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
What exactly did Trudeau do against Fentanyl in Canada? He could've ended the entire countries homelessness and created drug rehab facilities for everyone with the amount of money he sent to Ukraine. He probably could've …
What exactly did Trudeau do against Fentanyl in Canada? He could've ended the entire countries homelessness and created drug rehab facilities for everyone with the amount of money he sent to Ukraine. He probably could've used the military equipment that was shipped to patrol the border and prevent more of the drug entering the country.
Critiques Trudeau's policy priorities, questioning spending choices on Ukraine versus domestic issues like homelessness and drug prevention.
@三上家
Mar 4, 2025
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this
I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Criticizes immigration standards and language qualifications of admitted immigrants, making broad claims about competency without evidence.
Spicyketchup04
Jan 27, 2026
Trudeau is as bad as CNN .
Trudeau is as bad as CNN .
Criticizes political leadership (Trudeau) through a comparative negative judgment.
Policy Critique
0.75
@AmbientSounds916
Mar 4, 2025
No, Canada didn't break it. Justin rainbow socks Trudick broke it
No, Canada didn't break it. Justin rainbow socks Trudick broke it
Commenter blames the Prime Minister for Canada's problems using mocking language ('rainbow socks Trudick'), combining criticism with sarcasm.
itsallgonetohell
Aug 1, 2025
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go.
Anyone remember Trudeau's promise to end FPTP? Yeah I had a little hope for that, that could have saved Canada.
Critiques electoral system and past political promises while expressing frustration about lack of democratic solutions to immigration.
jairpoppelwell2120
Jun 21, 2025
Liberals ???? Is why Canada was ruined. Not Trump
Liberals ???? Is why Canada was ruined. Not Trump
Blames Canadian Liberals for Canada's problems while defending Trump, combining domestic policy critique with partisan framing.
@Omniscye
Mar 4, 2025
Fentanyl is just some lame excuse.
Fentanyl is just some lame excuse.
Dismisses a policy justification (fentanyl as excuse) as inadequate or disingenuous reasoning.
Policy Critique
0.75
@justinhaslam-lucas8711
Mar 4, 2025
Canadians voted for this.
Canadians voted for this.
Commenter holds Canadian voters responsible for immigration policy outcomes, implicitly critiquing both the electorate's choices and resulting policies.
Reveal_City
Jan 27, 2026
Canada was lost when Justin and his father turned a blind eye to Khalistanis in name of vote bank politics
Canada was lost when Justin and his father turned a blind eye to Khalistanis in name of vote bank politics
Criticizes government leadership for allegedly ignoring Khalistan-related political issues in pursuit of votes.
dimitrz2000
Aug 25, 2025
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Skepticism toward politicians and suggestion of hidden information without evidence.
@090763terryhar
Mar 4, 2025
Canada has to double the supply of oil and gas to Europe and Asia as soon as possible, it's a wake up call to woke liberals who are hell bent on cutting carbon emissions
Canada has to double the supply of oil and gas to Europe and Asia as soon as possible, it's a wake up call to woke liberals who are hell bent on cutting carbon emissions
Critiques environmental policy while framing it as ideological and calling for energy production expansion.
@zachariajames2385
Mar 4, 2025
He insulted Trump by calling him Donald instead of Mr President, then said ‘this is dumb’.\n\nIdiotic. There is always a deal with Donald Trump.
He insulted Trump by calling him Donald instead of Mr President, then said ‘this is dumb’.\n\nIdiotic. There is always a deal with Donald Trump.
Criticism of Trudeau's conduct and approach in dealing with Trump, critiquing his diplomatic strategy and tone.
Policy Critique
0.75
@ObiePaddles
Mar 4, 2025
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Uses sarcastic metaphor to critique Alberta's policy approach and blame-shifting to Ottawa, combining satire with political criticism.
@michaeldarling1759
Feb 20, 2026
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Proposes an alternative policy solution (automation instead of immigration) while expressing concern about corporate influence and demographic change.
aiswaryabersan7983
Aug 25, 2025
Now you all think TURDeau is a hero. Nope. He's still a ZERO.
Now you all think TURDeau is a hero. Nope. He's still a ZERO.
Dismissive critique of Trudeau using wordplay ('TURDeau'/'ZERO'); combines sarcasm with policy rejection.
@JasonWebb_369
Mar 4, 2025
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
Critiques U.S. tariff policy and assigns blame to specific political actors and corporate interests, with implicit identity framing about American responsibility.
@sherriejackson2487
Mar 4, 2025
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a …
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a outright lie.... But that was what the fool kept repeating to all of us. Never once was it made or stated as a serious reason, fentanol... That was the Mexico excuse...
Criticizes government's stated rationale for immigration policy as a lie, while making an unverified claim about fentanyl being used as an excuse.
@sammysosa7356
Mar 4, 2025
always interesting when multiculturualism is in the most cases just one culture
always interesting when multiculturualism is in the most cases just one culture
Critiques multiculturalism policy as ineffective or contradictory in practice.
Bruckeraus78
Jan 27, 2026
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising …
So sad to see that lady crying at 6:40.
Two reasons: Liberal voting and feminsm.
1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising taxes and then paying immigrants to live here. Seriously?
2) You taught your daughters to distrust men and look at babies as a burden that would hold them back. Most of your daughters consider babies to be parasites. They celebrate ending them. In Canada, even CATHOLICS support abortion!
Critiques liberal voting, immigration spending, and cultural/social policies while blaming feminism and progressive values for societal decline.
SoulKin65
Aug 25, 2025
Retard Canada just be giving PR to anyone
Retard Canada just be giving PR to anyone
Criticizes Canadian PR policy as overly permissive, though expressed crudely without substantive analysis.
Policy Critique
0.75
XanXus273
Jan 27, 2026
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)