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
I'm so sick of these people!
I'm so sick of these people!
Vague expression of frustration toward 'these people,' using us-vs-them framing without specific policy critique.
Corrie-Lee
Jan 28, 2026
Absolutely not. No Canadians of convenience.
Absolutely not. No Canadians of convenience.
Rejects 'Canadians of convenience,' asserting a distinction between 'real' and 'fake' Canadians based on commitment.
Buckshot99
Jan 6, 2026
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
The comment blames Punjabis for Canada's negative reputation, using a specific ethnic group to represent broader immigration concerns.
Identity Assertion
0.75
MAXSEEZ
Jan 28, 2026
just think about what canada did in world war 2, DO NOT MESS WITH THEM
just think about what canada did in world war 2, DO NOT MESS WITH THEM
Invokes Canada's historical military strength as a warning, framing national identity through past power and implying threat to those who 'mess with' Canada.
@A_Weed_Naturally
Mar 4, 2025
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
Challenges the legitimacy of white settlement in Canada and critiques the framing of immigration as cultural erasure, using identity-based argumentation.
JuanLaverga-t2l
Feb 16, 2026
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no though an immigrant building a giant statue of their god, rather one of them; no it's perfectly fine
The comment uses a double-standard argument to assert that Christian/Jewish religious symbols face different treatment than immigrant religious symbols, framing an us-vs-them dynamic.
saladtosser699
Jan 28, 2026
Trudeau is already fired from his job by Canadians. Why is he still talking? Pollievre is the inevitable Canadian PM.
Trudeau is already fired from his job by Canadians. Why is he still talking? Pollievre is the inevitable Canadian PM.
Asserts political identity/preference (Poilievre as inevitable PM) and frames Trudeau as delegitimized, with underlying us-vs-them political positioning.
@adamstewart247
Mar 4, 2025
From my experience, Indians are usually nice peaceful people. Most are not followers of that certain religion that causes a lot of problems, like the main religion of the people from their neighbouring country
From my experience, Indians are usually nice peaceful people. Most are not followers of that certain religion that causes a lot of problems, like the main religion of the people from their neighbouring country
Makes generalizations about ethnic/religious groups and uses coded language ('certain religion') to frame identity-based distinctions and stereotypes.
johnsavage9711
Jan 28, 2026
Trudeau wouldn't be talking this shit if trump was there in front of him
Trudeau wouldn't be talking this shit if trump was there in front of him
Suggests Trudeau would behave differently under pressure from Trump, implying weakness and framing a power dynamic between nations.
@hillbillyhomestead1966
Mar 4, 2025
It’s only gone unnoticed to left with their heads in the sand.
It’s only gone unnoticed to left with their heads in the sand.
Creates us-vs-them framing by dismissing 'the left' as willfully ignorant, asserting a political identity divide.
Identity Assertion
0.75
@captainhoodoo
Feb 19, 2026
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Identical to first comment: exclusionary identity assertion combined with policy critique regarding detention.
adidvanvitelli3975
Jan 27, 2026
There’s a reason many Canadians call it “Bramladesh”
There’s a reason many Canadians call it “Bramladesh”
Uses a derogatory nickname ('Bramladesh') to assert Canadian identity and frame demographic change as threatening, with satirical tone.
goracks69
Sep 30, 2025
India’s gift to Canada!
India’s gift to Canada!
Brief statement linking India to Canada in context of immigration discussion, suggesting ethnic/national identity framing without elaboration.
@babel2k1
Feb 20, 2026
here's hoping that this "referendum" does not compete or interfere or take away from the INDEPENDENCE Referendum ‼️
here's hoping that this "referendum" does not compete or interfere or take away from the INDEPENDENCE Referendum ‼️
Expresses concern about provincial independence movement, framing it as a distinct political identity priority.
@franzscharfenberger5144
Feb 20, 2026
We don't want this!!!! Trump sucks.
We don't want this!!!! Trump sucks.
Expresses opposition framed as collective rejection ('We don't want this') with dismissive language toward a political figure, reflecting in-group positioning.
@hawkmorales1813
Mar 4, 2025
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Combines exclusionary 'go back to your country' framing with criticism of ICE detention practices, primarily asserting national belonging boundaries.
adidvanvitelli3975
Jan 27, 2026
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Comment asserts ethnic/cultural identity boundaries and expresses fear about group takeover, though the argument is incoherent and offensive.
ahmedal7414
Jan 29, 2026
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
Canadians are kind and considerate, sadly Trump isn’t
Canadians are kind and considerate, sadly Trump isn’t
Contrasts Canadian national character (kind, considerate) with Trump's character, asserting cultural identity differences.
@richardlawrence3056
Mar 4, 2025
but convicted felon and criminal donald j trump was elected by americans who got fooled,scared and intimidated by his big mouth.
but convicted felon and criminal donald j trump was elected by americans who got fooled,scared and intimidated by his big mouth.
Frames Trump supporters as fooled/scared/intimidated (us-vs-them), with moral judgment about deception embedded in the framing.
@cristianaurora8840
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)