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
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
Criticizes enforcement statistics and institutional failures (police, media, government), with unverified claims about deportation numbers and institutional competence.
chrisnewton1179
Feb 18, 2026
This is what a narcissistic sounds like, so guys know..
This is what a narcissistic sounds like, so guys know..
Character attack on the speaker using psychological terminology ('narcissistic') to delegitimize their message.
Policy Critique
0.75
@603original
Mar 4, 2025
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks …
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks later the tariffs will be lifted
Criticizes government policy as performative ('facade') while making unsubstantiated claims about future negotiations and tariff outcomes.
@ashm8247
Mar 4, 2025
You are the dictator you marxist bastard.
You are the dictator you marxist bastard.
Attacks the leader with inflammatory language, characterizing them as a dictator and using ideological labels to critique governance.
@ziggyd.6119
Mar 4, 2025
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
Critiques government response and urges focus on facts over institutional reactions.
Policy Critique
0.75
@dolfo4765
Mar 4, 2025
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is not made the minute they cross the border, they are totally bogus.
Critiques asylum claims made after visa expiration as fraudulent, making a prescriptive claim about when legitimate claims should be filed.
Susan-m6v8i
Feb 24, 2026
Mass immigration is also about having loyal voters to retain power.
Mass immigration is also about having loyal voters to retain power.
Critiques immigration policy as a political strategy for electoral advantage, combining policy analysis with a conspiratorial claim.
41poohead
Feb 24, 2026
Fight back? So it's ok to have a one way open border with another country? They practice rampant restraint of trade. Canada has the population of California and think they flex on the US. Good …
Fight back? So it's ok to have a one way open border with another country? They practice rampant restraint of trade. Canada has the population of California and think they flex on the US. Good luck with that.
Criticism of border policy and trade practices, with skepticism about Canada's negotiating position.
@davestevens4193
Mar 4, 2025
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Comment in Hungarian criticizing Trudeau's support for Ukraine as hypocritical, though the non-English language limits full confidence in classification.
Policy Critique
0.75
@MagdolnaGulyásnéTörjék
Mar 4, 2025
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
Commenter defends Trump's rhetoric as not harsh while requesting Canada lower visa requirements, mixing policy defense with a direct policy request.
@featherbound8099
Mar 4, 2025
Not gonna make a difference Justin.
Not gonna make a difference Justin.
Commenter expresses skepticism about the effectiveness of Trudeau's actions or statements, offering a brief policy dismissal.
Policy Critique
0.75
@bernardqblack
Mar 4, 2025
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Assertion that JT has caused destruction and is widely hated, presented as fact without evidence, combined with policy criticism.
@teddybonnkers4742
Mar 4, 2025
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
Critiques government immigration policy as intentionally corrupted rather than mismanaged, implying conspiracy without evidence.
orkestra5205
Feb 27, 2026
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given …
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given out in the millions …. ONCE these ‘visitors come’ - they are NEVER followed up to ensure they go home. It is these people applying for refugee status or asylum .. in the millions …. Liberals want this uncontrolled immigration - with no checks and balances .. because these are the millions of new votes they are getting. Who can check on VISITOR visas and the numbers coming in and going home? I think this is the gap …????
Detailed critique of visitor visa enforcement gaps and alleged government negligence, with unsubstantiated claims about electoral motives.
NorthRiverRoad
Feb 27, 2026
First time I’ve heard Trudeau speak the truth. Although it has been Trudeau’s economic policies that essentially brought about the tariffs- particularly the depreciating Canadian dollar caused by Trudeau’s policies. Not to mention Trudeau’s admission …
First time I’ve heard Trudeau speak the truth. Although it has been Trudeau’s economic policies that essentially brought about the tariffs- particularly the depreciating Canadian dollar caused by Trudeau’s policies. Not to mention Trudeau’s admission that Canada’s border was porous for drugs.
Critiques Trudeau's economic policies as causing tariffs and currency depreciation, with some unverified causal claims.
@stitcheruk1150
Mar 4, 2025
Should need approval from Congress to implement this type of economic policy.
Should need approval from Congress to implement this type of economic policy.
Critique of policy implementation process, questioning the authority and procedural legitimacy of economic policy decisions.
Policy Critique
0.75
@dresh9077
Mar 4, 2025
Cares so little about us they give more money to scammers and the Ukraine
Cares so little about us they give more money to scammers and the Ukraine
Commenter criticizes government spending priorities, making claims about resource allocation that may be misleading or unsubstantiated.
vlogospheer
Feb 27, 2026
Canada and Mexico both complied with his demands. Give him and inch..
Canada and Mexico both complied with his demands. Give him and inch..
Criticizes Canada's compliance with demands (policy) while implying a slippery slope without evidence.
@brettbenson7690
Mar 4, 2025
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and …
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and destroy the alliance that would unify and stand against Putin. \n\nThat's what it's about, destroying alliances, annexing canada, and using tarrifs as a means to do it.
Critiques government naivety and Trump's tariff strategy while making unsubstantiated claims about annexation intentions.
@davidkraft314
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
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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)