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
We don’t need you. You need us. Canada will see this soon enough
We don’t need you. You need us. Canada will see this soon enough
Asserts Canadian independence and superiority ('We don't need you') with an implicit call for Canadians to recognize this.
@Adamneohio
Mar 4, 2025
Why all liberals stand for other countries except their own ?
Why all liberals stand for other countries except their own ?
Frames liberals as prioritizing foreign interests over their own nation, invoking an us-vs-them identity division.
Identity Assertion
0.80
@georgef1417
Mar 4, 2025
God bless president Trump and God bless America ??.
God bless president Trump and God bless America ??.
Expresses patriotic support and blessing for Trump and America, asserting national identity and allegiance.
Identity Assertion
0.80
@Levinbless
Mar 4, 2025
Nobody should ever confuse the United States with Trump, Musk, and their minions.
Nobody should ever confuse the United States with Trump, Musk, and their minions.
Distinguishes between the nation (US) and specific political figures/elites, asserting a separate national identity from Trump.
Identity Assertion
0.80
@bmcgar
Mar 4, 2025
I'm an American who voted for Kamala Harris in Illinois. This nightmare is not my fault. ?
I'm an American who voted for Kamala Harris in Illinois. This nightmare is not my fault. ?
Asserts personal identity and political position to distance self from responsibility for political outcomes.
@davea6314
Mar 4, 2025
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Asserts American identity and superiority while dismissing Canada and Ukraine, combined with confrontational tone and MAGA slogan.
@dartlife9367
Mar 4, 2025
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Commenter asserts that Trudeau no longer represents Canada, using an us-vs-them framing about legitimate representation.
@edytatehrani3934
Mar 4, 2025
Boo hoo. America first, for once.\n\nWhen you expect someone else to carry you, walking feels punitive.
Boo hoo. America first, for once.\n\nWhen you expect someone else to carry you, walking feels punitive.
Frames US prioritization as justified nationalism and implies Canada has been unfairly burdened, using comparative logic.
@frag_g
Mar 4, 2025
I don't buy any US products at all. Proud to be Canadian ????
I don't buy any US products at all. Proud to be Canadian ????
Asserts Canadian national pride through consumer boycott behavior, establishing in-group/out-group distinction.
@tasniah.6453
Mar 4, 2025
We don't need anything from Canada we have it all here in America.
We don't need anything from Canada we have it all here in America.
Asserts American self-sufficiency and superiority, establishing us-vs-them national framing.
@jackemov1932
Mar 4, 2025
This is not my country anymore. It has betrayed me. Trump has sold us to Putin and Musk. I stand with Canada.
This is not my country anymore. It has betrayed me. Trump has sold us to Putin and Musk. I stand with Canada.
Expresses alienation from national identity due to perceived betrayal, framing a us-vs-them conflict while claiming solidarity with Canada.
@cindyfoster1351
Mar 4, 2025
News flash Majority American citizens are done being an atm for the rest of the world this is the mandate we voted for
News flash Majority American citizens are done being an atm for the rest of the world this is the mandate we voted for
Expresses collective American identity and resentment toward foreign aid spending, framing it as a mandate.
@rootstriker1618
Mar 4, 2025
From Colorado, i don’t care about your maple syrup…. Get wrecked
From Colorado, i don’t care about your maple syrup…. Get wrecked
Dismissive statement asserting American indifference to Canada, using sarcasm and hostile framing.
@1nsaneviper2
Mar 4, 2025
Made in USA ??
Made in USA ??
Asserts American national identity and pride through product/manufacturing nationalism.
Identity Assertion
0.80
@Angkor801
Mar 4, 2025
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
Asserts Canadian national unity and superiority while comparing Canada's position to Trump's America, emphasizing national identity and strength.
@carmichael3594
Mar 4, 2025
Such a leftist liar. We can care less ?. We will buy Canada up , Pennies on the dollar. We win ?
Such a leftist liar. We can care less ?. We will buy Canada up , Pennies on the dollar. We win ?
Uses us-vs-them framing ('we will buy Canada up') combined with threat language about national acquisition.
@mrbee145
Mar 4, 2025
Dude said he would rather be in his country. Then what the f*** is he doing here.
Dude said he would rather be in his country. Then what the f*** is he doing here.
Questions immigrant's belonging in Canada by highlighting contradiction between stated preference for home country and actual residence, asserting national membership criteria.
brendank7465
Mar 3, 2026
I am from Pakistan yes indians are dirty 😂
I am from Pakistan yes indians are dirty 😂
Asserts in-group identity (Pakistani) while making derogatory stereotypes about another group (Indians) with apparent sarcasm.
MaazKhan-l7x7j
Mar 2, 2026
Fuhhhhkk😅 I turn nationalist everytime I watch a olivera video. WHITE People need to fight for their country.
Fuhhhhkk😅 I turn nationalist everytime I watch a olivera video. WHITE People need to fight for their country.
Expresses nationalist sentiment with racial framing, calling for white people to defend their country.
TheRealGosamba
Mar 2, 2026
Popular public opinion. Canada sucks now.
Popular public opinion. Canada sucks now.
Asserts national decline and expresses anxiety about Canada's current state tied to immigration.
WhateverNerd92
Feb 25, 2026
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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)