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
I am Canadian and I am envious of Americans because you have a leader who can stand for you guys, Canada’s economy has been suffering with his leadership even before Trump was elected but he …
I am Canadian and I am envious of Americans because you have a leader who can stand for you guys, Canada’s economy has been suffering with his leadership even before Trump was elected but he is supporting /funding war , giving out tax payers to refugees he has been bringing who don’t contribute to tax. Hear him more concerned to Americans as opposed to announcing to us Canadians what is his plan for Canada to address tariff! Let USA do their thing , improve your leadership and don’t rely on other countries plans/decisions, unfortunately we are affected but it’s your job to make strategies of how you would address that. Dont blame Trump you could have thought of plans prior implementation
A Canadian's first-person critique of Trudeau's economic policies, refugee funding, and lack of tariff strategy.
@chuyaencarnacion6228
Mar 4, 2025
These comments on youtube are funny. Trudeau is the reason why Canada is economically a shell of what it was 10 years ago. Everyday canadians understand his words and threats are empty. Hes a shell …
These comments on youtube are funny. Trudeau is the reason why Canada is economically a shell of what it was 10 years ago. Everyday canadians understand his words and threats are empty. Hes a shell puppet who is so hated in canada that he had to shut down the canadian government 2 months ago. Thats right, in a demcracy this creepy fool has shut it down to milk a few more measly months of his power before he is forced to slink away. Worse, under his watch our borders have become fentanyl ridden jokes. Less than 10 percent of anything is even inspected at our ports of entry. Human and drug trafficing is out of control. I dont like tarriff wars, but this is all trudeaus fault - every criticism of the US gov is completely valid. Canada went from #3 at the G20 to last under this guy. 90 percent of the fentanyl going into the US comes through canada.. should i go on...
Extensive criticism of Trudeau's policies on economy, borders, and drug trafficking, mixed with unverified statistics and alarmist framing.
@dougwilson9770
Mar 4, 2025
Where are the Republican congressmen and senators? The world is protesting against Trump, but we hear nothing from these spineless wimps. And where are the US administrators . They are gutless, scare de cat wimps…are …
Where are the Republican congressmen and senators? The world is protesting against Trump, but we hear nothing from these spineless wimps. And where are the US administrators . They are gutless, scare de cat wimps…are missing, these sycophants also are ruining everything too. No wonder the US is falling apart. And look at the abandonment by Trump of Ukraine. I hope the very best historians are recording the shocking mayhem all of Trump’s making
Criticism of US Republican officials and Trump administration for perceived failures and abandonment of allies, framed as moral failing.
@pragmatist165
Mar 4, 2025
Trudeau is such a bum. I don’t necessarily agree with this trade war but I’m also not against an America first approach.
Trudeau is such a bum. I don’t necessarily agree with this trade war but I’m also not against an America first approach.
Criticizes Trudeau personally while expressing ambivalence about trade war policy, with implicit 'America first' ideological positioning.
@thegreyzone5859
Mar 4, 2025
Trudeau speaks well for a guy that’s about to be voted out. Canada’s next leader will be conservative, and I bet he will work well with trump.
Trudeau speaks well for a guy that’s about to be voted out. Canada’s next leader will be conservative, and I bet he will work well with trump.
Predicts political change and suggests future conservative leader will have better relations with Trump, implying current policy approach is ineffective.
@jamgamer
Mar 4, 2025
When is Trump going to say that he'll support Americans during the trade war he started?? No, he says he's going to bring us pain so that billionaires can get $4.5 T in tax breaks. …
When is Trump going to say that he'll support Americans during the trade war he started?? No, he says he's going to bring us pain so that billionaires can get $4.5 T in tax breaks. Why MAGAs? What could possibly justify voting for that guy?
Criticizes Trump's trade war policy and tax breaks for billionaires, questioning voter support with rhetorical challenge.
