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
Trump is in the process of destablizing the greatest trade relationships in world history, while he angers at least half of his own citizens. This all being done while turning on a country that was …
Trump is in the process of destablizing the greatest trade relationships in world history, while he angers at least half of his own citizens. This all being done while turning on a country that was our allie until January of 2025. Now he has cut off aid to Ukraine, setting the stage for their defeat. Trump now carries responsibility for the possibllty Ukraine will lose the war. Trump's legacy in history will be of the greatest looser and worst president in the history of the United States of America.
Criticizes Trump's trade and foreign policy decisions while comparing US-Canada relations and international standing.
@nicklambing9268
Mar 4, 2025
Trudeau was truly a child. A literal cancer that destroyed this country.
Trudeau was truly a child. A literal cancer that destroyed this country.
Attacks a political leader's governance record, framing it as destructive to the nation.
andyesss8054
Feb 22, 2026
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which aren't aligned to the needs of the country then need to go back home. It would be a disservice to Canadian's and the students to keep them here.
Argues for selective immigration policy based on labor market alignment and housing needs, critiquing current temporary worker and student visa programs.
leonardoromero8
Feb 22, 2026
Horrible leader! Fair trade does not equate to being fair in this case. If you charge 25% why is it not fair in return to charge 25%? \nWhy does the world expect the US to …
Horrible leader! Fair trade does not equate to being fair in this case. If you charge 25% why is it not fair in return to charge 25%? \nWhy does the world expect the US to cover their butts when our country can't afford it any longer. Why don’t they get that we are 37 trillion in debt? We can no longer afford the world’s unfair trade. Trudeau doesn't like the taste of his own medicine. He could lift the tariffs on the US and then there would be no reciprocal tarriff. He's only hurting Canadians.
Criticizes the leader's trade policy as unfair and argues for reciprocal tariffs, while claiming the policy harms Canadians.
@mcclaindebbie
Mar 4, 2025
Faut poser la question à ceux qui ont voté pour Justin. Il a créé ce désastre
Faut poser la question à ceux qui ont voté pour Justin. Il a créé ce désastre
Criticizes Justin Trudeau's immigration policy as a 'disaster' and implicitly calls for accountability from voters.
dubongros3108
Jan 1, 2026
Liberals are very adept at breaking things that already work well.
Liberals are very adept at breaking things that already work well.
Commenter criticizes the Liberal government's handling of policy, suggesting they damage existing systems.
Policy Critique
0.85
xcskiguy1739
Feb 27, 2026
New immigrant numbers should be ZERO
New immigrant numbers should be ZERO
Advocates for zero immigration policy, expressing extreme policy position rooted in concern about immigration levels.
Brandyn88
Jan 3, 2026
How about we remove one of those "0" on those numbers relating to imigration!!! Middle class tax cut for those making, $57,000 a year or less, middle class really, that's barely above the poverty line …
How about we remove one of those "0" on those numbers relating to imigration!!! Middle class tax cut for those making, $57,000 a year or less, middle class really, that's barely above the poverty line in most parts of Canada for a family! No wonder Canada's in trouble, the Liberals have no friggin idea what anything cost anymore what a sad state of affairs!!!!
Critiques immigration numbers and government economic policy while arguing middle-class tax concerns, blending policy and economic arguments.
borncanadian1688
Jan 3, 2026
Donald just wants to fill his own pockets with money while the Americans will pay the price
Donald just wants to fill his own pockets with money while the Americans will pay the price
Criticizes a political leader's motives and policy decisions, framing them as self-serving rather than in the public interest.
@lovesilence
Mar 4, 2025
What is this one sided, emotionally manipulative BS? "oh no, deporting people who aren't allowed to be here costs money!" Yes. Yes, maintaining our borders costs money. Being in Canada isn't a universal right.
What is this one sided, emotionally manipulative BS? "oh no, deporting people who aren't allowed to be here costs money!" Yes. Yes, maintaining our borders costs money. Being in Canada isn't a universal right.
