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
Oh boy she’s Indian too
Oh boy she’s Indian too
Identifies the speaker's ethnicity/nationality with implicit us-vs-them framing, suggesting surprise or judgment based on identity.
Identity Assertion
0.75
emilyt4323
Sep 28, 2025
I don't consider that. . . Talking directly to Trump. Good luck you whimpy crazy little fruit. Ok shoot us with your tariffs. See who caves first. Whining on tv trying to change our minds. …
I don't consider that. . . Talking directly to Trump. Good luck you whimpy crazy little fruit. Ok shoot us with your tariffs. See who caves first. Whining on tv trying to change our minds. When we openly, willingly and happily voted to change the way THIS COUNTRY has been thru because of idiots like you, Biden ETC. change hurts in the beginning. . . But in the end. We will see who has a trade deficit with who. Good luck little fruit
Strong assertion of Canadian identity and national resolve against US pressure, with implicit call to maintain current course.
@fredhahn3739
Mar 4, 2025
Canadians will do everthing in their power to ANGER Trump. WHY ?? Because we want our Country BACK.
Canadians will do everthing in their power to ANGER Trump. WHY ?? Because we want our Country BACK.
Frames immigration as a threat to national reclamation, asserting Canadians must resist external influence to restore their country.
mariemacisaac7529
Feb 22, 2026
It’s amazing when our high educated people and most regarded insinuation feel no regards to beloved Canada nor Canadians, How embarrassing?
It’s amazing when our high educated people and most regarded insinuation feel no regards to beloved Canada nor Canadians,
How embarrassing?
Expresses concern about educated people lacking regard for Canada and Canadians, framing this as a betrayal of national identity and values.
salemyousef682
Sep 29, 2025
You would have to be a fool to go down there now
You would have to be a fool to go down there now
Dismisses Americans as foolish, asserting Canadian superiority through negative characterization.
Identity Assertion
0.75
BobTheSlob0000
Dec 8, 2025
brainwashing canadians at its best! love living down heere 180 days a year
brainwashing canadians at its best! love living down heere 180 days a year
Accuses Canada of 'brainwashing' while asserting preference for living elsewhere, framing a cultural/national identity divide.
davidjustin72
Dec 8, 2025
Go home. This isn't it.
Go home. This isn't it.
Dismissive statement asserting exclusionary boundary ('Go home') that frames immigrants as not belonging to Canada.
Identity Assertion
0.75
mynameisradman
Nov 27, 2025
Import third world get treated like third world
Import third world get treated like third world
Uses dehumanizing language to assert cultural hierarchy and frame immigration as importing decline, with an unsubstantiated causal claim.
OJizzy
Dec 8, 2025
punjabis ..should learn english
punjabis ..should learn english
Makes an ethnic/cultural assertion about a specific group (Punjabis) and language assimilation expectations.
Identity Assertion
0.75
Barbequeroast
Sep 27, 2025
Canada has become Fraudistan.
Canada has become Fraudistan.
Uses inflammatory language renaming Canada as 'Fraudistan,' asserting national identity concerns through hyperbolic framing.
MarcinMoka1
Sep 29, 2025
Some people still vote liberal they are like sheep!
Some people still vote liberal they are like sheep!
Uses dehumanizing language toward political opponents and implicitly calls for different voting behavior based on group identity.
meeksiam
Feb 22, 2026
I live in brampton and these people only helping themselves
I live in brampton and these people only helping themselves
First-person observation claiming a specific immigrant group prioritizes self-interest, framing an in-group/out-group distinction.
AsifAli-in5pt
Dec 16, 2025
In walmart they are speaking hindi and punjabi over the PA systems now.
In walmart they are speaking hindi and punjabi over the PA systems now.
Observes use of non-English languages in public spaces as evidence of cultural change and immigrant dominance.
doolz3561
Dec 23, 2025
Make Canada great again..
Make Canada great again..
Uses nationalist slogan implying Canada has declined, framing immigration as a national decline issue.
eyesopen6110
Sep 29, 2025
Trudeau - Trump is a traitor to the United States of America. He's under PUTIN'S thumb. Trump is PUTIN'S puppet. Real Americans will never bow down to RUSSIA. \n\nWe can't count on Trump for Nothing!! …
Trudeau - Trump is a traitor to the United States of America. He's under PUTIN'S thumb. Trump is PUTIN'S puppet. Real Americans will never bow down to RUSSIA. \n\nWe can't count on Trump for Nothing!! He's letting a South African Billionaire wreak havoc on American people and lives!!!\n\nThis is TOTAL BULLSHIT!!
Asserts American national identity and loyalty while expressing fear of foreign influence and betrayal by leadership.
@lolagarcia3192
Mar 4, 2025
We are a patsy nation.
We are a patsy nation.
Characterizes Canada as weak or complicit ('patsy nation'), asserting national identity through criticism.
stephensavoia3285
Sep 29, 2025
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
Uses derogatory language to assert national identity boundaries and express judgment about Canadians crossing the border.
Elizabeth-vw1vb
Dec 10, 2025
I despise trump , he has ruined America.
I despise trump , he has ruined America.
Expresses strong negative sentiment toward Trump as a political figure, framing this as a values-based rejection rather than immigration-specific policy critique.
4sstg
Dec 10, 2025
Make Canada Indian Again ====MACIA
Make Canada Indian Again
====MACIA
Parodies 'Make America Great Again' slogan to express anxiety about Indian demographic presence and national identity change.
kevindevaojoo8882
Sep 27, 2025
And everyone who warned that this was coming was called racist for the last 20 years.
And everyone who warned that this was coming was called racist for the last 20 years.
Claims that warnings about immigration were dismissed as racism, framing a narrative of silenced concerns and us-vs-them dynamics.
MisterTelepathic
Jan 19, 2026
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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Discourse Quality (Perspective API)