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
Trudeau is second to none the worst prime minister Canada has ever had. He’s crippled Canada, turned it into a third world country. Canada has the highest individual debt of any country on earth.
Trudeau is second to none the worst prime minister Canada has ever had. He’s crippled Canada, turned it into a third world country. Canada has the highest individual debt of any country on earth.
Criticizes Trudeau's leadership and policies while making unverified economic claims (highest individual debt claim lacks evidence).
@justinnichols262
Mar 4, 2025
All Trudeau needs to do is secure the border and lower the tariffs on America. This trade war will be over, but no. He decides to puff his chest and be defiant. Most ungrateful governor …
All Trudeau needs to do is secure the border and lower the tariffs on America. This trade war will be over, but no. He decides to puff his chest and be defiant. Most ungrateful governor ever ?
Critiques the Prime Minister's policy choices regarding border security and tariffs, arguing for different negotiation tactics.
Policy Critique
0.85
@courtney1496
Mar 4, 2025
he do not listen to advice, all he have around him is yes flunkies and nothing else
he do not listen to advice, all he have around him is yes flunkies and nothing else
Criticism of leadership decision-making and surrounding advisors, framed as policy/governance critique.
Policy Critique
0.85
@jerry-q8f
Mar 4, 2025
Trudeau's words are smoke and mirrors a bit imo. Liberals will go forward with an additional 20% carbon tax dispitie the tariffs occurring. Trump isn't the only one that is harming Canada in one way …
Trudeau's words are smoke and mirrors a bit imo. Liberals will go forward with an additional 20% carbon tax dispitie the tariffs occurring. Trump isn't the only one that is harming Canada in one way or another. Trump is forcing Canada to do better with our borders and crisis's that had not been addressed quickly enough. We (Canada) allowed these issues to get out of hand and it took another country to tell us that we needed to do better because the issues affect them as well. I'm stating facts here and now we Canadians will suffer for all of it.
Critiques government policy (carbon tax, border management) and frames Canada's failures as self-inflicted, with some nationalist framing about Canadian responsibility.
@MulliganCDN
Mar 4, 2025
Just because you take care of your border doesnt mean you send troops to help with our southern border
Just because you take care of your border doesnt mean you send troops to help with our southern border
Critiques the logic of border control policy, arguing that securing one's own border doesn't obligate military assistance to another country.
Policy Critique
0.85
@IceyGamingConman
Mar 5, 2025
Liar. Ban the carbon tax and open parliament. Trudeau for prison!!!!!
Liar. Ban the carbon tax and open parliament. Trudeau for prison!!!!!
Criticizes specific policies (carbon tax) and government accountability while calling for action against leadership.
@breezybre2670
Mar 5, 2025
I don't think what he said was strong enough this isn't dumb this is absolute stupidity can some one explain what has driven the US to shit on its friends and allies and pivot towards …
I don't think what he said was strong enough this isn't dumb this is absolute stupidity can some one explain what has driven the US to shit on its friends and allies and pivot towards Russia, North Korea and what Reagan calmed the evil empires is this what MAGA really wanted because rather than make America great its going to make it a banana Republic I mean wurhough nukes that is what Russia has proven to be. If the US can do this to Canada can any former Allie trust the US they now will all wonder when the Bagman will visit seeking Donald's protection money ? this isn't dumb this is absolute stupidity and if its a planned strategy the end game seems diabolical if not Criminal ?
Criticizes US foreign policy decisions and their strategic implications while invoking moral concerns about betraying allies.
@outbacksailors5401
Mar 5, 2025
trudeau is proven a back stabber in many diplomacy. canada is never a fair country but slave to US master. They obey all US demands even has fake democracy. Under US order, canada imprisoned or …
trudeau is proven a back stabber in many diplomacy. canada is never a fair country but slave to US master. They obey all US demands even has fake democracy. Under US order, canada imprisoned or held anyone who are innocent and has nothing against canadian law. trudeau isnt polite but too rude with calling other murderous dictator when he is also a real proven dictator. Has he forgotten canada has murdered, colonize, terrorize, destroy, plunder, rob, bullt, gangster other countries too with US master. Shame on trudeau incompetence and still talk rubbish till today.
Extensively criticizes Trudeau and Canada's foreign policy, alleging hypocrisy, authoritarianism, and complicity with the US.
@BBme
Mar 5, 2025
Canada should close the border, same with Mexico. Let them sail on their own
Canada should close the border, same with Mexico. Let them sail on their own
Advocates for border closure as a policy position while implying national self-sufficiency, combining policy critique with nationalist framing.
