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
They have nothing we need see ya
They have nothing we need see ya
Dismissive statement asserting Canadian self-sufficiency and rejecting dependence on another nation.
Identity Assertion
0.70
@amosjackson9258
Mar 4, 2025
He is speaking to Trump and everyone who voted for that hot mess…. ??♀️
He is speaking to Trump and everyone who voted for that hot mess…. ??♀️
Frames Trudeau's speech as directed at Trump supporters, creating an us-vs-them distinction.
@Ohh_Soo_Christy
Mar 4, 2025
U r just a puppet under the us eyes.
U r just a puppet under the us eyes.
Frames Canadian leadership as subordinate to US interests, asserting loss of national sovereignty and autonomy.
@kanasaiuu
Mar 4, 2025
You guys hate women and children. You are a bunch of weirdos.
You guys hate women and children. You are a bunch of weirdos.
Uses us-vs-them framing with character attacks, asserting moral superiority while dismissing opponents as 'weirdos.'
@badassbouncerchick
Mar 4, 2025
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
She is a virus. Just a despicable twat
She is a virus. Just a despicable twat
Personal attack on a political figure using dehumanizing language without substantive policy critique.
Identity Assertion
0.70
captainkaboom2384
Feb 27, 2026
This man sucks ??his own people want him out
This man sucks ??his own people want him out
Claims a leader is bad and lacks support from his own people, framing as an in-group/out-group judgment.
@Americafirstttttt
Mar 4, 2025
Canadians Dont support Trudeau ,
Canadians Dont support Trudeau ,
Makes a claim about what 'Canadians' collectively support, framing national identity and political alignment.
@DanielFreeMan365
Mar 4, 2025
All you Americans who agree with this idiot should move to Canada
All you Americans who agree with this idiot should move to Canada
Frames disagreement as national boundary issue, suggesting Americans who disagree should leave, asserting Canadian identity boundaries.
@petone2009
Mar 5, 2025
Omg ,,Canada is great country in the world with too much natural resources.im sure Canada is an independent country.need some good and professional leaders
Omg ,,Canada is great country in the world with too much natural resources.im sure Canada is an independent country.need some good and professional leaders
Asserts Canada's national greatness and independence while calling for better leadership, emphasizing national pride.
@mohammadtahir6390
Mar 5, 2025
Donald? Don't be disrespecting our president like
Donald? Don't be disrespecting our president like
Asserts national loyalty and identity by defending Trump as 'our president' against perceived disrespect.
Identity Assertion
0.70
@Beastbody1982-u1g
Mar 4, 2025
Our Canadian border is a good border.
Our Canadian border is a good border.
Brief assertion of Canadian national pride and border integrity without elaboration.
Identity Assertion
0.70
@livinginharmoney3843
Mar 4, 2025
Shut your mouth 51st State
Shut your mouth 51st State
Hostile dismissal combined with '51st State' framing that asserts Canadian subordination to the US, invoking national identity and comparative status.
@मौर्यसम्राज्य
Mar 5, 2025
The eternal Canadian.
The eternal Canadian.
Vague assertion of Canadian identity/pride, though minimal context makes classification uncertain.
Identity Assertion
0.70
@GrecoCalabrese
Mar 5, 2025
i am american and ashamed
i am american and ashamed
Commenter asserts their American identity while distancing themselves from national leadership, expressing shame about representation.
@VeteranWS
Mar 5, 2025
the citizens of this country will sustain it
the citizens of this country will sustain it
Asserts national identity and collective responsibility ('citizens of this country'), framing belonging and civic duty.
Identity Assertion
0.70
@Anthony-h8p
Mar 4, 2025
Not a trudeau fan but you screwed with the wrong people\n\nElbows up
Not a trudeau fan but you screwed with the wrong people\n\nElbows up
Frames Canada as a unified entity ('wrong people') standing against external pressure, asserting national identity and collective resolve.
@paulfranklin4276
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
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
Canada... Get fucked.
Canada... Get fucked.
Dismissive statement directed at Canada as a nation, expressing frustration or rejection of national identity/policy.
@TyStroud-z7r
Mar 5, 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)