Criticizes the video's framing as emotionally manipulative while asserting that border maintenance is a legitimate state function, combining policy analysis with nationalist framing.
forklaundry
Dec 29, 2025
I thought you were gone Trudy. We like you Canada but we don’t really need you. We can solve the problems we get from you in 15 minutes. This guy has no problem freezing protesters …
I thought you were gone Trudy. We like you Canada but we don’t really need you. We can solve the problems we get from you in 15 minutes. This guy has no problem freezing protesters bank accounts, forcing people to scan QR codes to decided who eats at a restaurant, and government sanctioned beatings of peaceful protesters because they dare stand up for freedom. Canada wake up. Trudy is a good old fashioned communist. The more he fights back against Trump, the more I know Trump is right.
Primarily critiques Trudeau's policies (bank freezes, QR codes, protest response) with unverified claims about government actions and identity-based framing of political opposition.
@danrowe1174
Mar 4, 2025
no where near high enough, 18,000 should be 180,00
no where near high enough, 18,000 should be 180,00
Argues that deportation numbers should be dramatically higher (180,000 vs 18,000), directly critiquing current policy as insufficient.
Policy Critique
0.85
goji059
Dec 29, 2025
Trudeau is arrogant and ignorant… why would anyone listen to this fool
Trudeau is arrogant and ignorant… why would anyone listen to this fool
Criticizes political leadership (Trudeau) and questions their credibility on policy matters, framed as personal attack on competence.
derekorgan3682
Feb 23, 2026
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians . Start spending in Canada and tax paying money . Liberators please liberate us from liberal corrupt crooks . You work for Us not yourself .
Criticizes government spending priorities and calls for domestic investment while attacking political leadership as corrupt.
NorthSiXJames
Jan 27, 2026
The guy on the bike with the perfectly regurgitated IQ talking points on Africans🤦🏾♀️ Notice that he didnt have any actual reasons why the people are afraid. Just BS things he's heard about the people, …
The guy on the bike with the perfectly regurgitated IQ talking points on Africans🤦🏾♀️ Notice that he didnt have any actual reasons why the people are afraid. Just BS things he's heard about the people, not actual incidents. Smh...
Criticizes the video's presentation of anti-immigrant arguments as lacking substantive evidence, calling out rhetorical manipulation rather than endorsing fear-based claims.
neteruhathor
Jan 27, 2026
Trudeau still doesn't get it: it doesn't matter what he thinks or does for the US. It won't be enough to please Trump unless he sells his country to him.
Trudeau still doesn't get it: it doesn't matter what he thinks or does for the US. It won't be enough to please Trump unless he sells his country to him.
Criticism of Trudeau's approach to U.S. relations, with an underlying concern that appeasement will lead to loss of national sovereignty.
@user-im7vn8fp8v
Mar 4, 2025
We wouldnt have the 380 million used to deport if the gov..ment hadn’t let them in, in the first f…in place!!! The 380 million should had been used for other things such as housing, lower …
We wouldnt have the 380 million used to deport if the gov..ment hadn’t let them in, in the first f…in place!!! The 380 million should had been used for other things such as housing, lower taxes, bring down the deficit anything other then wasted money on this farce!!!
Criticizes government immigration policy as wasteful and argues deportation costs should be redirected to housing, taxes, and deficit reduction.
Nookie15
Dec 31, 2025
Cya Justin you were the worst PM ever
Cya Justin you were the worst PM ever
Direct criticism of the Prime Minister's performance in office, dismissing his tenure as the worst.
Policy Critique
0.85
@Condoms-to-hamas
Mar 4, 2025
NOT ENOUGH AND TOO LATE
NOT ENOUGH AND TOO LATE
Expresses criticism that deportation efforts are insufficient and delayed, a direct critique of government policy.
Policy Critique
0.85
EmilSosnin
Dec 30, 2025
It's about time Canada is controlling this ILLEGALS situations.
It's about time Canada is controlling this ILLEGALS situations.
Expresses approval that Canada is finally addressing illegal immigration, a policy position.
Policy Critique
0.85
marktruthbomb67
Dec 30, 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)