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
The Donald is complete out of control.
The Donald is complete out of control.
Critical statement about Trump's behavior and control, framed as political critique rather than personal narrative.
Policy Critique
0.75
@andreaso.raschendorfer8141
Mar 4, 2025
What's even more insane is that the trafficker convo took place over fb msgr, and here I was fb jailed for a week because I sent a meme about hitler through msgr. So they know, …
What's even more insane is that the trafficker convo took place over fb msgr, and here I was fb jailed for a week because I sent a meme about hitler through msgr. So they know, they just don't care.
Criticizes government enforcement inconsistency regarding trafficking versus social media moderation, implying deliberate negligence.
VeritasontheRocks
Feb 28, 2026
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Criticizes Canadian government's handling of trade/exports while expressing frustration about lack of communication on the issue.
@samwestover9953
Mar 4, 2025
Anti Anericanism ... ??? No ..Anti Canada more like ..this is your president who causes this shite show im the world !!!
Anti Anericanism ... ??? No ..Anti Canada more like ..this is your president who causes this shite show im the world !!!
Criticizes Canadian leadership's handling of international relations while asserting national identity concerns about Canada's position.
@paulaprosser7045
Mar 4, 2025
Trudeau is such a nancy that I just cannot take him seriously.
Trudeau is such a nancy that I just cannot take him seriously.
Dismissive criticism of Trudeau's leadership credibility, framed as a personal attack on his character rather than specific policy analysis.
@ricb7801
Mar 4, 2025
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada …
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada , not even a trade war. Fake news, knock it off. Smh
Challenges the characterization of trade tensions as a 'war,' dismissing media framing while implicitly critiquing the discourse around the conflict.
@KatrinaMelvin
Mar 4, 2025
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he …
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he really cared we would have had a new PM long ago and sing would've got that pension and he's stepped down and closed parliament but still spending billions
Criticism of Trudeau's governance and motives, with unsubstantiated claims about his actions and spending without evidence.
@mikehewitt2146
Mar 4, 2025
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Proposes a specific policy measure (toll on vehicles) as a form of critique or suggestion regarding cross-border traffic.
Policy Critique
0.75
@donnyanda3191
Mar 4, 2025
Asylum seekers who commit serious crimes … and get a lessor sentence so it does affect their claim.
Asylum seekers who commit serious crimes … and get a lessor sentence so it does affect their claim.
Critiques asylum seeker sentencing policy, making an unsubstantiated claim about reduced sentences affecting immigration claims.
mightypaws2645
Nov 25, 2025
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all …
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all power to America.
Criticizes Trudeau's past behavior at Mar-a-Lago and calls for stronger action, with an unverified characterization of his prior conduct.
@Jorr235
Mar 4, 2025
Lawyers like him are a very real problem !!
Lawyers like him are a very real problem !!
Criticizes lawyers (likely immigration lawyers) as problematic, suggesting critique of legal/policy actors facilitating immigration.
Policy Critique
0.75
shawngaertner7897
Nov 22, 2025
This information is very skewed.\nTrudeau is leaving soon.
This information is very skewed.\nTrudeau is leaving soon.
Critiques the information presented in the video as skewed while making a political statement about Trudeau's departure.
@tressahowe8952
Mar 4, 2025
The free ride is over for Canada.
The free ride is over for Canada.
Critiques government policy (immigration/welfare) while implying national identity concerns about resource distribution.
@thomasprince7487
Mar 4, 2025
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can …
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can live with 25% tariffs.\nI feel bad for Canadians, not their government. There is no democracy.
Criticizes Trudeau's governance and COVID policies while expressing sympathy for Canadian citizens, framing government as undemocratic.
@NickolasVazemiller
Mar 4, 2025
This is classic propaganda ?
This is classic propaganda ?
Dismisses the video or its content as propaganda, critiquing the framing or messaging of the discourse.
Policy Critique
0.75
@JackpotWarrior
Mar 4, 2025
Canada is broken in more ways than one.
Canada is broken in more ways than one.
Broad criticism of Canada's systems and governance without specific policy details or evidence.
Policy Critique
0.75
tvoryan
Jan 27, 2026
I say the same thing I've said for years; Canada is a massive con.
I say the same thing I've said for years; Canada is a massive con.
Broad criticism of Canada as a 'con,' suggesting systemic policy failure or deception by government.
Policy Critique
0.75
michaelfarrow5817
Nov 22, 2025
Trump is a fricking moron! WTF is going on, can any of the Trumptards out there please answer that! He has lost his f ing mind! F Putin, Elon and Vance too!
Trump is a fricking moron! WTF is going on, can any of the Trumptards out there please answer that! He has lost his f ing mind! F Putin, Elon and Vance too!
Harsh criticism of Trump's mental fitness and decision-making, expressed through profanity and sarcasm toward his supporters.
@paulmorey3814
Mar 4, 2025
Liberal Mess continues
Liberal Mess continues
Criticism of Liberal government policies framed as mismanagement, though vague in specifics.
Policy Critique
0.75
goodpost256
Feb 27, 2026
We need more of this European Mexican and Canadian leaders talking directly to the American people cuz our government is actively lying and hurting us understand this is not by mistake it's very deliberate..
We need more of this European Mexican and Canadian leaders talking directly to the American people cuz our government is actively lying and hurting us understand this is not by mistake it's very deliberate..
Criticizes government dishonesty and calls for direct communication from foreign leaders to bypass official channels.
@BrianZuniga-t1i
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)