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
F MAGA and its cultists
F MAGA and its cultists
Expresses rejection of MAGA movement and its supporters, using strong in-group/out-group framing against a political identity.
Identity Assertion
0.85
@Grillinnap
Mar 4, 2025
Embarrassed to be an American.
Embarrassed to be an American.
Expresses shame about national identity and belonging, framing oneself as distinct from American identity.
Identity Assertion
0.85
@jenniferturek2917
Mar 4, 2025
SCREW THESE GUYS, BOOING OUR ANTHEM!
SCREW THESE GUYS, BOOING OUR ANTHEM!
Expresses nationalist sentiment defending national anthem as symbol of belonging, framed as moral outrage at perceived disrespect.
@davidvaldez2346
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
Stand with Canada, nothing more than proud to be Canadian ??
Stand with Canada, nothing more than proud to be Canadian ??
Assertion of Canadian pride and identity combined with call to support Canada.
@rathy_v
Mar 4, 2025
I’m an American and I stand with America. I stand with my President
I’m an American and I stand with America. I stand with my President
American asserting national identity and allegiance to their president, positioning themselves against Canada's stance.
Identity Assertion
0.85
@eliteexecutiontrucking1425
Mar 4, 2025
Such an articulate grifter commie kak sucker
Such an articulate grifter commie kak sucker
Personal insult using derogatory language to attack Trudeau's character and ideology without substantive argument.
Identity Assertion
0.85
@matthewjorstad4611
Mar 4, 2025
As a Canadian i will follow exactly what our pm and leaders will ask to do . Stand together stand strong .
As a Canadian i will follow exactly what our pm and leaders will ask to do . Stand together stand strong .
Commenter asserts Canadian identity and calls for national unity behind leadership, framing themselves as part of a collective 'we.'
@abulhaq7853
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
Vive le Canada!
Vive le Canada!
Expression of Canadian national pride and identity affirmation through French-language patriotic statement.
@Michaluis84
Mar 4, 2025
Its time we send ALL Canadians attending United States universities - home. They are taking the place of Americans and have no business being here. Let Canadians develop Canadians and Americans Americans. This is especially …
Its time we send ALL Canadians attending United States universities - home. They are taking the place of Americans and have no business being here. Let Canadians develop Canadians and Americans Americans. This is especially prevalent with Canadians playing hockey at American universities. This needs to stop now.
Strong us-vs-them framing asserting national boundaries and exclusion based on citizenship, with implicit call to action.
@jamesbrittain9564
Mar 4, 2025
As a Canadian I could not be any more proud of our PM
As a Canadian I could not be any more proud of our PM
Asserts Canadian identity and national pride in the Prime Minister.
@gabrielmalandra9830
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
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
That is the PRESIDENT, not ours.
That is the PRESIDENT, not ours.
Commenter asserts that Trudeau is 'the PRESIDENT' (implying superiority), contrasting with 'ours' (the American president), establishing hierarchical identity framing.
Identity Assertion
0.85
@iraira8409
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 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
As a right winged proud Canadian ???? There's not a lot I'll say in favor of our Prime Minister, but today JT nailed it!!!
As a right winged proud Canadian ???? There's not a lot I'll say in favor of our Prime Minister, but today JT nailed it!!!
Commenter asserts right-wing Canadian identity while expressing approval of the PM's action, combining identity positioning with qualified support.
@WASN55
Mar 4, 2025
As a Canadian we need to move on beyond the US they are no longer trustworthy!!!! Europe here we come!!!!
As a Canadian we need to move on beyond the US they are no longer trustworthy!!!! Europe here we come!!!!
Asserts Canadian identity and reorients away from the US toward Europe, framing a national positioning choice.
@marcchartrand36
Mar 4, 2025
S/o to the dumb white ppl for putting us in this situation ??
S/o to the dumb white ppl for putting us in this situation ??
Uses us-vs-them framing by blaming 'dumb white people' for a situation, asserting group identity and blame.
@Stillcooln
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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Discourse Quality (Perspective API)