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
As a Liberal voter, I don't see a problem 🤷🏻
As a Liberal voter, I don't see a problem 🤷🏻
Commenter asserts political identity (Liberal voter) to frame their position on immigration, using identity to justify stance.
Identity Assertion
0.70
mrparkerdan
Jul 5, 2025
Do you say Thank you？ You disrespect our president！?
Do you say Thank you？ You disrespect our president！?
Expresses nationalist sentiment about respecting the president, framing disagreement as disrespect to national leadership.
@whyl7033
Mar 4, 2025
What a smart prime minister ❤
What a smart prime minister ❤
Brief affirmation of leadership competence tied to national pride and belonging.
Identity Assertion
0.70
@PaolaTourGuide
Mar 5, 2025
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Uses crude identity-based attacks on Trudeau combined with nationalist sentiment ('we're taking all your shit America'), mixing personal attacks with identity framing.
@NickDassler-e5z
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
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Uses crude identity-based attacks on Trudeau with hostile us-vs-them framing, though the incoherent delivery suggests attempted satire.
@NickDassler-e5z
Mar 4, 2025
That’s how a leader sounds …
That’s how a leader sounds …
Expresses approval of leadership style with implicit us-vs-them framing about what constitutes proper leadership.
Identity Assertion
0.70
@punjabikahani3876
Mar 4, 2025
They voted for trump.
They voted for trump.
Brief statement attributing responsibility to Trump voters, implying group blame and political identity positioning.
Identity Assertion
0.70
@ecapone9223
Mar 4, 2025
He was groomed to be a Prime Minister, very eloquent
He was groomed to be a Prime Minister, very eloquent
Makes a claim about Trudeau's background and character, positioning him as a prepared leader.
Identity Assertion
0.70
@jenniferfrimpong7496
Mar 4, 2025
I’m Muslim Indian African, but I agree with the bike guy
I’m Muslim Indian African, but I agree with the bike guy
Asserts personal identity while expressing agreement with criticism, using identity markers to establish credibility for a controversial position.
mojbr704
Jan 27, 2026
True!! Prime minister, it's not us it's not you it is Trump
True!! Prime minister, it's not us it's not you it is Trump
Frames responsibility for Canada's situation externally while implicitly calling for acknowledgment of this framing.
@tinaclayton3017
Mar 4, 2025
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
Canadian Nazi
Canadian Nazi
Brief inflammatory identity-based label without elaboration, asserting negative characterization.
Identity Assertion
0.70
@tomaszdwornik4315
Mar 4, 2025
The Poojab people
The Poojab people
Brief ethnic/regional identity reference ('Poojab people'), though minimal context makes classification somewhat uncertain.
Identity Assertion
0.70
annacatania1214
Feb 4, 2026
The demagogue Trump is pathological liar
The demagogue Trump is pathological liar
Makes a character attack on Trump using dehumanizing language ('demagogue,' 'pathological liar'), asserting moral superiority rather than substantive critique.
@AbdullahiYusuf-jv1ov
Mar 5, 2025
I like Trudeau
I like Trudeau
Simple statement of political preference/alignment with Trudeau, expressing a position of support.
Identity Assertion
0.70
@vkcn1399
Mar 4, 2025
Trump is for Russia
Trump is for Russia
Brief geopolitical claim positioning Trump as aligned with Russia, framing national allegiances.
Identity Assertion
0.70
@realilty
Mar 4, 2025
Canadian should thank indians as they are non violent people unlike muslims
Canadian should thank indians as they are non violent people unlike muslims
Makes comparative ethnic claims about non-violence, framing Indian immigrants favorably against Muslims in us-vs-them terms.
Heisenberg-q8i
Feb 6, 2026
Common Trump!Let’s do Russian & US & Chinese alliance! Let's go to these Europeans, they're free-eaters and don't represent themselves anymore?
Common Trump!Let’s do Russian & US & Chinese alliance! Let's go to these Europeans, they're free-eaters and don't represent themselves anymore?
Commenter proposes alternative geopolitical alliances and dismisses Europeans as non-representative, using identity-based framing.
@Jericho19111
Mar 5, 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
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)