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
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Critiques media framing of Trudeau's statements as anti-American while defending his right to speak about US actions.
@icexvi2573
Mar 4, 2025
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
Criticizes Trudeau as a dictator comparable to Trump, with a claim about Canadian public opinion; primarily policy-focused critique with identity framing.
@killer-nx3yp
Mar 4, 2025
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world …
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world was buying grains from Russia ?? to! And everyone was still rubbing shoulder with Putin as long as it fit them.
Critiques Western hypocrisy and inconsistent foreign policy regarding Russia, comparing multiple countries' approaches to energy and trade.
@allenshegog
Mar 4, 2025
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
Critiques Trump's business record and trade war policy, with an unverified claim about bankruptcies.
@michaeldasovich8414
Mar 4, 2025
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
Criticizes Trudeau's governance record and questions the relevance of his statements given his political situation.
@Emilioooo17
Mar 5, 2025
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
Comment critiques Trump's intelligence in relation to policy decisions, though it's somewhat tangential to the main immigration topic.
Policy Critique
0.75
@hazelg5019
Mar 4, 2025
Trudeau drags Canadians with his childish arrogance.
Trudeau drags Canadians with his childish arrogance.
Critique of Trudeau's leadership style and decision-making characterized as arrogant and childish.
Policy Critique
0.75
@ENDNews-10
Mar 5, 2025
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
Criticizes Trudeau's spending while making an unverified claim about his grocery expenses.
@paulblight4435
Mar 4, 2025
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Critique of government using immigration targets and taxation as connected policy mechanisms, with unsubstantiated causal claim.
davidjohn005
Jan 14, 2026
Impressive speech from Trudeau, just one thing I don't agree with him. He called Trump intelligent. I don't know any greater idiot in this World.
Impressive speech from Trudeau, just one thing I don't agree with him. He called Trump intelligent. I don't know any greater idiot in this World.
Critiques Trudeau's characterization of Trump while praising the speech overall; combines policy commentary with sarcastic insult.
@marcoauerbach9185
Mar 4, 2025
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Harsh criticism of government legitimacy using crude language and hyperbolic comparison to monarchy.
@cheryl8493
Mar 4, 2025
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our …
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our country I need nothing from you
Dismissive critique of leadership's peace efforts combined with complaint about trade imports, blending political and economic grievances.
@mariemaglione4079
Mar 4, 2025
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
Critiques immigration policy for not prioritizing those in genuine poverty and questions economic benefit.
bobbybird4985
Jan 27, 2026
What a severe mess this is.
What a severe mess this is.
Vague criticism of the situation as a 'severe mess' without specific details, expressing disapproval of current state of affairs.
Policy Critique
0.75
fauna3989
Sep 30, 2025
"This provides a safe environment".....aka gentrification of america
"This provides a safe environment".....aka gentrification of america
Critique of policy framing, equating 'safe environment' language with gentrification outcomes.
Policy Critique
0.75
imgonnacatchyou6680
Jan 27, 2026
Wow thanks horrible governments, for putting this again on the people, to make it out-\nYou are all pathetic!
Wow thanks horrible governments, for putting this again on the people, to make it out-\nYou are all pathetic!
Criticism of government handling of a crisis, blaming officials for shifting burden to citizens and expressing contempt for leadership.
Policy Critique
0.75
@tripleglz
Mar 4, 2025
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China …
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China is supplying the raw materials driving the surge in technical advancement. To then try to deny the product of that raw material supply, aka cutting edge Chips.. back to China, is moronic. In Trumps world a Win/Win is a sign of weakness...except now China cut off the US from supply and there is no replacement.... Annnnnnnnd so the logical move is to pick other things being supplied and do the same to Canada..... when Canada pulls the plug on supply, the result will be the same. EVERYONE worldwide should take note and begin cutting supplies to the US and ceasing dependance on US manufacturers in favor of those with governments who will accept Mutually beneficial relationships as what they are...a Win/Win. China and Canada should deepen ties. Ukraine is better off working with Russia than allowing itself to be extorted. Everyone else should distance themselves from the US and honestly this damage Trump is doing will take decades to undo. The US is not reliable so long as they fail recognize international law and fair trade when it doesnt suit them... this is good for noone, but it will be worst on the US. Thats how WW2 started... Tariffs collapsed the German economy. Caused the Great depression. Germany and its people were forced into a corner. This is what Trump and his masters are trying to do. Starting WW3 is on someones agenda and whomever that is is also pulling Trumps strings. Bad times ahead
Extended critique of Trump's trade and foreign policy approach, comparing to historical economic failures and advocating for alternative international relationships.
@TheAddanz
Mar 5, 2025
What is it about those that stick to Trump like flies to dog excrement (Fox news, JD “Howz my mascara?”Vance, Rubio etc), they are so preoccupied with ensuring their King receives respect and arse kissing? …
What is it about those that stick to Trump like flies to dog excrement (Fox news, JD “Howz my mascara?”Vance, Rubio etc), they are so preoccupied with ensuring their King receives respect and arse kissing? It’s as if the dismantling of all respect for their country and the deteriorating livelihoods of Americans (incl those of their own voters) is not worth a single word. I think the answer is simple. They know they work for a dictator and their jobs hinge on just following Trump albeit off a cliff.
Criticizes political leaders and their allegiance to Trump, framing it as a failure of democratic accountability and respect for country.
Moral Argument
0.75
@ironali7572
Mar 4, 2025
trudeau give up your ill gotten wealth to charity
trudeau give up your ill gotten wealth to charity
Criticizes Trudeau's wealth and calls for redistribution to charity, combining policy critique with moral demand.
@gardenerpat2782
Mar 5, 2025
Let me get this straight. We have to suffer because the druggies must be saved?
Let me get this straight. We have to suffer because the druggies must be saved?
Questions government policy priorities, implying drug addiction treatment programs cause unfair burden on citizens.
@doubl33Ace
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)