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 has been so much better when he resigned and had nothing to lose. Just raw honesty
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Critiques Trudeau's political behavior and suggests his recent honesty represents a change in approach.
Policy Critique
0.75
@connorgalloway7160
Mar 4, 2025
This is insanity
This is insanity
Brief dismissal of current policy or situation as unreasonable, expressing disapproval without elaboration.
Policy Critique
0.75
@youlandergreene5018
Mar 5, 2025
Why does Trudeau need to bullshit Trump by saying that he is a smart guy. He should speak the truth and call him an a- hole
Why does Trudeau need to bullshit Trump by saying that he is a smart guy. He should speak the truth and call him an a- hole
Criticizes Trudeau's diplomatic approach as dishonest, with identity framing about Canadian leadership.
@jackhurst4518
Mar 4, 2025
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
Critiques government policy on immigration and border security while making an unverified claim about US tariff motivations.
@Beth-k8n
Mar 4, 2025
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Criticism of a political leader and concern about national harm, combining personal attacks with policy-level concerns about the country's direction.
@peterdelannoy1439
Mar 4, 2025
Why only now? How about the 200billion annual investment to protect Canada?
Why only now? How about the 200billion annual investment to protect Canada?
Commenter questions government spending priorities, implying criticism of policy allocation decisions regarding investment in Canada's protection.
@Kingcolumbian
Mar 5, 2025
There should be ZERO complaining Mr. Castro Jr. The US tariffs are reciprocated (i.e. you charge us, we charge you). Stop your grandiose play acting and grand standing.\n\nHave you shipped military to Ukraine yet?
There should be ZERO complaining Mr. Castro Jr. The US tariffs are reciprocated (i.e. you charge us, we charge you). Stop your grandiose play acting and grand standing.\n\nHave you shipped military to Ukraine yet?
Criticizes government policy (tariffs and military response) and implicitly urges action, though framed as accusation rather than explicit call.
@greenacres4518
Mar 4, 2025
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
Criticizes Canadian leaders' stance against Trump and frames it as a political failure, with partisan identity framing ('lefties').
@janholleman7756
Mar 5, 2025
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
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
Criticizes the government leader and policy direction while using partisan framing ('liberal Marxist') that asserts political identity.
@professorjams
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
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and …
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and white supremacist. \nCrumbling of the west as began.
Disputes characterization of Trump as smart while listing serious accusations (criminal, racist, supremacist) and expressing civilizational decline anxiety.
@musclehead8649
Mar 5, 2025
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
Critiques a political figure's resignation and current role as compromised representation, with undertones of national sovereignty concern.
@KTvids54672
Mar 5, 2025
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why …
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why the world isn’t healing.
Criticizes the speaker's arguments and approach to discussing policy, claiming lack of evidence and original thought.
bcapgamez4005
Jan 28, 2026
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
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
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
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go …
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go back up. White house mutiny? What I do know is that at one point something will give... The pushback is inevitable. And the Vilan is the man who is trying to change everything without any proper thought at all. If your actions do not make sense, Mr. Trump, than they are a facade; and that is wrong. Pulling the woole over your citizens' eyes is not democracy...
Critiques Trump's economic and political actions as poorly thought-out and undemocratic, with discussion of market impacts.
@mikediemand1727
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
It is the fault of millionaire democrats who chose Biden and Israel over Sanders and Americans.
It is the fault of millionaire democrats who chose Biden and Israel over Sanders and Americans.
Critiques Democratic leadership decisions while making an unverified causal claim about political choices affecting Americans.
@charlesjoseph7424
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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Discourse Quality (Perspective API)