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
Liberals. That’s how.
Liberals. That’s how.
Blames the Liberal party for immigration policy, though extremely brief and lacks specific policy details.
Policy Critique
0.70
hugolafhugolaf
Jun 21, 2025
Were sorry for having a Leader like this ???
Were sorry for having a Leader like this ???
Expresses embarrassment about national leadership, implying criticism of government policy or leadership choices.
@eleanorhernandez2348
Mar 4, 2025
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Sarcastic criticism of Trudeau's spending habits with reference to Trump's criticism and recent political departure.
@gorannikolovski7681
Mar 4, 2025
Not a single mention of them stopping the money laundering from the drug cartels though.
Not a single mention of them stopping the money laundering from the drug cartels though.
Critiques government policy for failing to address money laundering, implying a specific factual claim without evidence but primarily framed as policy oversight.
@craigerjacks2582
Mar 4, 2025
If u were Fair and did your Job there would be no tarrifs ?
If u were Fair and did your Job there would be no tarrifs ?
Criticizes government job performance regarding tariffs, implying policy failure caused the trade dispute.
@puttingontheritz9476
Mar 4, 2025
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
Criticizes government inaction on immigration and drugs while suggesting Canada redirect trade, mixing policy critique with unsubstantiated claims.
@bigups
Mar 4, 2025
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Critiques a political figure's indifference to immigration policy and ministerial performance.
Policy Critique
0.70
gv8507
Feb 27, 2026
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
Critiques urban planning and suburban sprawl characteristics of Toronto.
Policy Critique
0.70
akakak1637
Sep 27, 2025
None of this matters if the dude or chick who replaces him doesn't stay firm with what he's saying
None of this matters if the dude or chick who replaces him doesn't stay firm with what he's saying
Commenter expresses skepticism about policy effectiveness, questioning whether leadership commitment will sustain the stated position.
Policy Critique
0.70
@theanonymousone9668
Mar 4, 2025
and gen z continues to vote for this... giving their jobs away..lol so they can live with their parents forever
and gen z continues to vote for this... giving their jobs away..lol so they can live with their parents forever
Criticism of Gen Z voting choices enabling job loss through immigration policy, delivered with sarcastic tone.
dano7802
Sep 23, 2025
Trudeau doesn’t have the cards either.
Trudeau doesn’t have the cards either.
Brief critique suggesting the Prime Minister lacks adequate resources or authority to address the issue.
Policy Critique
0.70
@chestercalloway3812
Mar 4, 2025
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
Critiques the scope and scale of immigration policy implementation across Ontario.
Policy Critique
0.70
rameelio5616
Jan 27, 2026
Just a FYI Canadians hate turdo, and this traitor is imposing a 20% carbon tax on Canadians April 1, keep that in mind as well, so he's no better than trump, he froze Canadian bank …
Just a FYI Canadians hate turdo, and this traitor is imposing a 20% carbon tax on Canadians April 1, keep that in mind as well, so he's no better than trump, he froze Canadian bank accounts who opposed him, decarled a peaseful protest a national emergency, sent war horses to trample canadians, he's a p.o.s, so dont give him any credit.
Criticizes Trudeau's policies (carbon tax, bank account freezing) with some unverified or exaggerated claims mixed with policy complaints.
@scottsinclair8264
Mar 4, 2025
I seem to recall the whole tariff thing started when Donald wanted to even up the 200 billion dollar subsidy to Canada which doesn’t exist, then he chose the immigration and fentanyl crisis that doesn’t …
I seem to recall the whole tariff thing started when Donald wanted to even up the 200 billion dollar subsidy to Canada which doesn’t exist, then he chose the immigration and fentanyl crisis that doesn’t exist … can’t wait to hear the next excuse. I would love to hear the real reason for this, and we will one day. I have no doubt that we Canadians will survive this nonsense as we always do.
Commenter disputes the justifications for tariffs and immigration/fentanyl claims while critiquing government policy reasoning, though some claims lack evidence.
@pauldickie9158
Mar 4, 2025
It's not a trade war quit letting drugs in bc from China!
It's not a trade war quit letting drugs in bc from China!
Critiques government policy on drug control while making an unverified claim about drug flow from China through BC.
@beaujackson7699
Mar 4, 2025
How about you tell us how they make their money instead of just telling us how we make money.
How about you tell us how they make their money instead of just telling us how we make money.
Challenges the framing of a narrative by questioning selective reporting about immigrant economic contributions.
whipitjr6142
Feb 26, 2026
You suck Trudeau
You suck Trudeau
Direct criticism of Trudeau as a political leader, though minimal detail provided.
Policy Critique
0.70
@asdftreeful
Mar 4, 2025
if anyone knows,... He should know what a dictator is... 9 years of showing us.,... was he addressing the American citizens...or was he talking to Canadians about himself ? #ASSCLOWN
if anyone knows,... He should know what a dictator is... 9 years of showing us.,... was he addressing the American citizens...or was he talking to Canadians about himself ? #ASSCLOWN
Accuses Trudeau of authoritarian behavior using rhetorical questions and insulting language with satirical intent.
@rmee5165
Mar 4, 2025
Trump raise it to 50%!!! I'm sick of these globist clowns!
Trump raise it to 50%!!! I'm sick of these globist clowns!
Advocates for stricter immigration policy while expressing frustration with globalism and current leadership.
@craigp497
Mar 4, 2025
GO FIGHT FOR UKRAINE, THEY NEED THE BODIES.\n Canada imposes Tariffs ALREADY.\n 270% ON EGGS.\n gth canada
GO FIGHT FOR UKRAINE, THEY NEED THE BODIES.\n Canada imposes Tariffs ALREADY.\n 270% ON EGGS.\n gth canada
Critiques Canadian tariff policy with an unverified specific claim about egg tariffs (270%).
@dpalmer1557
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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