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
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
So he's a hypocrite basically
So he's a hypocrite basically
Brief accusation of hypocrisy directed at a policy figure or argument presented in the video.
Policy Critique
0.75
United-States-of-Africa
Feb 11, 2026
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
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
India24 is mad at Canada’s policy.
India24 is mad at Canada’s policy.
References India's reaction to Canadian policy, critiquing the policy while implicitly comparing national perspectives.
flodareltih9825
Feb 11, 2026
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and …
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and I'm pretty sure support for Ukraine is nowhere near this excuse for a prime says.
Criticizes Trudeau's credibility and handling of US relations, with unsubstantiated claim about public support for Ukraine.
@mike_le_petit_bonhomme
Mar 4, 2025
Immigration fraud and Canada is defending it...crazy
Immigration fraud and Canada is defending it...crazy
Criticizes government policy on immigration fraud while making an unsubstantiated claim about Canada 'defending' fraud.
hblugsetrtxfgc
Oct 20, 2025
Trudeau has to explain how dumb trade wars are in English and in French.
Trudeau has to explain how dumb trade wars are in English and in French.
Critiques trade war policy as 'dumb' and calls for explanation, focusing on government policy analysis.
Policy Critique
0.75
@ConAntonakos
Mar 4, 2025
People tried ro warn you about the Cheerio in the white house..no bisness experience only closures..we americans will suffer for not electing correctly..canada were sorry we voted and allowed a fool run this country...
People tried ro warn you about the Cheerio in the white house..no bisness experience only closures..we americans will suffer for not electing correctly..canada were sorry we voted and allowed a fool run this country...
Criticizes Trump's lack of business experience and Trudeau's governance, with personal reflection on voting regret; mixes policy critique with lived experience.
@keithgrant-fn9tg
Mar 4, 2025
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
Blames government policy for immigration problems while making an unverified claim about immigrants taking advantage.
animedreamnetwork245
Sep 14, 2025
Just to be clear, the United States did not impose tariffs Donald Trump did.
Just to be clear, the United States did not impose tariffs Donald Trump did.
Distinguishes between institutional policy and individual leadership responsibility, implicitly critiquing attribution of tariffs.
Policy Critique
0.75
@JDHitchman
Mar 4, 2025
And that is no lie what a hypocrite
And that is no lie what a hypocrite
Brief accusation of hypocrisy directed at political leadership, implying criticism of inconsistent policy positions.
Policy Critique
0.75
@oscarwins701
Mar 4, 2025
Trudeau is on his way out. His words don’t hold any weight.
Trudeau is on his way out. His words don’t hold any weight.
Criticism of Trudeau's political authority and credibility regarding policy matters.
Policy Critique
0.75
@will_274
Mar 4, 2025
Mr Trump is overdoing it. I love Democrats the only thing is the obsession of LGBT, immoral agendas. Now people are regretting. Trump Team must wake up and watch out before is too late
Mr Trump is overdoing it. I love Democrats the only thing is the obsession of LGBT, immoral agendas. Now people are regretting. Trump Team must wake up and watch out before is too late
Critiques Trump's approach as excessive while expressing moral concerns about Democratic social policies, balancing political positions.
@drmeddyjoe
Mar 4, 2025
Canada pm focus on Canadian people… do not spend money for war. EU will not win ….
Canada pm focus on Canadian people… do not spend money for war. EU will not win ….
Critiques Canadian government spending priorities on military/war and urges focus on domestic needs instead.
@tpannathan4181
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)