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
Governor Trudeau spoke well. But tariff can be easily avoided across the state line.
Governor Trudeau spoke well. But tariff can be easily avoided across the state line.
Acknowledges Trudeau's speech positively but critiques the practical effectiveness of tariffs given cross-border commerce dynamics.
Policy Critique
0.75
@yuema2078
Mar 4, 2025
Trump not fitted to be president!
Trump not fitted to be president!
Critiques Trump's fitness for presidency, comparing leadership quality across nations in the context of Canadian political discussion.
@TotoGuerrero-jv1tl
Mar 4, 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
The liberals have even broke their compatriots.
The liberals have even broke their compatriots.
Blames the Liberal government for damaging Canadian citizens through policy decisions.
Policy Critique
0.75
jamesandrews1130
Nov 24, 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
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
Critiques American policy and those who support it, with partisan language ('clueless libs') framing disagreement as identity-based.
@WarrenZane
Mar 4, 2025
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. …
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. Trump wants to make Canada the 51st state (to get the natural resources and despoil the country by drilling for oil). Does he really imagine that this is going to endear Canadians to America. Is he planning to deteriorate the relationship so that eventually he invades Canada? Because the tariffs make absolutely no sense for the reasons Trump has given.
Critiques Trump's intelligence and tariff policy while presenting unverified claims about hidden intentions (annexation, resource exploitation) and expressing invasion anxiety.
@LeoDragon34
Mar 4, 2025
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
Criticizes PM for allegedly ignoring immigration problems in exchange for Liberal voter support, making an unsubstantiated claim about political motivation.
PaulW-vs6mf
Dec 19, 2025
Trudeau doesn't seem authentic to me. I don't believe him.\nPeace
Trudeau doesn't seem authentic to me. I don't believe him.\nPeace
Expresses skepticism about Trudeau's authenticity and credibility as a leader.
Policy Critique
0.75
@ivocaponio4797
Mar 4, 2025
He keeps listing all the fact and actions taken as if Trump and his supporters ever cared about that. You can't win against them, they are stupid, they are many!
He keeps listing all the fact and actions taken as if Trump and his supporters ever cared about that. You can't win against them, they are stupid, they are many!
Critiques Trump supporters' dismissal of factual arguments while asserting in-group/out-group division based on intelligence.
@doesntMetter1
Mar 4, 2025
Friends don’t ripoff friends, so you should have played fair…liars from the left
Friends don’t ripoff friends, so you should have played fair…liars from the left
Criticizes unfair dealing and dishonesty while framing it as left-vs-right political division.
@mrcountit
Mar 4, 2025
There is mandatory photographs and fingerprinting all over the world. If the liberals would do their job and get a handle on immigration and drug labs it would be a lot different.
There is mandatory photographs and fingerprinting all over the world. If the liberals would do their job and get a handle on immigration and drug labs it would be a lot different.
Criticizes government handling of immigration and drug labs while asserting unverified claims about mandatory biometric procedures.
ShelleyAllen-sb8tz
Dec 10, 2025
We need Canada president
We need Canada president
Advocates for systemic change (presidential system) as implicit criticism of current governance structure.
@DavidJohnson-xs7og
Mar 4, 2025
He was always lying to you. He was always going to go with tariffs for the money. Because hes stupid. So so sorry.
He was always lying to you. He was always going to go with tariffs for the money. Because hes stupid. So so sorry.
Criticism of Trump's tariff policy as dishonest and motivated by greed, with sarcastic tone.
@maryjenkins1939
Mar 4, 2025
Trump is messing up the USA ???
Trump is messing up the USA ???
Expresses criticism of Trump's policies/governance, though brief and without specific details.
Policy Critique
0.75
@missveefamilychannel850
Mar 4, 2025
1) he's not speaking directly to anyone but a camera, 2) he could simply cancel the digital service tax, the 200% tariffs canada puts on US for dairy, HVAC, and other products. He's a lying …
1) he's not speaking directly to anyone but a camera, 2) he could simply cancel the digital service tax, the 200% tariffs canada puts on US for dairy, HVAC, and other products. He's a lying hypocrite who put us in this position by not negotiating in good faith.
Critiques Trudeau's negotiating approach and references specific tariff figures, though the 200% claim lacks verification.
@jdbc84
Mar 4, 2025
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
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)