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 Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to …
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to grow..\nNow ,For Canadian citizens is better to be state of USA not too much tax.more freedom,not discrimination the white Christian man. It is wrong to create hate against American what next - contempt latter degenaration.\nTrudeau want to made damage to USA. The best,after stop deliver hydro ,energía is develop produce,fantynol will be big problem\nI prefere Alberta Primer Schmit to find solution in talking deal.\nOther way is join to USA for better life for Canadian people, and better west global possibility against China\n.
Primarily criticizes Trudeau's government policies and governance, with secondary elements of identity assertion (discrimination against white Christian men) and fear/threat framing (damage to Canada, joining USA).
@stancapar7931
Mar 4, 2025
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Expresses skepticism about the speaker's credibility and questions Canada's fentanyl policy effectiveness without providing evidence.
@75shadystorm
Mar 5, 2025
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately …
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately tuck your tail, retreat, and suffocate in fear.
Criticizes the speaker's political stance as 'far-left propaganda' while using identity-based framing ('good loyal people') to contrast with perceived weakness.
@cchan268
Mar 4, 2025
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
Commenter praises Trudeau's communication style and contrasts it with Trump's approach, critiquing the latter's use of name-calling as intellectually diminishing.
@Lana.L.Benson
Mar 5, 2025
Canada needs to get a new spokesman..this dude is a fool and needs the USA more than they need him.
Canada needs to get a new spokesman..this dude is a fool and needs the USA more than they need him.
Criticizes Canada's representative and argues Canada's economic dependence undermines its negotiating position.
@elizaleroux9173
Mar 5, 2025
trudeau has already glamorously screwed canada they are in the same position if not a worse one than us
trudeau has already glamorously screwed canada they are in the same position if not a worse one than us
Criticizes Canadian leadership's handling of national issues while comparing Canada's position unfavorably to the US.
@bosshogg95SLT
Mar 4, 2025
Trump has started a war with canada why does anyone support trump
Trump has started a war with canada why does anyone support trump
Criticizes Trump's actions as war-like while questioning support for him, framing this as policy disagreement rather than pure identity positioning.
@gdavis
Mar 4, 2025
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
Critiques Trump's understanding of economic concepts, suggesting he conflates trade deficits with subsidies.
Policy Critique
0.75
@paultheva4991
Mar 4, 2025
Says the guy that robbed the truckers
Says the guy that robbed the truckers
A critical accusation against Trudeau regarding the trucker convoy, presenting a specific claim without evidence.
@patrickallen107
Mar 4, 2025
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid …
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid for it so you eat it! Ask the distributors they are the ones loosing money!
Criticizes Canadian gun policy and tariff responses while comparing Canada's position to dealing with a stronger American president.
@philliphelms6505
Mar 5, 2025
Cry me a river Trudeau.???
Cry me a river Trudeau.???
Dismissive criticism of Trudeau's policies or leadership, though brief and lacking specific policy details.
Policy Critique
0.75
@irenebrown3681
Mar 4, 2025
I thought Trudeau was gone. His people got rid of him . He should go retire.
I thought Trudeau was gone. His people got rid of him . He should go retire.
Criticizes Trudeau's leadership and calls for his retirement, combining policy dissatisfaction with a demand for action.
@nanaonthefarm
Mar 5, 2025
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 …
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 2021 succeeded.
Criticizes Trudeau's parliamentary shutdown as authoritarian overreach, comparing it to the January 6 insurrection to illustrate severity.
@leocrazy2464
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
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
When it comes to trade aggreement if you want to be in a position where you have the maximum advantage you have to do the not so friendly but the right thing. Donald Trump is …
When it comes to trade aggreement if you want to be in a position where you have the maximum advantage you have to do the not so friendly but the right thing. Donald Trump is a business man so this is not a surprise.
Analyzes trade negotiation strategy and Trump's business-oriented approach to diplomacy.
@JohnA4564
Mar 5, 2025
What I heard was a cogent speech. One that included facts and details. One that his counterpart in the US has never delivered.
What I heard was a cogent speech. One that included facts and details. One that his counterpart in the US has never delivered.
Commenter praises the quality and factual basis of a political speech, implicitly critiquing the comparative lack of substance in another leader's approach.
Policy Critique
0.75
@107uptown
Mar 5, 2025
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
Offers analysis of Trump's strategy as a negotiating tactic, critiquing liberal understanding of policy intent.
Policy Critique
0.75
@batreview9600
Mar 4, 2025
PERMANENT. RESEDANTE. &. CITIZENSHIP. AFTER. 15. YEARS. RULE
PERMANENT. RESEDANTE. &. CITIZENSHIP. AFTER. 15. YEARS. RULE
Proposes a specific policy rule regarding permanent residency and citizenship timelines.
Policy Critique
0.75
Krishna-kd3ns
Apr 15, 2025
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
Critiques immigration policy inconsistency and makes unsubstantiated claims about asylum fraud prevalence.
shawonahmed5775
Nov 20, 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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