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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Policy Critique
5,980 comments
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Critiques government tax policy and makes an unsubstantiated claim about deflection regarding Russian involvement.
@mikadavies660
Mar 5, 2025
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Criticizes a political leader's fitness for office and calls for investigation, combining policy critique with a demand for action.
@ERumbeador
Mar 4, 2025
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Critiques Trudeau's focus on tariffs while raising concerns about carbon tax increases, with unsubstantiated characterization of taxes as 'fake.'
@RicoMANUEL-sz6cs
Mar 4, 2025
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the …
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the silent majority are sick of it.
Criticizes NAFTA as a 'scam' and calls for reclaiming jobs, with unverified framing ('the scam is up') and mobilization language ('silent majority').
@tmzbrutus1
Mar 4, 2025
Cry me a river Trudeau.???
Cry me a river Trudeau.???
Dismissive criticism of Trudeau's policies or leadership, though brief and lacking specific policy details.
Policy Critique
0.75
@irenebrown3681
Mar 4, 2025
Trudeau drags Canadians with his childish arrogance.
Trudeau drags Canadians with his childish arrogance.
Critique of Trudeau's leadership style and decision-making characterized as arrogant and childish.
Policy Critique
0.75
@ENDNews-10
Mar 5, 2025
Immigration has been exploited
Immigration has been exploited
Brief assertion that immigration policy has been misused, framed as systemic critique.
Policy Critique
0.75
OneTrueKing23
Jun 18, 2025
Allowing mass immigration of mostly military aged single men will only increase your population temporarily. If you really want to increase population long term they should be tilting the scales to 60% females < 30 …
Allowing mass immigration of mostly military aged single men will only increase your population temporarily.
If you really want to increase population long term they should be tilting the scales to 60% females < 30 yo.
Critiques immigration policy demographics and long-term population strategy, arguing for different gender/age composition.
nobuddy2012
Jun 20, 2025
PERMANENT. RESEDANTE. &. CITIZENSHIP. AFTER. 15. YEARS. RULE
PERMANENT. RESEDANTE. &. CITIZENSHIP. AFTER. 15. YEARS. RULE
Proposes a specific policy rule regarding permanent residency and citizenship timelines.
Policy Critique
0.75
Krishna-kd3ns
Apr 15, 2025
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes …
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes up prices are already up but more so his voters can pay for the mistakes they did
Criticism of Trump with unsubstantiated claims about drug trafficking and economic consequences.
@JuaritozAngeles
Mar 4, 2025
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539
Mar 4, 2025
Are Canadians dumb enough to buy this bull shit
Are Canadians dumb enough to buy this bull shit
Dismissive criticism of government messaging or policy, though vague and expressed through rhetorical questioning rather than substantive analysis.
Policy Critique
0.75
@AnupamSringeri
Mar 4, 2025
Look what you did to your country is full of centennial zombies thanks to you what have you done in the last 4 years nothing
Look what you did to your country is full of centennial zombies thanks to you what have you done in the last 4 years nothing
Criticizes government performance and leadership over a 4-year period, with identity-laden language about the country's condition.
@Fernando-d7i2u
Mar 4, 2025
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Skeptically questions whether Trump's policy will achieve its stated economic goal, inviting empirical evaluation.
Policy Critique
0.75
@ap3885
Mar 4, 2025
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Critiques media framing of Trudeau's statements as anti-American while defending his right to speak about US actions.
@icexvi2573
Mar 4, 2025
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
Criticizes Trudeau as a dictator comparable to Trump, with a claim about Canadian public opinion; primarily policy-focused critique with identity framing.
@killer-nx3yp
Mar 4, 2025
speech,speech is all this guy do that's why he is out.
speech,speech is all this guy do that's why he is out.
Criticizes a political figure for relying on rhetoric rather than action, citing their resignation as evidence.
Policy Critique
0.75
@rexbay-od9033
Mar 4, 2025
Mr. Trudeau, didn't mince words. Dumb is an understatement as it concern's trump.
Mr. Trudeau, didn't mince words. Dumb is an understatement as it concern's trump.
Criticizes Trump's intelligence and articulation as a leader, combining personal judgment with implicit policy critique.
@rodneylove8027
Mar 4, 2025
Canada need to move to fuck away from America.
Canada need to move to fuck away from America.
Critique of Canada-US relations with implicit call for policy change (distancing from America).
@stevecapela
Mar 4, 2025
Retard Canada just be giving PR to anyone
Retard Canada just be giving PR to anyone
Criticizes Canadian PR policy as overly permissive, though expressed crudely without substantive analysis.
Policy Critique
0.75
XanXus273
Jan 27, 2026
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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