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
It is the dumb usa border that's responsible to letting in fentanyl
It is the dumb usa border that's responsible to letting in fentanyl
Criticizes U.S. border policy as responsible for fentanyl trafficking.
Policy Critique
0.80
@yovillianify
Mar 4, 2025
More government handouts from Trudeau
More government handouts from Trudeau
Criticizes Trudeau's government spending policies as excessive handouts.
Policy Critique
0.80
@robertbaughman5879
Mar 4, 2025
Canadian here, Trump knows our common border is not a Fentanyl highway. He is deliberately destroying our economies and needs to be held accountable for this. He also needs to be accountable for his ongoing …
Canadian here, Trump knows our common border is not a Fentanyl highway. He is deliberately destroying our economies and needs to be held accountable for this. He also needs to be accountable for his ongoing bromance with Putin as disgusting as that sounds. Man is a psycho.
Canadian resident critiques Trump's economic and foreign policies while expressing moral disapproval of his actions and relationships.
@bruceh92
Mar 4, 2025
All Canada had to do was close the border. You refused so now you get destroyed.
All Canada had to do was close the border. You refused so now you get destroyed.
Criticizes Canada's border policy as inadequate and frames consequences as punishment.
@koolsolutionszx12r55
Mar 4, 2025
There's ABSOLUTEY NO INCENTIVE for immigrants to LEARN TO SPEAK PROPER ENGLISH WHILE ON THE JOB .....because companies will hire them anyways.... they GET THE GREEN LIGHT!!!!!! THIS IS NOT A RACIST THOUGHT/BELIEF ..... THESE …
There's ABSOLUTEY NO INCENTIVE for immigrants to LEARN TO SPEAK PROPER ENGLISH WHILE ON THE JOB .....because companies will hire them anyways.... they GET THE GREEN LIGHT!!!!!! THIS IS NOT A RACIST THOUGHT/BELIEF ..... THESE ARE FACTS!!!!!!
Criticizes employer hiring practices and lack of language requirements for immigrants, framed as factual observation rather than racist belief.
HappyClownTime
Jan 27, 2026
They should have a bullshit detector in hearings like this. Talk about double talk and pure incompetency. The people being questioned should be fired or jailed for their idiocy.
They should have a bullshit detector in hearings like this. Talk about double talk and pure incompetency. The people being questioned should be fired or jailed for their idiocy.
Criticizes government officials' competence and accountability in hearings, calling for dismissal or prosecution.
Ozzyorcborne1
Oct 5, 2025
The idiots that voted for this imbecile will need to suffer before they realize he's a complete idiot. Then and only then will change happen.
The idiots that voted for this imbecile will need to suffer before they realize he's a complete idiot. Then and only then will change happen.
Criticism of a political leader's competence with implicit suggestion that suffering will lead to change, framed as policy critique rather than personal attack.
@SolutionsNotPrayers
Mar 4, 2025
He's in it for the Long Haul oh that's right he stepped down he's going to blow a whole bunch of smoke up Canada's ass and then he's going to walk away from all this
He's in it for the Long Haul oh that's right he stepped down he's going to blow a whole bunch of smoke up Canada's ass and then he's going to walk away from all this
Criticizes Trudeau's credibility and intentions, suggesting deceptive behavior and abandonment of responsibility after stepping down.
@Amp-hg8dr
Mar 4, 2025
This does nothing for actual canadians. Nothing!
This does nothing for actual canadians. Nothing!
Critiques immigration policy as failing to benefit 'actual Canadians,' implying prioritization of immigrants over citizens.
Athanassios-c8w
Jan 23, 2026
If yall like this shrimp then move to Canada. Theyve been sucking us dry for more than 20 years. Remember George Washington, or isolationism? These aren’t old concepts.
If yall like this shrimp then move to Canada. Theyve been sucking us dry for more than 20 years. Remember George Washington, or isolationism? These aren’t old concepts.