@kellyrusso4816
Mar 4, 2025
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to …
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to charge yall don’t just speak half the truth
Criticizes trade policy and accuses the government of inconsistency and dishonesty in negotiations.
@BatmanBath
Mar 4, 2025
Finally, someone calling things what they are. It's time to stop the bully. Trump is creating economic wars
Finally, someone calling things what they are. It's time to stop the bully. Trump is creating economic wars
Criticizes Trump's economic policies as aggressive ('economic wars') while framing opposition as standing against bullying.
@CR-vr4jq
Mar 4, 2025
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect …
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect the Liberals. If that happens we are utterly done.
Combines personal frustration as a Canadian with criticism of Liberal government policy and an implicit call for voters to reject the party.
@markmilas1817
Mar 4, 2025
? virtue signaling little war monger. Weak warmonger just like the majority of the EU. Begging for US handouts while barking like a pitbull. He will do nothing but squirm because of choices made by …
? virtue signaling little war monger. Weak warmonger just like the majority of the EU. Begging for US handouts while barking like a pitbull. He will do nothing but squirm because of choices made by Canadian voters. Stupidity in mass.
Criticizes political leadership and voter choices while using derogatory language about national character and international positioning.
@samuelmcglohon6861
Mar 4, 2025
Let's be honest, it took a US President for Canadian Prime Minister to act tough on drugs and illegal immigration. Things he should have been doing in the first place without any international pressure. It …
Let's be honest, it took a US President for Canadian Prime Minister to act tough on drugs and illegal immigration. Things he should have been doing in the first place without any international pressure. It shows the absolute disrespect he has for Canadian citizens demanding the same.
Criticizing Canadian PM's previous inaction on immigration and drugs, suggesting he needed US pressure to act.
@zshn
Mar 4, 2025
Simply a money grab by the Trump administration. It will go for tax breaks for the very rich.
Simply a money grab by the Trump administration. It will go for tax breaks for the very rich.
Criticizes Trump administration policy as self-serving and benefiting the wealthy.
@ckp2ator389
Mar 4, 2025
These people DO NOT know how to talk to Americans and especially Trump. This is NOT going to work, you should have stuck with the begging and leave the shit talking out tbh - would …
These people DO NOT know how to talk to Americans and especially Trump. This is NOT going to work, you should have stuck with the begging and leave the shit talking out tbh - would have served you better! Good luck Canada. But ??
Critiques Canadian negotiation strategy and suggests alternative approach would have been more effective.
@FatboyOfCalifornia
Mar 4, 2025
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not …
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not support socialist communists like Trudeau, Starmer, Macron, Schultz and other such leaders !
Criticizes Canadian leadership and compares to other world leaders, calling for removal of current government.
@josephdurham7146
Mar 4, 2025
Trump: how to destroy america reputation in just a few days
Trump: how to destroy america reputation in just a few days
Criticizes Trump's actions and their impact on America's international reputation and standing.
Policy Critique
0.80
@perrypoke
Mar 4, 2025
Zelensky is not our responsibility.
Zelensky is not our responsibility.
Critiques Canadian foreign policy regarding Ukraine aid, questioning government responsibility.
Policy Critique
0.80
@user-ry3cg3ns2c
Mar 4, 2025
What about the carbon tax Trudeau? That matters to us more
What about the carbon tax Trudeau? That matters to us more
Critiques Trudeau's carbon tax policy as more pressing than the speech topic, implying misplaced priorities.
@BitcoinFunds
Mar 4, 2025
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
Canadian commenter supports tariffs as policy response while comparing consequences of national stubbornness, framing as justified retaliation.
@alainmarceux6817
Mar 4, 2025
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
References and critiques a specific past government action (freezing bank accounts), questioning consistency or legitimacy.
Policy Critique
0.80
@dennismorris106
Mar 4, 2025
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Critiques Canadian government dysfunction and leadership while expressing moral disapproval through sarcasm and insults.
@georgekinsella494
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)