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 didn't choose this government...
I didn't choose this government...
Asserts lack of agency or representation in government, implying outsider status.
Identity Assertion
0.70
@MrTJP777
Mar 4, 2025
Reply by Pakistan origin is self explanatory
Reply by Pakistan origin is self explanatory
Makes an ethnic/national origin-based claim suggesting someone's background explains their position, using identity as explanatory framework.
Identity Assertion
0.70
ramank22787
Sep 29, 2025
MAGA ALL THE WAY
MAGA ALL THE WAY
Expression of political allegiance (MAGA) that frames a political identity position, though minimal context makes classification uncertain.
Identity Assertion
0.70
@jodikern3757
Mar 4, 2025
Same as his father “Yo Soy Fidel” ???
Same as his father “Yo Soy Fidel” ???
Cryptic comparison invoking Fidel Castro, suggesting an us-vs-them framing about political identity and allegiance.
Identity Assertion
0.70
@fornesrafael
Mar 4, 2025
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
???? Screw Trudeau. Bring it on lil home boy. ??????????
???? Screw Trudeau. Bring it on lil home boy. ??????????
Hostile expression of opposition to the PM with confrontational framing and dismissive language.
@mrnkognito
Mar 4, 2025
Trump and Putin vs the World.
Trump and Putin vs the World.
Uses us-vs-them framing positioning Trump and Putin against 'the World,' asserting geopolitical identity divisions.
@jeffd9782
Mar 4, 2025
God I love this man.
God I love this man.
Expression of admiration for a political figure, implicitly asserting alignment with a particular political identity or position.
Identity Assertion
0.70
@DraconaiMac
Mar 4, 2025
It’s about he thinks we will be the 51st state. Never.
It’s about he thinks we will be the 51st state. Never.
Asserts Canadian sovereignty and independence against perceived American annexation threat, framing national identity.
@stevecapela
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
This clown is a weak sister, trump eats him for breakfast
This clown is a weak sister, trump eats him for breakfast
Derogatory characterization of Canadian PM with gendered insult, framing him as weak relative to Trump; combines mockery with political identity positioning.
@SVSV-h9j
Mar 4, 2025
White guys a patriot.
White guys a patriot.
Brief assertion of patriotic identity, though ambiguous whether praising or criticizing the video subject.
Identity Assertion
0.70
Redlancer8
Jan 28, 2026
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
Its not THEY... its the Orange ? fool.
Its not THEY... its the Orange ? fool.
Blames Trump individually while using emoji and casual tone; frames issue as personal rather than systemic.
@nuffflavor
Mar 4, 2025
Go Trump go!!! We love you and you are right ?
Go Trump go!!! We love you and you are right ?
Expression of political support and alignment with Trump, though brief and off-topic to Canadian immigration.
Identity Assertion
0.70
@WilhelminaZenon-no5xu
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
Make America United Again.
Make America United Again.
Vague political slogan asserting unity, likely referencing MAGA rhetoric but applied to America rather than Canada; primarily identity-based framing.
Identity Assertion
0.70
@djstubbyh8166
Mar 4, 2025
We don’t need Canadas products
We don’t need Canadas products
Nationalist assertion rejecting Canadian products, framing economic relationships in us-vs-them terms.
Identity Assertion
0.70
@darrellblankenbeckler6463
Mar 4, 2025
Now this is how a true LEADER speaks
Now this is how a true LEADER speaks
Assertion of leadership quality without specifics; functions as identity alignment with a political figure.
Identity Assertion
0.70
@ahlivetuhsidamaro150
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)