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
Canadians are not polite.
Canadians are not polite.
Makes a generalized claim about Canadian national character, asserting an identity-based stereotype.
Identity Assertion
0.70
@JimWals
Mar 4, 2025
I stand with Trump! We gave them enough money
I stand with Trump! We gave them enough money
Expresses political allegiance to Trump and frames aid as excessive spending, mixing identity and economic concerns.
@jamiemaslar5890
Mar 4, 2025
the woke uphold will be gone soon!
the woke uphold will be gone soon!
Asserts that 'woke' ideology will disappear, using identity-based framing with implicit call for resistance.
@madesugriwe
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
Shut up, Justin Castro. CNN got 2.3 million views on this video? No wonder they support endless wars and chaos. Brings in more views.
Shut up, Justin Castro. CNN got 2.3 million views on this video? No wonder they support endless wars and chaos. Brings in more views.
Derogatory name-calling combined with criticism of media coverage and broader commentary on news organization motives.
@dhambone825919
Mar 4, 2025
The American People voted for Trumpet so its what they want, doesn't matter if it is 100% or 1000% its what the American people.
The American People voted for Trumpet so its what they want, doesn't matter if it is 100% or 1000% its what the American people.
Asserts that American voters' choice reflects collective will and national identity, using 'the American people' as an in-group reference.
Identity Assertion
0.70
@davidyung7025
Mar 4, 2025
Elect PP you will get the same shitshow that is down south. The International Democratic Union which backed both of Trumps campaigns, the neo nazi party AfD party in Germany, is backing the Conservatives. What …
Elect PP you will get the same shitshow that is down south. The International Democratic Union which backed both of Trumps campaigns, the neo nazi party AfD party in Germany, is backing the Conservatives. What Trump wants is PP to come in and hand over Canada to US. They want our resources, rare earth minerals and our water. Pierre P has stated in the past that he admires Trump. PP is scary and backed by our enemies….enemies who hate democracy
Nationalist assertion of separation and rejection of external influence, framing Canada against external threats.
Identity Assertion
0.70
@georgelopes5011
Mar 4, 2025
Well, I am from America and I never heard of such a bunch of whiny babies in my life. If you got an app to get her Mr. Trudeau and got the border tightened up …
Well, I am from America and I never heard of such a bunch of whiny babies in my life. If you got an app to get her Mr. Trudeau and got the border tightened up instead of lying about us you wouldn’t have 25% tariff against you in the business we do a Canada as much it is in the billions it’s chunk change to us so young with the program and get it together and take a nap order in for you Europeans. I wouldn’t criticize in America to quickly because we’re in America well that’s not how that conversation.
American commenter uses dismissive us-vs-them framing ('whiny babies'), comparing American and Canadian approaches while asserting American superiority.
@IrishAcres
Mar 4, 2025
I'm not for creating an international incident however Foreign and Domestic incidents TRUTHS is contrary AND AMERICANS SHOULD BELIEVE in COMMANDER IN CHIEF PRESIDENT DONALD J TRUMP TRUTHS over the thefts and thieves in OUR …
I'm not for creating an international incident however Foreign and Domestic incidents TRUTHS is contrary AND AMERICANS SHOULD BELIEVE in COMMANDER IN CHIEF PRESIDENT DONALD J TRUMP TRUTHS over the thefts and thieves in OUR WORLD,WE THE PEOPLE MUST DEFEND TRUTHS ✋?⛑️??? ?️ prayers for WISDOM WEALTH and HEALING HEALTH THANK YOU ALL DEAR PRESIDENT TRUMP TOO CHAIN OF COMMAND
Asserts American identity and loyalty to Trump as commander-in-chief, framing support as patriotic duty and truth-seeking.
@briancross6820
Mar 4, 2025
Just disgusting. Pfui🤢
Just disgusting.
Pfui🤢
Expresses moral disapproval with minimal elaboration, functioning as a value judgment about immigration or immigrants.
Identity Assertion
0.70
Schäms_du_disch_nisch
Jan 2, 2026
Dont mind the seeks, just count yourselfs lucky that they are not muslim lot
Dont mind the seeks, just count yourselfs lucky that they are not muslim lot
Uses ethnic slurs and comparative framing to rank immigrant groups, asserting hierarchies of acceptability based on religious/ethnic identity.
martingould1410
Jan 27, 2026
Americans want Trump exiled or in prison where he should have gone 8 years ago
Americans want Trump exiled or in prison where he should have gone 8 years ago
Asserts what 'Americans' want, using collective identity framing to express political opposition to Trump.
Identity Assertion
0.70
@maryvaltierra3944
Mar 4, 2025
I hate trump
I hate trump
Expresses personal opposition to Trump as part of identity positioning, though minimal content limits confidence.
Identity Assertion
0.70
@TheresaTimmer
Mar 4, 2025
Troudo is a claun like Jelenski
Troudo is a claun like Jelenski
Insults Canadian PM by comparing him to Zelenskyy, asserting negative identity/character judgment about leadership.
@varinder251
Mar 4, 2025
Singhs and Jeets as far as you can see 🫡
Singhs and Jeets as far as you can see 🫡
Uses ethnic/cultural references (Singhs and Jeets) with a military salute emoji, suggesting demographic observation with possible ironic tone.
GrimmGaming3000
Jan 27, 2026
Glory to Canada
Glory to Canada
Brief patriotic assertion of national pride without substantive argument or context.
Identity Assertion
0.70
@besimmuqaj2200
Mar 4, 2025
Like listening to Fidel!!!❤
Like listening to Fidel!!!❤
Compares Trudeau to Fidel Castro, invoking political identity and ideological positioning.
@NOMOone
Mar 4, 2025
From multiculture to biculture to uniculture
From multiculture to biculture to uniculture
Cryptic statement about cultural/national identity progression using loaded terminology suggesting demographic or cultural homogenization concerns.
Identity Assertion
0.70
sunrocketz6489
Oct 11, 2025
5:35 White man is telling it how it is
5:35 White man is telling it how it is
References a specific timestamp and uses racial identity framing ('White man') to endorse a speaker's perspective.
01NATHAN10
Jan 27, 2026
Canindia/Canadistan.
Canindia/Canadistan.
Portmanteau combining 'Canada' and 'India'/'stan' to assert changed national identity, with satirical tone.
ApArt1003
Jun 20, 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)