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
On his way out and will do even more damage
On his way out and will do even more damage
Brief criticism of Trump's actions and predicted future damage, without elaboration.
Policy Critique
0.75
@acr5113
Mar 4, 2025
This liberal government allowed those fraudster to enter Canada without proper betting.
This liberal government allowed those fraudster to enter Canada without proper betting.
Criticizes government policy for allowing entry without proper vetting, with an unsubstantiated claim about 'fraudsters.'
NoelGeollegue
Oct 3, 2025
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
Critiques immigrants' approach to integration and suggests they should work, pay taxes, and integrate to avoid discrimination, framed as conditional expectations.
cookiemonster-20
Oct 14, 2025
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
Trudeau you want war by supporting more war.
Trudeau you want war by supporting more war.
Criticizes Trudeau's foreign policy stance on war and military support, framing it as problematic governance.
@josephloumayonado9226
Mar 4, 2025
This is what happens when you put racism first...????
This is what happens when you put racism first...????
Accuses government of prioritizing racism in policy decisions, combining criticism of policy with ethical judgment.
@jermainemitchell2936
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
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
Criticism of tariff policy as ineffective compared to drug addiction treatment alternatives.
@stephenholmes5362
Mar 4, 2025
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump …
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump is trying to destroy this country!
Criticism of Trump's isolationist foreign policy with warnings about national consequences.
@larryj8923
Mar 4, 2025
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is …
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is how Trudeau spoke of how it’s going to be hard on Canada and then stuttered about it being hard for Americans. But she FAILED to mention that Canada has vowed to be there and make amends for its citizens unlike America whose government has hung its citizens out to dry. CNN also failed to mention ton that Trump signed the current trade agreement when he was president for his first term. Never thought I would see the day CNN would skirt the issue trying their damndest not to use the words the rest of the world is saying and that’s “What the fuck Donald?” Shame on you CNN. You’re the reason the right information isn’t being put out there.
Criticizes media (CNN) coverage of trade policy and Trump's actions, with secondary commentary on the news outlet itself.
@hlsartistry
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
This guy is full of crap. Canada already tariffs our crap
This guy is full of crap. Canada already tariffs our crap
Dismisses a speaker's credibility and critiques existing tariff policies as ineffective.
Policy Critique
0.75
@greentre2277
Mar 4, 2025
Why are this people getting paid for not doing their job
Why are this people getting paid for not doing their job
Vague criticism of government workers or immigration officials not performing duties, though the specific claim lacks context and evidence.
brucewarenko5286
Nov 4, 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
It has not gone unnoticed. Just people in charge didn't want to do anything
It has not gone unnoticed. Just people in charge didn't want to do anything
The comment critiques government inaction on a recognized problem, suggesting deliberate negligence by those in power.
mattwiggins8250
Feb 18, 2026
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
Critiques immigration policy by claiming homelessness is caused by addiction rather than immigration, while making an unverified causal claim about the homeless person's circumstances.
the_apocalypse888
Nov 2, 2025
A million foreign students a year...
A million foreign students a year...
The comment critiques immigration policy by highlighting the scale of foreign student intake, with an implicit concern about volume and impact.
jeromethibodeau4378
Feb 18, 2026
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Critiques Trump's unrealistic policy proposal regarding Canadian annexation and resource control.
Policy Critique
0.75
@trexeyesonly55
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)