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
your about 2-3 decades late on this report
your about 2-3 decades late on this report
The comment critiques the timeliness of the report, suggesting the issue has been known for decades without action.
Policy Critique
0.75
leosam6824
Jan 28, 2026
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready …
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready put in his resignation then talk big doge canada see why hes saying this
Criticizes Trudeau's policies and leadership while making unsubstantiated claims about corruption and cartel involvement without evidence.
@lindseyhill1896
Mar 4, 2025
You can't blame India or Indians. Blame the liberals.
You can't blame India or Indians. Blame the liberals.
Deflects blame from India/Indians to the Liberal government, critiquing political leadership while avoiding ethnic targeting.
thetruelegend6686
Jan 4, 2026
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset …
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset Everytime they were taxed. And if he wants to fight russia in wwiii he is welcome to go to russia and get it started rather than negotiate peace. America loves life, liberty, and pursuit of happiness. That's why we elected trump and LOVE everything he is doing. We wish more loved that too like us.
Critiques government taxation and foreign policy decisions while comparing American and Canadian approaches.
@PLandPProductions
Mar 4, 2025
Canada has been robbing us for years now you wanna cry
Canada has been robbing us for years now you wanna cry
Expresses grievance against Canadian government/institutions with an accusatory tone, framed as systemic wrongdoing.
@Elizabeth38thregiment
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
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Attacks a specific official's competence and shames her riding, combining personal criticism with regional identity framing.
hali19799
Feb 27, 2026
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have …
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have American made everything so keep your crap in your country. U need is more than we do! And Trump would say the same thing to you!! ??
Criticizes Trudeau's timing and response to Trump's tariffs while advocating for protectionist economic policy.
@sandracontreras5417
Mar 4, 2025
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is …
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is the epitome of insanity.
Criticizes Trudeau's past actions (freezing bank accounts) and dismisses opposing commenters as brainwashed, combining policy critique with identity-based dismissal.
@----.__
Mar 4, 2025
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
Criticizes Trudeau's government policies on gender identity as authoritarian overreach.
Policy Critique
0.75
@IM-CALLED-REAPER-hm4vv
Mar 4, 2025
What a pathetic joke.
What a pathetic joke.
Dismissive judgment of the policy as inadequate, though brief and lacking specific substantive critique.
Policy Critique
0.75
the_traveller
Jan 11, 2026
Safe 3rd party - turn them back to the USA - they are illegal
Safe 3rd party - turn them back to the USA - they are illegal
Advocates for specific policy (Safe Third Country rule, deportation) while making unverified claim about legal status.
RobertTorontoYYZ
Jan 5, 2026
Imagine what we could do if we stopped send BILLIONS to the Ukraine !
Imagine what we could do if we stopped send BILLIONS to the Ukraine !
Critiques government spending priorities by comparing immigration/refugee spending to foreign aid, with an implicit claim about budget allocation.
AndyT-se9us
Jan 11, 2026
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Argues for border closure and justifies tariffs by comparing Canada's tariff rates to America's.
@marlowshultz7308
Mar 4, 2025
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
Criticizes immigration policy for admitting undesirable immigrants while inadvertently excluding skilled ones, with identity-based framing.
doshanriches1
Jan 27, 2026
Orange orangutan lied again
Orange orangutan lied again
Accusation of dishonesty directed at a political figure, likely referencing policy positions or statements.
@januhliar498
Mar 4, 2025
Trump is a senile old felon. He should be removed from office under the 25th Amendment.
Trump is a senile old felon. He should be removed from office under the 25th Amendment.
Critiques Trump's fitness for office and calls for constitutional removal, focusing on policy/governance rather than personal attack alone.
Policy Critique
0.75
@GuoLi-ix6zb
Mar 4, 2025
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising …
So sad to see that lady crying at 6:40.
Two reasons: Liberal voting and feminsm.
1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising taxes and then paying immigrants to live here. Seriously?
2) You taught your daughters to distrust men and look at babies as a burden that would hold them back. Most of your daughters consider babies to be parasites. They celebrate ending them. In Canada, even CATHOLICS support abortion!
Critiques liberal voting, immigration spending, and cultural/social policies while blaming feminism and progressive values for societal decline.
SoulKin65
Aug 25, 2025
The trade war that's nothing to do with Rusia war, the trade war is related with your incompetent roll letting drugs pouring by the border from China period and the Rusia war it's because with …
The trade war that's nothing to do with Rusia war, the trade war is related with your incompetent roll letting drugs pouring by the border from China period and the Rusia war it's because with not gonna be supporting the war that you and Europe wants with our MONEY. Two different topics, we don't need your stuff and your country will lose more than us and your crying is just a because you don't want be traded with 25 %. You are talking to the minority of the American people because the majority voted Trump so your speech it's a wasting time for me
Critiques government policy on border security and trade, conflating immigration with drug trafficking and trade disputes.
@Charlie-Raphael
Mar 4, 2025
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
Critiques media framing of immigration as a new issue and dismisses the video's approach, combining policy skepticism with commentary on the video itself.
vanta_nox90
Jan 5, 2026
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)