@1ScanWoodfingersk8
Mar 5, 2025
Donald Trump is a degenerate. He is not making America great, but weak. He has already quarreled with Canada, Ukraine, Denmark, Panama, Mexico, France. He has weakened the USA both politically and economically. He has …
Donald Trump is a degenerate. He is not making America great, but weak. He has already quarreled with Canada, Ukraine, Denmark, Panama, Mexico, France. He has weakened the USA both politically and economically. He has introduced restrictions on freedoms. It seems that he is tired of being president and is waiting for impeachment. Because he destroyed more in a month than was built in the last 70 years.
Sustained critique of Trump's policies and their negative effects, with comparative references to other nations and historical context.
@strber2928
Mar 5, 2025
But it’s ok for you to impose tarriffs on the USA? Make that make sense!
But it’s ok for you to impose tarriffs on the USA? Make that make sense!
Challenges the consistency of Canadian tariff policy against the USA, questioning the logic of government trade decisions.
Policy Critique
0.85
@kimberlybeaurad9507
Mar 5, 2025
I am a staunch republican. But I believe Trump is seriously harming U.S. \nCanada is our friends and allies and he launches tariff attacks on them?!?!
I am a staunch republican. But I believe Trump is seriously harming U.S. \nCanada is our friends and allies and he launches tariff attacks on them?!?!
Critiques Trump's tariff policy as harmful to US-Canada relations and allies, with moral concern for partnership.
@different_indifference
Mar 5, 2025
The Governor of Canada is trying to act tough. Fix your own country instead of blaming Trump.
The Governor of Canada is trying to act tough. Fix your own country instead of blaming Trump.
Criticizes the Governor's approach to policy while suggesting he focus domestically rather than blame external actors, with comparative framing between Canada and Trump.
@aknightofcamelot
Mar 5, 2025
Let me correct Trudeau actions. Trump isn't a SMART person and that was evident at every meetings with others president
Let me correct Trudeau actions. Trump isn't a SMART person and that was evident at every meetings with others president
Critiques Trump's intelligence and diplomatic competence based on observed behavior in international meetings.
Policy Critique
0.85
@linhchau9788
Mar 5, 2025
Guy prorouged parliament and steps down from party leadership. Why are you still running that mouthpiece of yours? Election NOW! Don't wanna hear another word from him. You destroyed our country! Not don! The rise …
Guy prorouged parliament and steps down from party leadership. Why are you still running that mouthpiece of yours? Election NOW! Don't wanna hear another word from him. You destroyed our country! Not don! The rise in our cost of living under you far exceeds this little tiff with America. Don't let the wool be pulled over your eyes yet again people.
Criticizes government policy decisions (prorogation, cost of living) and calls for immediate election action.
@esee5master
Mar 5, 2025
He is the worst politician of the free world, only talks lies and manipulates people on its own favour. Nobody believes him anymore
He is the worst politician of the free world, only talks lies and manipulates people on its own favour. Nobody believes him anymore
Criticizes a politician's credibility, honesty, and manipulation tactics as a form of political critique.
Policy Critique
0.85
@ramonantonio81
Mar 5, 2025
It’s Bush’s fault. Screw Trudeau
It’s Bush’s fault. Screw Trudeau
Blames political leaders (Bush and Trudeau) for policy failures, expressing criticism of government leadership.
Policy Critique
0.85
@royboy7401
Mar 5, 2025
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your …
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your own people have verbalized that they want you gone! Your lack of respect for the President and the United States is what put you and your country in this situation in the first place. Tou're leaving out on a low. Humble yourself and sit down and talk to the President, and address him as such, and he'll cut you a deal, and you can gain back some dignity. Otherwise, stop complaining to the world community. You look weak!
Criticizes Trudeau's diplomatic approach and political judgment, arguing he should show more respect and humility in negotiations.
@tituspannell6009
Mar 5, 2025
I agree with Trudeau on this one, even though he is a clown on other things.
I agree with Trudeau on this one, even though he is a clown on other things.
Expresses qualified agreement with a specific policy while criticizing the leader's overall performance on other matters.
Policy Critique
0.85
@PakchikpakRajaBabu-sp
Mar 5, 2025
First time in our nutless PM has ever spoke up.
First time in our nutless PM has ever spoke up.
Criticism of the PM's leadership record, suggesting this is an unusual moment of strength from a typically weak leader.
Policy Critique
0.85
@jeffmyers7002
Mar 5, 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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