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
They are filthy.
They are filthy.
Dehumanizing statement targeting a group, combining identity-based and threat-based language.
TheCowboylogic
Feb 27, 2026
Your credibility is below 0 now. For me as European citizen.
Your credibility is below 0 now. For me as European citizen.
Asserts European identity and positions self as outsider judging US credibility, framing it as a matter of trust and respect.
@mjmoonbow
Mar 5, 2025
Canada you should keep Trudeau as Prime Minister.. He's a great leader.???
Canada you should keep Trudeau as Prime Minister.. He's a great leader.???
Expresses preference for Trudeau as leader, implicitly asserting Canadian political identity and values.
Identity Assertion
0.72
@barbarabruce7648
Mar 4, 2025
Castro's boy is an imbecile, ask the Canadians.
Castro's boy is an imbecile, ask the Canadians.
Dismissive characterization of a political leader with an implied us-vs-them framing ('ask the Canadians'), asserting in-group judgment.
@bradharrison7572
Mar 4, 2025
He was careful to use small words to speak to the small man. I wish he was our president.
He was careful to use small words to speak to the small man. I wish he was our president.
Expresses preference for a foreign leader over domestic leadership, framing national identity and political allegiance.
@TentinQuarantino_
Mar 4, 2025
I’m as racist as the next guy. Anyone can get it. Indian, Mexican, Africans , white men , Jewishman, Caribbean, Musliman
I’m as racist as the next guy. Anyone can get it. Indian, Mexican, Africans , white men , Jewishman, Caribbean, Musliman
Self-identifies with a controversial label while listing ethnic/religious groups, using ironic or sarcastic tone to make a point about equal treatment.
lorenzowalker54
Feb 27, 2026
?? inflation for USA!! Baby first take care for our country.
?? inflation for USA!! Baby first take care for our country.
Expresses nationalist sentiment ('our country') with an implicit call to prioritize domestic concerns over external issues.
@NILANJ1
Mar 4, 2025
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Uses 'red hat brigade' as in-group/out-group framing and dismisses opposing political identity as stupid, though also critiquing commenters.
@Up_In_The_Loft
Mar 4, 2025
Trudy is a weasel, hopefully Trump helps you all find your huevos, (like it used to be)
Trudy is a weasel, hopefully Trump helps you all find your huevos, (like it used to be)
Combines national identity framing ('find your huevos') with criticism of leadership, suggesting Canada has lost masculine strength.
@mikedennis8109
Mar 4, 2025
A look inside the most racist neighborhood in canada where the cultures and religions have no respect for canada
A look inside the most racist neighborhood in canada where the cultures and religions have no respect for canada
Frames neighborhood as 'racist' while asserting that immigrant cultures lack respect for Canada, using identity-based framing.
gfsgfs3032
Oct 22, 2025
Don't believe anything this loser talks about!!!! What a liar!!!
Don't believe anything this loser talks about!!!! What a liar!!!
Dismissive attack on a political figure's credibility and character, framing them as untrustworthy.
Identity Assertion
0.72
@timcrabtree9740
Mar 4, 2025
TRuMP????good!!! Everyone wants everything for free!!! Bring in the Tarrif!!! America First!!!
TRuMP????good!!! Everyone wants everything for free!!! Bring in the Tarrif!!! America First!!!
Expresses nationalist sentiment ('America First') combined with economic arguments about tariffs and entitlements.
@Purevictory2025
Mar 4, 2025
Justin Trudeau. - DONALD is going to give you a massive spaniking. One that you deserve.
Justin Trudeau. - DONALD is going to give you a massive spaniking. One that you deserve.
Frames conflict between leaders/nations with aggressive us-vs-them language and threat of punishment.
@williamjver
Mar 4, 2025
What a loser trudeau is?
What a loser trudeau is?
Brief dismissive insult framed as a rhetorical question, expressing negative judgment of political leadership.
@shomstr
Mar 4, 2025
Trump and his puppet masters Putin and Muskrat are assholes!
Trump and his puppet masters Putin and Muskrat are assholes!
Uses insulting wordplay and conspiracy framing to assert opposition to foreign political figures.
@smcommunicationsolutions8145
Mar 4, 2025
All the sudden liberals love war lol?
All the sudden liberals love war lol?
Uses sarcasm to criticize perceived political hypocrisy, framing liberals as inconsistent on war.
@aaronmarchanti6685
Mar 4, 2025
Well i hope millions more Indians move to Canada.
Well i hope millions more Indians move to Canada.
Statement expressing support for Indian immigration while implicitly asserting a particular vision of Canadian identity and belonging.
grtinfulleffect8349
Feb 12, 2026
The United States is absolutely doing what is right for Americans period and of story way past time.
The United States is absolutely doing what is right for Americans period and of story way past time.
Asserts that US actions are justified for American interests, framing national priorities as paramount.
@jasonerickson1033
Mar 4, 2025
Me gusta que les hable como si fueran tarados. Aunque su comportamiento no deja lugar a dudas
Me gusta que les hable como si fueran tarados. Aunque su comportamiento no deja lugar a dudas
Comment uses derogatory framing ('tarados') to characterize a group's behavior, asserting negative identity claims while implying moral judgment.
@X-zo7eb
Mar 4, 2025
And we are gone make Canada Great again ?
And we are gone make Canada Great again ?
The commenter invokes nationalist sentiment ('Make Canada Great Again') with an implicit call to action, asserting national pride and superiority.
@joesarkis7337
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)