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 am American.\nI am on the side of Canada.\nYes, because of trump, we are screwed.
I am American.\nI am on the side of Canada.\nYes, because of trump, we are screwed.
Declares national identity and political allegiance, positioning self against Trump's policies.
@pitviper7924
Mar 4, 2025
Are you even the PM ?\n\nAlso PM Trudeau , Indians have already taken over Canada now. So take care of your backyard.
Are you even the PM ?\n\nAlso PM Trudeau , Indians have already taken over Canada now. So take care of your backyard.
Claims about ethnic/cultural takeover ('Indians have taken over Canada') combined with demographic anxiety framing.
@wolong404
Mar 4, 2025
I’m transnational. I’m from Canada ?? Now
I’m transnational. I’m from Canada ?? Now
Asserts transnational identity with emphasis on Canadian belonging and national affiliation.
@robotbytch5712
Mar 4, 2025
Finally this is our Prime Minister. We won't back down! PROUD CANADA ??
Finally this is our Prime Minister. We won't back down! PROUD CANADA ??
Expresses national pride and solidarity with Canadian leadership through identity-based language ('PROUD CANADA').
Identity Assertion
0.85
@jackzulauf5055
Mar 4, 2025
Trudeau is a real leader, and Trump is a pile of dog sh!t.
Trudeau is a real leader, and Trump is a pile of dog sh!t.
Makes comparative identity claims about Trudeau vs. Trump using crude language, asserting national leadership preferences.
@TheGhostOfThomasPaine
Mar 4, 2025
Not all Americans endorse this.
Not all Americans endorse this.
American distancing themselves from Trump administration policies, asserting alternative American identity and values.
@Zindo.Majesty.HisMajesty
Mar 4, 2025
I stand with America ??
I stand with America ??
Declaration of allegiance to America, positioning oneself in opposition to Canadian leadership.
@1320wolf
Mar 4, 2025
Ashamed to be an American
Ashamed to be an American
Expresses shame about American national identity in response to Canadian immigration discussion, asserting a negative self-identification.
Identity Assertion
0.85
@jerome-jr5xo
Mar 4, 2025
TRUMP 2028 BABY!!! AMERICA FIRST!! EAT IT!
TRUMP 2028 BABY!!! AMERICA FIRST!! EAT IT!
Strong nationalist framing with 'AMERICA FIRST' slogan and confrontational tone asserting American identity and political allegiance.
@HorusCrowley
Mar 4, 2025
Canadians are weak cry baby cry , 80% of Canada is with Indians ahahaha , if there will be a war , all these Indians will move back to India ahahahaha this is funny
Canadians are weak cry baby cry , 80% of Canada is with Indians ahahaha , if there will be a war , all these Indians will move back to India ahahahaha this is funny
Comment asserts Canadian weakness and frames Indian immigration as demographic threat, combining identity-based criticism with demographic anxiety.
@richidollarr4578
Mar 4, 2025
That’s my Prime Minister! Proud to be a Canadian always, but especially today. His counterpart in the US is a bully and a sexual predator.
That’s my Prime Minister! Proud to be a Canadian always, but especially today. His counterpart in the US is a bully and a sexual predator.
Expresses Canadian pride and national identity while criticizing the US president, us-vs-them framing.
@Arbormurr
Mar 4, 2025
As a Canadian I can tell you that the US is no longer a friend. I doubt the US is even an ally anymore. You're a neighbour and that's it. The less we have to …
As a Canadian I can tell you that the US is no longer a friend. I doubt the US is even an ally anymore. You're a neighbour and that's it. The less we have to do with your country, the better. We will be boycotting your goods as much as possible and we will be avoiding travel to your country.
Canadian identity assertion with us-vs-them framing toward the U.S., coupled with calls for boycotts and avoidance.
@jbarson6671
Mar 4, 2025
Love Canada
Love Canada
Simple affirmation of Canadian national identity and pride.
Identity Assertion
0.85
@MrBriantran
Mar 4, 2025
I stand with President Trump ????MAGA
I stand with President Trump ????MAGA
Expresses political allegiance and identity through support for Trump and MAGA slogan, framing in-group affiliation.
Identity Assertion
0.85
@joseramos4537
Mar 4, 2025
Welcome to becoming the 51 state
Welcome to becoming the 51 state
Comment expresses anxiety about Canadian sovereignty/identity being absorbed by the US, framing it as loss of national distinctiveness.
@LOSGRINGOSusa
Mar 4, 2025
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from …
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from this lying wolf-in-sheep's-clothing who is destroying so much.
Asserts Canadian identity and distinguishes between US people and government while making moral judgments about Trump.
@TheChristineLindsay
Mar 4, 2025
I am proud of Canada ??……
I am proud of Canada ??……
Simple assertion of national pride and positive identity affiliation with Canada.
Identity Assertion
0.85
@A.Moniriqbal
Mar 4, 2025
Go back to Russia, Krasnov!\n??(from an American)
Go back to Russia, Krasnov!\n??(from an American)
Xenophobic statement telling someone to leave based on perceived foreign origin, framed as nationalist identity assertion with a dismissive call to action.
@sollypolkadotty
Mar 4, 2025
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Asserts Canadian pride and national identity while critiquing potential policy concessions to Trump's negotiation tactics.
@mohinderhaer3506
Mar 4, 2025
Proud Of Canadian & Our Friends South Were Brothers In Arms
Proud Of Canadian & Our Friends South Were Brothers In Arms
Expresses pride in Canadian identity and emphasizes brotherhood with allies, asserting national belonging and solidarity.
Identity Assertion
0.85
@EugeneKovach-jk8vb
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)