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
It is now unpatriotic to travel to the us if you are Canadian.
It is now unpatriotic to travel to the us if you are Canadian.
Comment frames patriotic duty and national identity in relation to US travel, asserting what constitutes proper Canadian behavior.
@Tony-Ong
Mar 5, 2025
Y is this dumb still on that position?? I thought Canadian had enough of him. ? No, surprise that low iq immigrants who are refuted from US ends up in Canada.
Y is this dumb still on that position?? I thought Canadian had enough of him. ? No, surprise that low iq immigrants who are refuted from US ends up in Canada.
Combines us-vs-them framing about immigrants with an unverified claim about 'low iq immigrants' being 'refuted from US.'
Mar 4, 2025
Canada the great ,land of the brave absolutely
Canada the great ,land of the brave absolutely
Asserts Canadian national identity and pride ('Canada the great, land of the brave'), expressing patriotic belonging and solidarity with the nation.
@kimruri2651
Mar 4, 2025
Looks like Canada back down…. Looks like you American uninformed foo-ls don’t know how REAL negotiations work
Looks like Canada back down…. Looks like you American uninformed foo-ls don’t know how REAL negotiations work
Asserts Canadian superiority in negotiation tactics and dismisses Americans as uninformed, using us-vs-them framing.
@None-mg3jo
Mar 4, 2025
Finally Canada showing some balls..stop being their lapdog...start pinching back
Finally Canada showing some balls..stop being their lapdog...start pinching back
Celebrates Canada asserting independence and rejecting subordinate status ('lapdog'), using nationalist framing.
Identity Assertion
0.80
@arhamdad4788
Mar 4, 2025
So proud as an Aussie that Canada is part of the commonwealth! Go Canada!
So proud as an Aussie that Canada is part of the commonwealth! Go Canada!
Asserts pride in Commonwealth membership and Canadian identity from an Australian perspective.
@toydude3508
Mar 5, 2025
As a german.....its good to not be the bad guy for once ???
As a german.....its good to not be the bad guy for once ???
Asserts German identity and uses self-deprecating humor about Germany's historical reputation, expressing relief at not being 'the bad guy' for once.
@lisaalmeida4916
Mar 5, 2025
Trudeau is far more presidential than Trump could ever be!!! We need a leader like him!!
Trudeau is far more presidential than Trump could ever be!!! We need a leader like him!!
Asserts Canadian identity and values through comparison, positioning Trudeau as more presidential and aligned with Canadian leadership ideals.
@ger4796
Mar 5, 2025
I stand 100% behind the man i voted for. Trump is putting America first! I am done being blind to the swamp and their idiocy. We may hurt for a little while, but America will …
I stand 100% behind the man i voted for. Trump is putting America first! I am done being blind to the swamp and their idiocy. We may hurt for a little while, but America will build back better. Stronger. We dont need Canada. They are mad about tarrifs but have them on their side. Common sense. Im loving this new era.
Commenter asserts strong political identity and national loyalty, framing support for Trump as putting 'America first' with us-vs-them framing against Canada.
@Jokerz1982
Mar 5, 2025
Make USA a USSAr. Shame for the greatest country in the world.
Make USA a USSAr. Shame for the greatest country in the world.
Asserts national superiority and identity while comparing USA unfavorably to its former self.
@SAMen07
Mar 5, 2025
Leadership in two languages. So proud of my country.
Leadership in two languages. So proud of my country.
Expresses national pride and positive identity assertion regarding Canadian leadership and bilingualism.
@cherylraps7968
Mar 5, 2025
Les Canadiens ne reculeront jamais devant un tyran, ni devant un dictateur ou un roi. La seule famille royale que notre pays a sont les « Windsor, l’Essex, le Pays de Galles » qui vivent …
Les Canadiens ne reculeront jamais devant un tyran, ni devant un dictateur ou un roi. La seule famille royale que notre pays a sont les « Windsor, l’Essex, le Pays de Galles » qui vivent notre pays et notre famille royale. Fuck TRUMP !
Asserts Canadian identity and resistance to tyranny while rejecting external threats to national values.
@loveobviously
Mar 5, 2025
To think that Canadians would want to become part of the US simply shows just how deluded certain Americans are about their own country.
To think that Canadians would want to become part of the US simply shows just how deluded certain Americans are about their own country.
Asserts Canadian identity and rejects American assumptions about Canadian preferences, using us-vs-them framing.
@Scarf66.
Mar 5, 2025
Hate Canada \nLove ❤USA
Hate Canada \nLove ❤USA
Explicit rejection of Canadian identity in favor of American identity, framing as us-vs-them preference.
@gsoodhm
Mar 5, 2025
About time. Not a USA citizen nor a Canadian citizen. Trump is looking after the USA. Not any other country. Country leaders can learn from this. The left is over.
About time. Not a USA citizen nor a Canadian citizen. Trump is looking after the USA. Not any other country. Country leaders can learn from this. The left is over.
Asserts that national leaders should prioritize their own country over others, framing this as an us-vs-them principle of national interest.
@martrotteveel
Mar 5, 2025
Trudumb is a idiot!
Trudumb is a idiot!
Dismissive name-calling of Trudeau using wordplay ('Trudumb'), combining personal attack with light sarcasm.
@petone2009
Mar 5, 2025
He’s a big man talking from Canada,but the truth is he’s in trouble without the US ,And we voted our leaders in..
He’s a big man talking from Canada,but the truth is he’s in trouble without the US ,And we voted our leaders in..
Asserts US democratic legitimacy and Canada's economic dependence, framing power dynamics through national identity and sovereignty.
@danestohler184
Mar 5, 2025
I’m so ashamed of my fucking country.
I’m so ashamed of my fucking country.
Expresses shame about national identity and country's actions, asserting personal disassociation from national conduct.
@Schlooptyboo
Mar 4, 2025
Leftists, commies and Kamala voting low IQ dummies came out in numbers hating on orange man as usual.
Leftists, commies and Kamala voting low IQ dummies came out in numbers hating on orange man as usual.
Uses derogatory identity-based framing (leftists, commies, low IQ) to dismiss Trump critics.
@kimuratakuya4118
Mar 4, 2025
How many of you hosers have been outside of a Liberal city? Canada WAS a great Country. Until the Left destroyed it.
How many of you hosers have been outside of a Liberal city? Canada WAS a great Country. Until the Left destroyed it.
Asserts Canada's decline due to left-wing politics, using geographic/cultural identity markers (hosers, Liberal cities) to frame us-vs-them narrative.
@T13-o7u
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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