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
There is no negotiating with Trump, it's either his way or the highway.
There is no negotiating with Trump, it's either his way or the highway.
Critiques Trump's negotiating approach and inflexibility as a political/diplomatic strategy.
Policy Critique
0.78
@747rotate
Mar 4, 2025
This idiot so call leader destroyed Canada with the evil , woke Liberals, you met your mstch now and I hope Canada becomes apart if USA to teach a lesson to every woke Liberal Canadian, …
This idiot so call leader destroyed Canada with the evil , woke Liberals, you met your mstch now and I hope Canada becomes apart if USA to teach a lesson to every woke Liberal Canadian, we have to bring back strong Christian family communities and get rid of illegal migrants, transgenders, STOP Sexualizing children, STOP all foreign aid especially to the Ukraine, you help your own first and foremost, this idiot Justin Trudeau has to be kucked out of Canada and never let back aling with every other liberal.
Comprehensive critique of government policies and leadership, attacking multiple policy areas (immigration, foreign aid, social issues) with calls for removal of the PM.
@CNLPatriot
Mar 4, 2025
Trudeau sucks there’s a reason for tariffs
Trudeau sucks there’s a reason for tariffs
Criticizes Trudeau and defends tariff policy as justified response, engaging with government policy debate.
Policy Critique
0.78
@NixaAsphaltSealcoating
Mar 5, 2025
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership …
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership of a man who is arrogant and wants to do whatever he wants.The United States should not have arrogant leaders destroying its allies.Trump is just a piece of rotten wood that will be melted by water.The United States should not let a piece of wood lead the country..
Argues Canada should diversify economic partnerships and criticizes US leadership under Trump, combining domestic policy critique with international comparison.
@BoreyChulsa
Mar 4, 2025
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
Critiques current government decisions by comparing them to past regional economic hardship caused by previous policy, blaming leadership.
@billoldfield2843
Mar 4, 2025
Indians are least of their problems..
Indians are least of their problems..
Defends Indians as a group by arguing they are not the primary problem, implicitly critiquing misdirected blame and policy focus.
The_Winter_Owl
Jan 27, 2026
Stop!! This is propaganda! Canada was asked back in 2016 to spend 5% on their defense spending and they are still at 1%. Also, Canada already charges us 25% tariffs. \nTrump wants fair trade and …
Stop!! This is propaganda! Canada was asked back in 2016 to spend 5% on their defense spending and they are still at 1%. Also, Canada already charges us 25% tariffs. \nTrump wants fair trade and Canada to step up defense. They have let some of the top terrorists through to the United States.\nWe also aid Canada with money each month.\nTrudeau is a liar and a performer who stiffs his own people with some of the highest taxes.
Combines criticism of Canadian defense spending and tax policy with unverified claims about terrorists and tariffs presented as fact.
@Sunshineandflowers1997
Mar 4, 2025
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick …
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick you up.
User critiques smuggling operations and immigration procedures, offering practical information about border crossing alternatives.
johnlooksup9349
Jan 28, 2026
As long as he indian manage to boost the city economy, and don't have any conflict with any other cultures then there won't be too much of a problem.
As long as he indian manage to boost the city economy, and don't have any conflict with any other cultures then there won't be too much of a problem.
Conditional acceptance of immigration based on economic contribution and cultural integration, framing concerns about policy outcomes.
PenguinTheTrader
Jan 27, 2026
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Criticism of Canadian government policies regarding free speech and treatment of protesters, framed as betrayal of alliance relationship.
@tomjohnson571
Mar 4, 2025
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for …
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for the tariffs anymore
Criticizes Trump's leadership while making an unverified prediction about tariff removal and policy reversal.
@jorgeromero174
Mar 4, 2025
Definitely has nothing to do with our open boarder policy and free citizenship for foreign criminals at all .... Definitely has nothing to do with that at all
Definitely has nothing to do with our open boarder policy and free citizenship for foreign criminals at all ....
Definitely has nothing to do with that at all
Sarcastically criticizes open border policy and citizenship practices, using sarcasm to express policy opposition.
ImNotYerGuyPal
Feb 18, 2026
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying …
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying your carbon taxes ?
Criticism of Trudeau's past conduct and current policies (carbon tax), with partisan identity assertion ('hate liberals').
@rogercwilliams881
Mar 4, 2025
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process. Why Govt can not stop …
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process.
Why Govt can not stop the refugee claims for these Students? Stop Refugee Claim Process. A Criminal Nijar whose PR was Denied 3 times was running a Business in Canada.
Criticizes refugee and work permit policies while making unverified claims about criminal cases and free benefits.
santhithomas4623
Sep 30, 2025
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
The comment critiques the video's research methodology and framing, arguing for a more nuanced analysis and suggesting alternative investigative focus on government corruption.
Vreedom7
Jan 27, 2026
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
Criticizes leadership as dictatorial and policy failures (drug crisis), with approval of tariffs as corrective action.
@Danny_Page_
Mar 4, 2025
doesnt matter how many peopel america deports if canada just keeps importing tens of millions into north america
doesnt matter how many peopel america deports if canada just keeps importing tens of millions into north america
Criticism of Canada's immigration policy relative to US deportations, expressing concern about large-scale immigration intake.
AckzaTV
Jan 27, 2026
your governement has chosen to do this to you\nyeah right justin piece of Shi . who is against freedom
your governement has chosen to do this to you\nyeah right justin piece of Shi . who is against freedom
Criticizes government policy and leadership while framing it as an attack on freedom.
@simonmasson-dupras3946
Mar 5, 2025
as a person from India this is bad and i would say govt should deport them all sadly but yes
as a person from India this is bad and i would say govt should deport them all sadly but yes
Establishes credibility through personal identity and advocates for deportation policy.
luvjain4145
Jan 27, 2026
No more piggybacking off US
No more piggybacking off US
Brief critique of Canada's economic dependence on the US, framed as a policy position about national independence.
@Mr.P1983
Mar 4, 2025
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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)