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
Search & Filter
Policy Critique
5,980 comments
Lena Diab is the Liberal version of Alejandro Mayorkas. Put in place to do nothing.
Lena Diab is the Liberal version of Alejandro Mayorkas. Put in place to do nothing.
Attacks a specific minister's competence and effectiveness through partisan comparison.
rolfjacobsen4477
Feb 27, 2026
Trump is clueless
Trump is clueless
Brief criticism of Trump's competence and understanding, a direct policy/leadership critique.
Policy Critique
0.80
@chrisstainer3090
Mar 4, 2025
You know he's going to cave just like Zelensky did right?
You know he's going to cave just like Zelensky did right?
Skeptically questions whether Trudeau will follow through on his stated position, critiquing his credibility and resolve.
Policy Critique
0.80
@adamcruz4921
Mar 4, 2025
Trudeau has spent the last 9 years destroying Canada. He is supposedly on his way out. Most of Canada want him gone the guy was a drama teacher that lost his job for an inappropriate …
Trudeau has spent the last 9 years destroying Canada. He is supposedly on his way out. Most of Canada want him gone the guy was a drama teacher that lost his job for an inappropriate relationship with a minor. He arranged a NDA for a couple of million. All Americans see is his hair and his speaking ability. You can’t believe any of the word salad out of his mouths. Canada’s most corrupt PM ever.
Critiques Trudeau's governance record and makes unverified claims about his past (NDA, inappropriate relationship) without evidence.
@kimjohnson2751
Mar 4, 2025
How lame and stupid? \n\nGo down to the Oval Office and negotiate an MRA. Negotiate and get it signed by the EOY, similar to what our Honourable PM Modi has done. \n\nAs simple as ABC. …
How lame and stupid? \n\nGo down to the Oval Office and negotiate an MRA. Negotiate and get it signed by the EOY, similar to what our Honourable PM Modi has done. \n\nAs simple as ABC. Trump came to power with the rhetoric he is implementing today.
Criticizes government negotiation strategy and calls for specific action (negotiating trade agreement by end of year).
@princerasiwasia
Mar 4, 2025
Thank the Trudeau government..
Thank the Trudeau government..
Blames the Trudeau government for immigration issues, implicitly calling for political change.
AliSweetFlower
Feb 18, 2026
Fuxx Justin Trudeau the woke globalist who hates the western world
Fuxx Justin Trudeau the woke globalist who hates the western world
Criticizes Trudeau's policies and ideological direction using charged language ('woke globalist').
@stormycoffee
Mar 4, 2025
LOL all of Trudeau’s ideas are Trump’s ideas. Why is he taking action now to correct all those problems? Canadians need to wake up and get rid of this weak clown.
LOL all of Trudeau’s ideas are Trump’s ideas. Why is he taking action now to correct all those problems? Canadians need to wake up and get rid of this weak clown.
Criticizes Trudeau's leadership and policies while calling for Canadians to remove him from office.
@FrankVu-x3f
Mar 4, 2025
The US didn’t start this trade war. An idiot in the White House did. \nHe gullible MAGAts might be supporting him now but that sting is coming directly back at them.
The US didn’t start this trade war. An idiot in the White House did. \nHe gullible MAGAts might be supporting him now but that sting is coming directly back at them.
Criticizes Trump's trade war initiation and warns of negative consequences for his supporters.
@6toedpete
Mar 4, 2025
you lied to us through your full term in parliment\n why should I believe anything you say, we had the chance to stop these tarifs ,it's you that has made this worse, and since we …
you lied to us through your full term in parliment\n why should I believe anything you say, we had the chance to stop these tarifs ,it's you that has made this worse, and since we are censored Canadians don't know the real truth to all this,
Accuses the government of dishonesty and mishandling tariff negotiations while expressing concerns about censorship and truth.
@ianward3278
Mar 4, 2025
Don’t blame the govt blame the ppl that scammed the system
Don’t blame the govt blame the ppl that scammed the system
Redirects blame from government to individuals who exploited immigration system, critiquing enforcement rather than policy itself.
Policy Critique
0.80
emilyt4323
Nov 20, 2025
You voted Liberal, then don’t complain, this is what you voted for and things will only get worse
You voted Liberal, then don’t complain, this is what you voted for and things will only get worse
Blames Liberal government for immigration policy outcomes and warns of worsening conditions, framed as political accountability.
pete8516
Feb 18, 2026
the numbers should be 2.96 million. this is weak, do better canada
the numbers should be 2.96 million. this is weak, do better canada
Critiques the reported immigration numbers as insufficient and calls for better performance from Canada.
Policy Critique
0.80
gab-o-r2c
Feb 18, 2026
This guy is a liar and a tyrant. Never forget how he treated churches in Alberta
This guy is a liar and a tyrant. Never forget how he treated churches in Alberta
Criticizes Trudeau's treatment of churches as a policy/governance issue with moral undertones.
@mikebeschen7748
Mar 4, 2025
trudeau is the ONLY one to blame for everything that Canada became in the last 8 years.
trudeau is the ONLY one to blame for everything that Canada became in the last 8 years.
Blames a specific political leader for Canada's problems; focuses on government accountability rather than immigrants directly.
Policy Critique
0.80
abkostik
Aug 26, 2025
A dictator talking about another dictator, this guy literally shut down government and delayed the election
A dictator talking about another dictator, this guy literally shut down government and delayed the election
Criticizes political leadership as dictatorial and references specific policy actions (government shutdown, election delay) as evidence of authoritarian behavior.
@orlandodiaz9472
Mar 4, 2025
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then …
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then WW3 starts on North American soil. Did Trump word everything right? Absolutely NOT. NOPE. However… I don’t want a war either. Trump should have just stayed out of it. \n\nLastly Trudeau you liar. You said “no one wins in a trade war…”. Yet you respond to tariffs with tariffs. You just started a trade war!!!! \n\nHow’s that for making sense enough for you!!
Detailed critique of both Trump's and Trudeau's policy decisions regarding tariffs and geopolitical strategy, with analysis of consequences.
@b.pur9981
Mar 4, 2025
If you know about Donald and his character it’s not surprising. Ignorant voters put him in office, now deal with it. Biden was bad? Donald is worse! MAGA would vote for anything because they have …
If you know about Donald and his character it’s not surprising. Ignorant voters put him in office, now deal with it. Biden was bad? Donald is worse! MAGA would vote for anything because they have no clue about government and economy. They think a blonde imbecile will be the answer to everything. Putin is the real boss not Donald.
Critiques Trump's character and policy competence while dismissing his supporters' understanding of government and economics.
@bebejoon3664
Mar 4, 2025
While Trump is aligning himself with other dictators is he trying to kill BRICS while losing allies.
While Trump is aligning himself with other dictators is he trying to kill BRICS while losing allies.
Critiques Trump's foreign policy decisions regarding alliances and geopolitical alignment.
Policy Critique
0.80
@tracybenkie4495
Mar 4, 2025
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority …
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority of its people are wonderful but Trudeau is... Really !
Criticizes Trudeau's policies and COVID response while making unsubstantiated claims about WEF connections and dictatorial actions.
@deanwilsher8189
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)