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
not high enough
not high enough
Expresses dissatisfaction with enforcement levels, implying current deportation numbers are insufficient.
Policy Critique
0.75
ericyuan9718
Dec 24, 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
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
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
i dont undeerstand as why anyone would against stopping bogus asylums claimants to receive govt benefits. This country needs more mental health doctors.
i dont undeerstand as why anyone would against stopping bogus asylums claimants to receive govt benefits. This country needs more mental health doctors.
Questions opposition to denying benefits to bogus asylum claimants and raises a separate concern about healthcare resources.
yoIvanshika
Feb 24, 2026
Smoke and mirrors! This is a drop in the bucket compared to the hundreds of thousands that should never have been let in the door..... Retired LEO.
Smoke and mirrors! This is a drop in the bucket compared to the hundreds of thousands that should never have been let in the door..... Retired LEO.
Dismisses government action as inadequate while asserting that too many immigrants were admitted, framed as protecting national interests.
thomasrichard890
Dec 27, 2025
Good, just make sure the ones which are of value for Canada stay.
Good, just make sure the ones which are of value for Canada stay.
Critiques immigration policy by suggesting selective retention based on perceived economic value to Canada.
Policy Critique
0.75
darthvader9203
Jan 20, 2026
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
Anti Anericanism ... ??? No ..Anti Canada more like ..this is your president who causes this shite show im the world !!!
Anti Anericanism ... ??? No ..Anti Canada more like ..this is your president who causes this shite show im the world !!!
Criticizes Canadian leadership's handling of international relations while asserting national identity concerns about Canada's position.
@paulaprosser7045
Mar 4, 2025
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
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Criticizes Canadian government's handling of trade/exports while expressing frustration about lack of communication on the issue.
@samwestover9953
Mar 4, 2025
An investigation into NGO's and charities receiving all kinds of funding from the Liberal party to support the oppressed. People come into our country and get aid and assistance on how to work the system. …
An investigation into NGO's and charities receiving all kinds of funding from the Liberal party to support the oppressed. People come into our country and get aid and assistance on how to work the system. Cancel Critical Race Theory initiatives as well. Laith Marouf is a perfect example of the grift.
Calls for investigation into NGO funding and policy changes while alleging systemic abuse and fraud by immigrants and government allies.
marykelly5608
Feb 27, 2026
The free ride is over for Canada.
The free ride is over for Canada.
Critiques government policy (immigration/welfare) while implying national identity concerns about resource distribution.
@thomasprince7487
Mar 4, 2025
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
Alleges government immigration policy is motivated by electoral politics rather than genuine management, suggesting conspiratorial reasoning.
Edgar-u8m
Jan 21, 2026
immigration is not the problem The people who doesnt support canadian values, civic sense, mindest.
immigration is not the problem The people who doesnt support canadian values, civic sense, mindest.
Critique of immigration policy framed around values alignment rather than immigration itself, with implicit us-vs-them framing.
mybestcollection9127
Jan 25, 2026
“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
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a …
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a time limit to his fecklessness.
Critiques a political figure's strategy and effectiveness using sarcastic tone ('show and no go'), blending satire with substantive criticism.
@simonreid7389
Mar 4, 2025
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
Criticizes media coverage and political ideology, attacking both the news network and the political figure's positions.
@Dbodell8000
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)