Criticizes Canada's economic relationship with the US while invoking historical isolationist principles as justification.
@ianaustin8148
Mar 4, 2025
Ok so I expect to see Justin Trudeau son/daughter deployed to go fight the war.
Ok so I expect to see Justin Trudeau son/daughter deployed to go fight the war.
Challenges political leadership by sarcastically questioning whether they would personally participate in military action.
@SB-kd8le
Mar 4, 2025
voluntary compliance ??? they did extortion and they are illegals , is this a joke?
voluntary compliance ??? they did extortion and they are illegals , is this a joke?
Expresses skepticism about policy enforcement regarding illegal immigrants committing extortion, questioning the adequacy of government response.
yijiequ662
Feb 18, 2026
I Wonder if Canada's Prime Minister. It truly understands that he's the reason canada is in the shape that it's in
I Wonder if Canada's Prime Minister. It truly understands that he's the reason canada is in the shape that it's in
Commenter questions the Prime Minister's responsibility for Canada's current condition, implying policy failure.
Policy Critique
0.80
@christophermcdougal1473
Mar 4, 2025
It is not a conservative reality, It is a Liberal mandate. Smarter up Liberals.😢
It is not a conservative reality, It is a Liberal mandate. Smarter up Liberals.😢
Criticizes Liberal government policy on immigration with partisan framing, though lacks specific policy details.
Policy Critique
0.80
danmcdonagh8924
Aug 27, 2025
Trudeau is an idiot on his way out. He should keep his idiot mouth shut.
Trudeau is an idiot on his way out. He should keep his idiot mouth shut.
Personal attack on political leader combined with criticism of his public statements and leadership.
Policy Critique
0.80
@justinstark2370
Mar 4, 2025
She's incompetent and a DEI,perfect Liberal MP!
She's incompetent and a DEI,perfect Liberal MP!
Attacks minister's competence using DEI as a criticism while making partisan identity claims about Liberal appointments.
TemWyse
Feb 27, 2026
We not invaded Canada.... Canada government allow them to come in....
We not invaded Canada.... Canada government allow them to come in....
Argument that the Canadian government is responsible for immigration policy decisions, deflecting blame from immigrants themselves.
Policy Critique
0.80
worldtraveller1095
Jan 27, 2026
You can thank your liberal federal government and it all the lemming in the east that voted them in. Alberta independence soon to escape the insanity.
You can thank your liberal federal government and it all the lemming in the east that voted them in. Alberta independence soon to escape the insanity.
Blames Liberal government for immigration policy and implicitly calls for regional separation as a response.
fabianwarnke1377
Aug 27, 2025
I can't stand this guy's ridiculously liberal approach in general, \nbut - unlike rapidly polarised fools around the world - I am not beholden to any destructive political ideology. \nTrudeau is right about this. He …
I can't stand this guy's ridiculously liberal approach in general, \nbut - unlike rapidly polarised fools around the world - I am not beholden to any destructive political ideology. \nTrudeau is right about this. He deserves credit for this.\nTrump and his obsequious brown-nosing number 2 deserve nothing but derision.
Critiques political ideology generally while praising specific policy decision and condemning opposing figures.
@IKnowStuff
Mar 4, 2025
Thank Trudeau Ford for ignoring housing crisis,then Trudeau brought in immigrants refugees.Canadains don't mind immigrants refugees ,it's the fact there's zero new homes and Canada like USA is in a housing crisis .We see Canadians …
Thank Trudeau Ford for ignoring housing crisis,then Trudeau brought in immigrants refugees.Canadains don't mind immigrants refugees ,it's the fact there's zero new homes and Canada like USA is in a housing crisis .We see Canadians living on streets as immigrants refugees get checks at tax payers expense and homeless get ignored as more seniors are living on streets.
Criticizes government policy for prioritizing immigration over housing crisis and social support, with unsubstantiated claims about resource allocation.
watchdog5678
Aug 27, 2025
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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)