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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
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Critiques Trudeau's market policies and uses Russia-Europe gas example as comparative illustration of policy consequences.
@JezHarrison-se7ls
Mar 4, 2025
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover …
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover crippled by weird policies, a mismanaged oil rich country that can be bought with the flick of a finger, NOW you're suddenly concerned.. I call BULLSHIT
Criticizes Trudeau's policies and governance (taxes, business closures, mismanagement) while expressing alarm about Canada's weakened state and international standing.
@jeradkhan7173
Mar 4, 2025
How completely incompetent does one have to be to make Trudeau sound like a diplomatic genius
How completely incompetent does one have to be to make Trudeau sound like a diplomatic genius
Criticizes the competence of Canadian leadership by making a comparative judgment about the Prime Minister's diplomatic abilities.
Policy Critique
0.85
@bearlogg7974
Mar 4, 2025
I never thought I would be more supportive of a government imposing tariffs on us than my own government, but hey Trump aligning the US with Putin and starting unnecessary and harmful trade wars with …
I never thought I would be more supportive of a government imposing tariffs on us than my own government, but hey Trump aligning the US with Putin and starting unnecessary and harmful trade wars with our allies is moronic and treasonous. The GOP used to be the party of free trade. That was literally their main plank for 40 years, and an idiot comes along who doesn't understand basic facts, such as how tariffs work, imposes them willynilly and vindictively, and the spine-challenged Congress rolls over without so much as a whimper. Meanwhile, an illegal immigrant from South Africa fires the people looking after our nuclear weapons, because he's also an idiot. And their fans lap up their clear treasonous acts.
Criticizes US government policy (tariffs, trade wars) and Trump's actions as morally wrong, combining policy analysis with ethical judgment.
@alvarhanso6310
Mar 4, 2025
Trudeau doesn't give 2 sh_t about the canadian working class, he's a laurentian elite, just setting up his predecessor, keep talking and do nothing as always. Can't wait till carbon tax boy gets lost next …
Trudeau doesn't give 2 sh_t about the canadian working class, he's a laurentian elite, just setting up his predecessor, keep talking and do nothing as always. Can't wait till carbon tax boy gets lost next week
Criticizes Trudeau's policy approach and inaction on working-class issues, with identity framing of political elites versus ordinary Canadians.
@canoe9216
Mar 4, 2025
Canada is a collapsing country. I really hope that more would-be foreign workers consider that Canada operates more like a scam with their TFW program than anything else. It is not a guaranteed gateway into …
Canada is a collapsing country. I really hope that more would-be foreign workers consider that Canada operates more like a scam with their TFW program than anything else. It is not a guaranteed gateway into citizenship at all. Homes are too expensive, prices of everything in Canada keeps rising & rising, not enough jobs, declining birth rates, the usual issues facing most countries that do not produce any substantial products.
Comprehensive critique of Canadian immigration policy and TFW program, combining economic concerns with warnings about systemic problems.
Vernon-x4d
Feb 11, 2026
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Advocating for regulated immigration with balanced risk management, critiquing current policy as uncontrolled while supporting controlled immigration.
ivantan5690
Feb 11, 2026
US leftists following CNN, just that you know, this clown Trudau is the lunatic-leftist that destroyed Canada well before the Trump's tariffs.
US leftists following CNN, just that you know, this clown Trudau is the lunatic-leftist that destroyed Canada well before the Trump's tariffs.
Criticizes Trudeau's governance and policies while using partisan framing ('leftists', 'clown') that invokes identity-based political divisions.
@jd3rd
Mar 4, 2025
I thought Trump was steong, I was wrong ...????\n\nHe is inlove with Puting and Xi ..?
I thought Trump was steong, I was wrong ...????\n\nHe is inlove with Puting and Xi ..?
Critique of Trump's strength and foreign policy, expressing concern about his relationships with Putin and Xi.
@carrilloomar83
Mar 4, 2025
25% tariffs on 0.05% of our exports and this guy's acting like the US will be done in a week! Lmao. What a goofball but we already knew that. Fearmongering at its finest. Canadian politicians …
25% tariffs on 0.05% of our exports and this guy's acting like the US will be done in a week! Lmao. What a goofball but we already knew that. Fearmongering at its finest. Canadian politicians desperately need this wake up call.
Critiques Canadian politicians for fearmongering about tariffs while using sarcasm and mockery of the PM.
@tonym.4547
Mar 4, 2025
You need too stop Indian coming into the country
You need too stop Indian coming into the country
Calls for stopping Indian immigration, combining policy opposition with ethnic/national targeting.
@unclesmack10
Mar 4, 2025
Justin Trudeau has destroyed Canada.
Justin Trudeau has destroyed Canada.
Broad condemnation of the Prime Minister's governance record, framed as policy failure.
Policy Critique
0.85
samin1653
Feb 11, 2026
Didn’t Trump supporters brag about him not starting any wars? I guess trade wars don’t count?
Didn’t Trump supporters brag about him not starting any wars? I guess trade wars don’t count?
Rhetorical challenge to Trump supporters' claims about avoiding wars by pointing out trade war contradiction.
Policy Critique
0.85
@nguzoloveinlofi3832
Mar 4, 2025
Honestly at this point I hope he crashes the economy. That is maybe the only last resort the Americans will see common sense and turn against their wannabe dictator and his crown prince before it …
Honestly at this point I hope he crashes the economy. That is maybe the only last resort the Americans will see common sense and turn against their wannabe dictator and his crown prince before it is too late. You guys voted a dictator in because you thought Biden somehow caused the world wide inflation. Well what do you think 25% of import tariffs are going to do.
Criticism of US economic policy (tariffs) with underlying anxiety about economic consequences and political leadership.
@sebastiang7394
Mar 4, 2025
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
Critiques Trump's intelligence and fitness for office through sarcastic commentary.
@elinorlee1539
Mar 4, 2025
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit …
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit for duty.
Distinguishes Trump from the US government and calls for his removal based on fitness concerns.
@N0B0DY_SP3C14L
Mar 4, 2025
Trump Will Make America Broke With His Stupid Traiffs For Normal Business In America
Trump Will Make America Broke With His Stupid Traiffs For Normal Business In America
Criticizes Trump's tariff policy as economically damaging, combining policy analysis with economic impact concerns.
@susanjones6202
Mar 4, 2025
Trudeau has got to be the dumbest politician in the world..an idiot.
Trudeau has got to be the dumbest politician in the world..an idiot.
Direct criticism of Trudeau's political competence and leadership, framed as policy/leadership critique rather than identity-based attack.
Policy Critique
0.85
@turbo3794
Mar 4, 2025
A precise statement that elucidates the stupidity of Mr Trump's actions. There are no winners in a tariff war. ??
A precise statement that elucidates the stupidity of Mr Trump's actions. There are no winners in a tariff war. ??
Criticizes Trump's tariff policy as economically counterproductive, with comparative framing about trade war outcomes.
@AVera-f6f
Mar 4, 2025
Why didn’t you do any of this on your own you idiot why does it take Trump to threaten us with tariffs for you to take action on any of it? Can’t wait till you’re …
Why didn’t you do any of this on your own you idiot why does it take Trump to threaten us with tariffs for you to take action on any of it? Can’t wait till you’re gone Jesus.
Criticizes Trudeau's inaction on policy issues until external pressure (Trump's tariffs) forced action.
Policy Critique
0.85
@richker2384
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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