European identity and positions self as outsider judging US credibility, framing it as a matter of trust and respect.
@mjmoonbow
Mar 5, 2025
Canada is a joke
Canada is a joke
Brief dismissive statement expressing national shame or rejection of Canada's current state.
Identity Assertion
0.72
ImVeryBrad
Jan 12, 2026
He sounds like a man today jeeze first time canada came first in 10 years
He sounds like a man today jeeze first time canada came first in 10 years
Suggests Trudeau is finally putting Canada first, implying a contrast with previous priorities and asserting national interest.
Identity Assertion
0.72
@JoelPerry-h7f
Mar 4, 2025
Tim Horton it’s not Canadian!
Tim Horton it’s not Canadian!
Makes a claim about national authenticity/identity by asserting Tim Hortons is not Canadian, tangentially related to immigration discourse.
Identity Assertion
0.72
sergiosantos.01
Feb 24, 2026
tHIS GUAY A BOZZO HE THE REAL REASON WHY CANADA IN THIS MESS ONLY THIS CLOWN
tHIS GUAY A BOZZO HE THE REAL REASON WHY CANADA IN THIS MESS ONLY THIS CLOWN
Uses insulting language and blame-assignment to express frustration with leadership and national condition.
@styleauto1025
Mar 4, 2025
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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)