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
Stupid Elon musk ideas and president following must stupid I government
Stupid Elon musk ideas and president following must stupid I government
Criticism of Elon Musk's ideas and government following them, though poorly articulated.
Policy Critique
0.75
@arnold83a
Mar 4, 2025
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Criticizes government leadership as toxic and lacking real solutions, focusing on institutional failure.
Policy Critique
0.75
ajaylad8168
Oct 22, 2025
Immigration fraud and Canada is defending it...crazy
Immigration fraud and Canada is defending it...crazy
Criticizes government policy on immigration fraud while making an unsubstantiated claim about Canada 'defending' fraud.
hblugsetrtxfgc
Oct 20, 2025
Not a Liberal. Not at all, but I think that every single Canadian politician including Pierre Pollievre believes this. We have no choice
Not a Liberal. Not at all, but I think that every single Canadian politician including Pierre Pollievre believes this. We have no choice
Critiques Canadian politicians across party lines for a shared position on an issue, emphasizing lack of political choice.
@blakenewton7972
Mar 4, 2025
Trudeau comes right on and accuses Trump of siding with Russia. He's just trying to distract from the true problem. Trump is trying to equalize trade between countries and convince American manufacturing companies to comeback …
Trudeau comes right on and accuses Trump of siding with Russia. He's just trying to distract from the true problem. Trump is trying to equalize trade between countries and convince American manufacturing companies to comeback to America and or stay in America. Russia has nothing to do with trading between countries. Don't fall for his misdirection.
Critiques Trudeau's framing of trade issues as misdirection, while making unverified claims about Trump's motives and Russia's irrelevance to trade disputes.
@keithmandeville4953
Mar 4, 2025
We would not be in this mess if America elected an actual businessperson (Mitt Romney). Instead they chose an actor who played a businessperson on TV.
We would not be in this mess if America elected an actual businessperson (Mitt Romney). Instead they chose an actor who played a businessperson on TV.
Critiques a political choice by comparing candidates and their qualifications, with implicit criticism of the elected leader's background.
@DiggarJones
Mar 4, 2025
Democracies electing crazy politicians and damaging the world order.
Democracies electing crazy politicians and damaging the world order.
Critiques democracies for electing problematic leaders and expresses concern about damage to global order.
@sunnymittra
Mar 4, 2025
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Commenter disputes the video's claims about EI benefits as false, critiquing either the video's accuracy or government policy implementation.
owenbraithwaite
Nov 2, 2025
Ensuring its a 1 party rule forevermore
Ensuring its a 1 party rule forevermore
Critiques immigration policy as a tool for establishing one-party political dominance.
knowmenomo
Nov 20, 2025
Trump is such an idiot, and so are his followers. They are going to pay for this, not the Canadian government. Despite Trump and his clowns say it's not. Another one of their lies.
Trump is such an idiot, and so are his followers. They are going to pay for this, not the Canadian government. Despite Trump and his clowns say it's not. Another one of their lies.
Criticizes Trump's policies and statements as lies, with an unverified claim about economic consequences, framed as political critique rather than substantive policy analysis.
@michaeldegroot7550
Mar 4, 2025
When the solution is that Canada & the US have no border, the problem was never about needing to close the border
When the solution is that Canada & the US have no border, the problem was never about needing to close the border
Analytical critique of border policy logic, suggesting that open borders undermine the rationale for border closure.
Policy Critique
0.75
@ElleListic
Mar 4, 2025
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s …
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s going to. He is not aligning his self with Russia that is a lie watch what you say\nAnd furthermore, you can speak to the American people all you want. We follow our president and don’t threaten us. You’re on your way out the door anyway we will not forget what you did to the truck driver you’re a political pig.\nyou need are 9:02 money we don’t need yours
Criticism of trade imbalance between US and Canada, combined with nationalist framing and personal attacks on Trudeau.
@markmenz2287
Mar 4, 2025
Trump is wrong about Ukraine your description of putin is a true!!!Americans mostly respect Canada as an ally, trump is after all NATO allies its obvious ploy for Ruzzia despot!!!
Trump is wrong about Ukraine your description of putin is a true!!!Americans mostly respect Canada as an ally, trump is after all NATO allies its obvious ploy for Ruzzia despot!!!
Disputes Trump's foreign policy positions on Ukraine and NATO, comparing US treatment of allies unfavorably.
@MikeNel33and49
Mar 4, 2025
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they …
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they just stay in limbo.
Speculates that applicant fraud and bureaucratic buck-passing cause immigration delays, offering an explanatory critique of system dysfunction.
jamesgray6238
Jan 19, 2026
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
"We don't have them"
-Guy who works in an office and profits from both legal and illegal immigrants
Critiques government officials for denying immigration problems while benefiting from immigration, implying hypocrisy in policy.
JayeAye-t7o
Jan 20, 2026
45K per year is still to many.
45K per year is still to many.
Brief criticism of immigration intake numbers as too high, though lacks elaboration.
Policy Critique
0.75
janine-Saved-By-Grace-Alone
Nov 21, 2025
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Criticizes government communication tactics as fear-mongering while asserting American identity and political allegiance.
@bonniegoodwin234
Mar 4, 2025
We have a bigger problem which is the truckers on the roads !!!!!!!!!
We have a bigger problem which is the truckers on the roads !!!!!!!!!
Comment redirects focus to trucking regulation as a bigger problem than immigration, implicitly critiquing policy priorities.
Policy Critique
0.75
jessanne5020
Jan 28, 2026
Trump could never give a speech like this mainly due to his lack of intelligence.
Trump could never give a speech like this mainly due to his lack of intelligence.
Criticizes Trump's communication abilities and intelligence as a leader, using comparative judgment to undermine his credibility.
@Maxdouble07
Mar 4, 2025
I like Canada but not a fan of this guy. Seems like he just wants revenge for a fair trade. Our relations are not deteriorating.
I like Canada but not a fan of this guy. Seems like he just wants revenge for a fair trade. Our relations are not deteriorating.
Critiques Trudeau's trade stance while comparing it to fair trade principles and assessing bilateral relations.
@FearlessLeis
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)