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
the better move would have been only to put tariff only on the products which canada has in-house production
the better move would have been only to put tariff only on the products which canada has in-house production
Proposes an alternative tariff strategy focused on domestic production capacity, critiquing the current approach as suboptimal.
Policy Critique
0.80
@pranoysarkar6215
Mar 4, 2025
The Libtards DO NOT WANT TO FIX THE BROKEN SYSTEM 😒
The Libtards DO NOT WANT TO FIX THE BROKEN SYSTEM 😒
Commenter criticizes government policy and the political left for failing to fix systemic problems, with partisan framing.
KarlBuckley-bw3vc
Feb 27, 2026
Funny thing is Canada people have been trying to get ride of this bum. Know one cares what he has to say even his own people…. Why isn’t CNN reporting that??
Funny thing is Canada people have been trying to get ride of this bum. Know one cares what he has to say even his own people…. Why isn’t CNN reporting that??
Critiques the political leader's credibility and questions media coverage choices.
@nicolassmith8739
Mar 5, 2025
Americans do not want this. ? Our idiot president needs to go
Americans do not want this. ? Our idiot president needs to go
Criticizes the current U.S. president and implies need for political change, with a call for removal from office.
@pataygorms1
Mar 4, 2025
So where the Hell is Congress or the Supreme Court ??Let me get this straight we ONLY have ONE Branch of government now???? A KING????So the constitution has been burned?? How is he able to …
So where the Hell is Congress or the Supreme Court ??Let me get this straight we ONLY have ONE Branch of government now???? A KING????So the constitution has been burned?? How is he able to do this unchallenged?????
Expresses concern about governmental checks and balances being undermined, framed as both policy critique and existential threat.
@ToniCarr-h6e
Mar 4, 2025
JT looks funny trying to sound threatening. Is this how he sounded when he froze the bank accounts of Canadian citizens?
JT looks funny trying to sound threatening. Is this how he sounded when he froze the bank accounts of Canadian citizens?
Criticizes Trudeau's credibility and references past controversial policy (bank account freezing) with sarcastic tone.
@debbiekern2841
Mar 5, 2025
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on …
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on the tariffs as it'll make Americans suffer...in pain(economically)...
Critiques Trump's tariff policy as economically harmful to Americans, praising Trudeau's framing of the issue.
@myalimda1498
Mar 4, 2025
Trump was crystal clear. Stop drugs and immigrants crossing the border.
Trump was crystal clear. Stop drugs and immigrants crossing the border.
Summarizes Trump's stated policy position on border security and immigration control.
Policy Critique
0.80
@ss-hole
Mar 5, 2025
Trudeau is lying, thief and liar. Canadians don’t like him. Is he carrying a mirror? He loves himself. You ate a liar. You bankrupted Canada. I have a lot of relatives there throughout Canada. You …
Trudeau is lying, thief and liar. Canadians don’t like him. Is he carrying a mirror? He loves himself. You ate a liar. You bankrupted Canada. I have a lot of relatives there throughout Canada. You were told by millions of Canadians to step down. \nWe Americans have zero respect for Trudeau. Trudeau loves attention! Go sit down, asshole. God bless our President Trump! \nYour border is better because of President Trump, you moron!\nYou are lying. \nYou are a butt kisser, Trudeau… you are taking credit for President Trumps accomplishments. What a clown. But then you are right up CNNs alley. \nYour lies are incredible. \nLie after lie after lie. You could care less about Canadians! Trudeau is a LIAR. This is my opinion based on fact.
Extensive criticism of Trudeau's policies and character, with assertions of Canadian and American public opinion against him.
@LorettaBrail
Mar 4, 2025
Admit there's a trade imbalance, do something about it, and this will all go away.
Admit there's a trade imbalance, do something about it, and this will all go away.
Critiques trade policy imbalance and implicitly calls for government action to resolve the trade dispute.
@PaloDuro1021
Mar 4, 2025
It's so strange to listen to CNN acting like Trump is sane. Wtf is wrong with you clowns? It's clear he's sinking your economy, why won't you say it out loud?
It's so strange to listen to CNN acting like Trump is sane. Wtf is wrong with you clowns? It's clear he's sinking your economy, why won't you say it out loud?
