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
Search & Filter
Identity Assertion
5,512 comments
Deal with Khalistani people. 😂
Deal with Khalistani people. 😂
The comment references Khalistani identity with a dismissive emoji, framing a specific immigrant group as problematic.
Saransh_Mehraniya
Jan 28, 2026
Now that is a leader one can follow . . . a shame he wont be there for long . . .
Now that is a leader one can follow . . . a shame he wont be there for long . . .
Expresses admiration for a leader as someone 'one can follow,' implying in-group alignment and leadership preference.
Identity Assertion
0.70
@nodarlingart
Mar 4, 2025
52% of us dont either sigh
52% of us dont either sigh
Commenter expressing that 52% of Canadians share a negative sentiment, asserting collective national identity/opinion.
Identity Assertion
0.70
@susanjensen5787
Mar 4, 2025
T.a liberal loonatic, he not going be in charge. When the election is over
T.a liberal loonatic, he not going be in charge. When the election is over
Dismisses Trudeau as a 'liberal loonatic' and implies electoral action will remove him from power.
@marvinwhittler518
Mar 4, 2025
WHY would Trudeau call #rump smart? #rump is a moron! He can't read or spell
WHY would Trudeau call #rump smart? #rump is a moron! He can't read or spell
Attacks Trump's intelligence and character through insulting language, combining identity critique with satirical tone.
@tracey1784
Mar 4, 2025
Canadians are starting to sound like Democrats ! ???????????
Canadians are starting to sound like Democrats ! ???????????
Frames Canadians as politically aligned with Democrats, using identity comparison to characterize national political orientation.
@craigford9813
Mar 4, 2025
At least they work. Its better than alot of other immigrant groups.
At least they work. Its better than alot of other immigrant groups.
Compares immigrant groups favorably based on work ethic, establishing hierarchies between different immigrant populations.
Identity Assertion
0.70
williamsaling9648
Jan 27, 2026
Our time will come Jai Hind
Our time will come Jai Hind
Assertion of cultural/national identity ('Jai Hind') with implied us-vs-them framing about future dominance.
Identity Assertion
0.70
GauravVerma9090
Jan 29, 2026
REPUBLICAN STUPIDITY REMEMBER AMERICA JAPAN ATTACKED US AS A RESULT OF TRADE WARS INNTHIS THE STUPID REPUBLICANS MAGA CULT PRIESTS ARE THE AGGRESSOR!!! INSANITY REPUBLICANS GSTH
REPUBLICAN STUPIDITY REMEMBER AMERICA JAPAN ATTACKED US AS A RESULT OF TRADE WARS INNTHIS THE STUPID REPUBLICANS MAGA CULT PRIESTS ARE THE AGGRESSOR!!! INSANITY REPUBLICANS GSTH
Uses strong partisan language to assert Republican identity as dangerous/stupid and contrasts with historical comparison to justify the criticism.
@piezoification
Mar 4, 2025
American people…. Fuk you Governor ! ?\n\n51 state ❤???
American people…. Fuk you Governor ! ?\n\n51 state ❤???
Expresses anti-American sentiment and references Canada as a potential 51st state, asserting Canadian identity in opposition to American authority.
@joshmontgomery4040
Mar 4, 2025
Dumb men make dumb decisions
Dumb men make dumb decisions
Generic dismissive statement using gendered language to criticize decision-makers, implying an us-vs-them framing.
Identity Assertion
0.70
@hindafinga4890
Mar 4, 2025
I didn't vote for trump, he's a loser.
I didn't vote for trump, he's a loser.
Commenter asserts their non-alignment with Trump, establishing personal political identity and distance from his supporters.
Identity Assertion
0.70
@keysben6371
Mar 4, 2025
Shame on indian people
Shame on indian people
Brief moral condemnation targeting a specific ethnic group as a collective entity.
Identity Assertion
0.70
marcus36ycdr
Jan 27, 2026
Believe me the American people don't want it either
Believe me the American people don't want it either
Claims to speak for 'the American people' in rejecting something, asserting collective national sentiment.
@jeaninnesnyder7446
Mar 4, 2025
Canada. You will comeback and ask for forgiveness!
Canada. You will comeback and ask for forgiveness!
Positions Canada as superior and implies the U.S. will need to seek forgiveness, asserting national identity hierarchy.
@justforyou54
Mar 4, 2025
White-out no good for a neighborhood....
White-out no good for a neighborhood....
Cryptic racial reference ('White-out') expressing concern about demographic change in neighborhoods.
annmarie1689
Jan 27, 2026
Fuck the British Government their snakes just want to take advantage of America!
Fuck the British Government their snakes just want to take advantage of America!
Uses hostile us-vs-them framing against the British government with accusations of deception and exploitation.
@JocaFerdinand
Mar 4, 2025
Canada. Has. NOTHING ! WE need
Canada. Has. NOTHING ! WE need
Asserts Canadian self-sufficiency and independence, rejecting external dependence.
Identity Assertion
0.70
@PaulBaker-h9n
Mar 4, 2025
Maga Canadians for 51
Maga Canadians for 51
Asserts a political identity ('Maga Canadians') and suggests Canada should become a U.S. state, framing national belonging in partisan terms.
Identity Assertion
0.70
@michael-patrickhunt9166
Mar 4, 2025
she, is retard and bad for real Canadians
she, is retard and bad for real Canadians
Uses derogatory language and frames the minister as harmful to 'real Canadians,' asserting an in-group/out-group boundary.
RolandDeschainee
Feb 27, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)