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 a jackass ruining his country wants to be a third world dictator Americans will be in big trouble
Trump is a jackass ruining his country wants to be a third world dictator Americans will be in big trouble
Criticizes Trump's leadership and policies while expressing concern about authoritarian governance and national consequences.
@tafeezakhan6346
Mar 4, 2025
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be …
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be a deal. Canada has run wild for far too long getting the best of us in every way now that it is fair they act as if they have been doing us favors all along when it has been the other way around.
Criticizes government leadership and policy decisions while framing Canada as having been disadvantaged, combining political critique with nationalist framing.
@ricksundberg5659
Mar 4, 2025
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Criticizes Trudeau's leadership and government policy while using dismissive language about supporters.
@SirDavidWilliam2nd
Mar 4, 2025
The trump dictatorship regime is defined by 3 characteristics; incompetence, criminality and corruption.
The trump dictatorship regime is defined by 3 characteristics; incompetence, criminality and corruption.
Characterizes Trump administration through critical labels (incompetence, criminality, corruption) as policy critique.
@MB-vx3ti
Mar 4, 2025
How u start a trade war with ur direct neighbors? Crazy move
How u start a trade war with ur direct neighbors? Crazy move
Questions the logic of initiating a trade war with neighboring countries, critiquing the strategic decision.
Policy Critique
0.85
@Blockbussaz
Mar 4, 2025
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done …
Stop flowing Fetanyl into our country. If you are a friend and ally why have you allowed thousand and thousand of Americans to die from drug overdose. What a ridiculous press conference. You haven't done anything to fight against illegal immigrants and drugs.
Criticizes US government policy on drug trafficking and immigration enforcement while expressing concern about fentanyl deaths.
@Victor-wp5jl
Mar 4, 2025
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Stop allowing drugs and illegals enter the USA! America does not do that to your country! The tariffs should pay for your mistakes!
Criticizes immigration policy and border control while expressing security/threat concerns about drugs and undocumented immigrants.
@MyAngelYou
Mar 4, 2025
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Criticizes Trump's foreign policy approach as isolationist and damaging to international alliances.
@johannesdenecke2422
Mar 4, 2025
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like …
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like minerals etc... if we dont well then our Canadien compagnies will either shut down or they will have to move to the States and than will give new jobs in the States. lol there you go win win for the States. Nothing good for Canada or others. He also said if tariff dont work to kill Canadien economie to absorb Canada then he would take it by force.
Analyzes Trump's tariff strategy as economic coercion with potential negative consequences for Canada, combining strategic critique with threat assessment.
@christineblack4654
Mar 4, 2025
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
Distinguishes between institutional policy and individual actor responsibility, critiquing attribution of trade war to Trump rather than the US generally.
Policy Critique
0.85
@GenXbox
Mar 4, 2025
Can we stop pretending Trump is smart? He's an idiot who is running scared and its ruining all of us.
Can we stop pretending Trump is smart? He's an idiot who is running scared and its ruining all of us.
Criticizes Trump's leadership and policies as harmful, framed as both political critique and moral judgment about competence.
@SiloSoundStudios
Mar 4, 2025
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
Criticizes government spending and leadership decisions, framed as fiscal mismanagement.
Policy Critique
0.85
@DwayneSilzer-q6y
Mar 4, 2025
Why are we only retaliating only 25%, slap stupid Trump with 50% tariffs as he thinks he has all the power in the world. I hope all the world leaders stick together & shut this …
Why are we only retaliating only 25%, slap stupid Trump with 50% tariffs as he thinks he has all the power in the world. I hope all the world leaders stick together & shut this idiot down!!!
Criticizes government's tariff response as insufficient and calls for stronger action against Trump.
@thuandang9422
Mar 4, 2025
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this …
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this country. Liberals are destroying this country of Canada. Stop these open border policies.
Criticizes Canadian immigration and border policies while asserting Canadian identity and blaming Liberals for national decline.
@scevenbernard8671
Mar 4, 2025
While its certainly a good thing to talk about stopping the flow of migrants and drugs, but what results have taken place?\nTalk is one thing, but results are what matters.
While its certainly a good thing to talk about stopping the flow of migrants and drugs, but what results have taken place?\nTalk is one thing, but results are what matters.
Critiques political rhetoric about migration and drugs as insufficient without demonstrable results or concrete policy outcomes.
Policy Critique
0.85
@ernieforrest7218
Mar 4, 2025
You dont understand justin the problem is already here. You opened the boarders and screwed us ,now you talk tough , too little too late.
You dont understand justin the problem is already here. You opened the boarders and screwed us ,now you talk tough , too little too late.
Criticizes government policy on border control and immigration as harmful, with underlying anxiety about consequences.
@stevepearson-g2r
Mar 4, 2025
As much as I dislike Trudeau, and I'm glad he's saying this. Ukraine and tariffs are probably the only thing I agree with him on.
As much as I dislike Trudeau, and I'm glad he's saying this. Ukraine and tariffs are probably the only thing I agree with him on.
Commenter expresses selective agreement with Trudeau's position on Ukraine and tariffs while criticizing him generally, focusing on policy evaluation.
Policy Critique
0.85
@williamanthony915
Mar 4, 2025
What would really help with the Fentanyl problem would be for Trump to get his Red State White Trash to stop using it. The problem is not trafficking drugs, it's the DEMAND for drugs.
What would really help with the Fentanyl problem would be for Trump to get his Red State White Trash to stop using it. The problem is not trafficking drugs, it's the DEMAND for drugs.
Critiques Trump's framing of the fentanyl problem while using derogatory identity language about Americans.
@stevemaas7046
Mar 4, 2025
As a Canadian.... screw this clown. Trudeau is a useless lame duck. He has announced his resignation and has no mandate whatsoever to represent us. You call a man names for 8 years, and there …
As a Canadian.... screw this clown. Trudeau is a useless lame duck. He has announced his resignation and has no mandate whatsoever to represent us. You call a man names for 8 years, and there are going to be consequences you fool. Of course this isn't about fentanyl. You've prodded a bully and now that bully is responding like bullies do. \nA Canadian election can't possibly come soon enough.
Canadian commenter criticizing Trudeau's legitimacy and leadership while framing it as personal frustration with government policy.
@ryansimpson29
Mar 4, 2025
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know …
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know his true face.\nThose Rainbow spilling WOKE jerks in this comment should just find themselves a good insane asylum and register for life.
Criticizes Trudeau's leadership and policies while using derogatory language toward political opponents, mixing policy critique with identity-based attacks.
@professionalshub3483
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)