Critiques media and Trump's economic policies, questioning why the damage isn't being openly acknowledged.
@jiml9856
Mar 4, 2025
This is how a President responds to border control! New technology AI drones helicopters and more personnel to fight security of the border! Implementation of a border plan!
This is how a President responds to border control! New technology AI drones helicopters and more personnel to fight security of the border! Implementation of a border plan!
Praises border control measures and implementation of security technology, implicitly contrasting with Canadian approach.
@ramonamatthews4364
Mar 5, 2025
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
Acknowledges Trudeau's speech positively but predicts Trump will criticize Canada's fentanyl efforts as insufficient.
@winstonwinston3487
Mar 4, 2025
Look at all these legal gun owners shooting people. Maybe it is the guns that are the problem.
Look at all these legal gun owners shooting people. Maybe it is the guns that are the problem.
Critiques gun policy by questioning whether legal gun ownership is the actual problem, engaging in policy analysis.
Policy Critique
0.80
MunnyMunroe
Feb 24, 2026
While listening to Batra's Burning Questions is always informative, today's discussion elicits despair. The contrast between Jason Kenney's reign and the Liberal's current minister of immigration, Lisa Diab, could not be more stark. She is …
While listening to Batra's Burning Questions is always informative, today's discussion elicits despair. The contrast between Jason Kenney's reign and the Liberal's current minister of immigration, Lisa Diab, could not be more stark. She is incompetent and Canada has a hopeless, no-win, unfair, expensive and potentially dangerous immigrant and refugee system. And, apparently, the country is FULL of racists. We're idiots led by sanctimonious idiots.
Critiques the immigration minister's competence and the system as broken, while making broader moral judgments about Canadian society.
sarahmacvicar98
Feb 27, 2026
Another country that has done nothing for Ukraine. Trudeau is a weak socialist. His people want him out that's why he's stepping down. He has no skin in the game. All you liberals are a …
Another country that has done nothing for Ukraine. Trudeau is a weak socialist. His people want him out that's why he's stepping down. He has no skin in the game. All you liberals are a joke wanting Ukraine to keep fighting a losing war. The liberals of today are the war mongers.
Critiques Trudeau's foreign policy on Ukraine and characterizes liberal positions as weak and contradictory.
@acecalzadilla6878
Mar 4, 2025
Let’s see if Trudeau still gonna send Canadian taxpayers money to Ukraine and Israel after this
Let’s see if Trudeau still gonna send Canadian taxpayers money to Ukraine and Israel after this
Questions government spending priorities on foreign aid in light of current crisis.
Policy Critique
0.80
@URMOMSFVRT
Mar 5, 2025
more bull shyte from trudeau. fact: tariffs hurt the people who buy the goods. so canadian tariffs on usa goods means: CANADIANS WILL PAY MORE FOR USA GOODS! just as usa consumers will pay more …
more bull shyte from trudeau. fact: tariffs hurt the people who buy the goods. so canadian tariffs on usa goods means: CANADIANS WILL PAY MORE FOR USA GOODS! just as usa consumers will pay more for canadian goods subject to usa tariffs. if canada wants to return a punch, find other markets, trade with other countries, rid canada of the festering relationship it has with this facist state, usa. \nrealitycheck: both leaders( the turd and comb over clown) are supercharging inflation in their respective countries with this play acting of a trade war.
Critiques tariff policy and trade war strategy while explaining economic consequences, with strong criticism of both leaders' approaches.
@billgator2005
Mar 5, 2025
Why is about the money being 'saved'? Why pose it that way Vassy? What about the the LEGITIMATE Canadians who, as a result of this policy, are suffering or waiting for life sustaining care?
Why is about the money being 'saved'? Why pose it that way Vassy? What about the the LEGITIMATE Canadians who, as a result of this policy, are suffering or waiting for life sustaining care?
Critiques the framing of immigration policy savings while raising concerns about impacts on Canadian citizens' access to healthcare.
mikedrop8865
Feb 24, 2026
Treudeu is a dictator
Treudeu is a dictator
Makes a critical characterization of the Prime Minister using inflammatory language, critiquing his leadership style.
Policy Critique
0.80
@ianlane4242
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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