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
Search & Filter
Policy Critique
5,980 comments
Let's all remind you Trump haters out there, he's trying to undo the terrible jod Biden did with his disastrous term. Wake up u tards.
Let's all remind you Trump haters out there, he's trying to undo the terrible jod Biden did with his disastrous term. Wake up u tards.
Defends Trump's policies as correcting Biden's failures while dismissing critics, combining policy defense with identity positioning.
@Aap134
Mar 4, 2025
You mean Justin Trudeau‘s response not Canadians and certainly not mine. This is an underhanded way of taxing the people nothing more. Levy and tariffs against the United States in retaliation has little to no …
You mean Justin Trudeau‘s response not Canadians and certainly not mine. This is an underhanded way of taxing the people nothing more. Levy and tariffs against the United States in retaliation has little to no effect in a positive way but it will hurt Canadians in a big way Even more than Trump‘s tariffs will have you forgotten that our current trade deal that Trump hates so much was actually created and signed into love by him? Poilivre won’t help us either. I can pretty much guarantee you he’ll out the same way as Trudeau but he will throw you a bone in here and there and no, I am by no means liberal. I’m not conservative. I’m not NDP. I am a free singer. I am a Canadian and I am tired of politicians, bullshit lie cheat, steal. It’s all they know.
Critiques government tariff policy as ineffective and harmful to Canadians, expressing skepticism toward all major political parties.
@TheHumbledProspector
Mar 4, 2025
You all are brainwashed… How easy we forget the forced vaccine mandates, the intrusion of personal bank accounts, suppression of real scientific research, liberty and free speech…should I go on?—And Yes Trump isn’t perfect, but …
You all are brainwashed… How easy we forget the forced vaccine mandates, the intrusion of personal bank accounts, suppression of real scientific research, liberty and free speech…should I go on?—And Yes Trump isn’t perfect, but I rather deal with a part-time egotistic than live under psychopaths who force binary dogmas and believe Men can have babies…
Criticizes government policies (vaccine mandates, financial surveillance, speech suppression) while asserting cultural identity concerns.
@social_circle-1
Mar 4, 2025
Trudeau is a clown. Canada will cave
Trudeau is a clown. Canada will cave
Dismissive criticism of Trudeau's leadership and prediction of Canadian capitulation, framed as political critique.
@KingNate_85
Mar 4, 2025
Americans don’t even realise how badly Trump just screwed them
Americans don’t even realise how badly Trump just screwed them
Criticizes Trump's policy decisions and their negative consequences for Americans.
Policy Critique
0.80
@calgal5752
Mar 4, 2025
Why is Justin Trudeau still talking when no one wants him in Canada
Why is Justin Trudeau still talking when no one wants him in Canada
Rhetorical criticism of Trudeau's continued political presence and legitimacy in Canada.
Policy Critique
0.80
@ThinkRedActGreen
Mar 4, 2025
He’s not polite, he is arrogant, narcissistic and a corrupt little weasel who has done untold damage to Canada. Now he wants to be captain Canada and save us. Cheap political performance.
He’s not polite, he is arrogant, narcissistic and a corrupt little weasel who has done untold damage to Canada. Now he wants to be captain Canada and save us. Cheap political performance.
Critique of Trudeau's character and governance record, claiming damage to Canada and performative politics.
@democraticjustice7285
Mar 4, 2025
Imagine talking all that tough dumassery, when you couldn’t even protect yourself against Iceland. ?\n\n-Canada has approximately 12,000 to 17,000 active-duty troops
Imagine talking all that tough dumassery, when you couldn’t even protect yourself against Iceland. ?\n\n-Canada has approximately 12,000 to 17,000 active-duty troops
Criticizes Canada's military capability with specific troop numbers presented as evidence of weakness.
@timbrown49
Mar 4, 2025
There needs to be trade defence pacts. A tariff on one country and all counties in the pact give counter tariffs.
There needs to be trade defence pacts. A tariff on one country and all counties in the pact give counter tariffs.
Proposes a specific trade policy solution (defensive pacts with counter-tariffs) as a response to tariff threats.
@injest1928
Mar 4, 2025
Maybe Trudeau should have put Canada first over the last decade and we wouldn’t be in this situation. The guys a dirtbag and I can’t wait for him to be gone
Maybe Trudeau should have put Canada first over the last decade and we wouldn’t be in this situation. The guys a dirtbag and I can’t wait for him to be gone
Blames Trudeau for prioritizing non-Canadian interests and expresses desire for his removal, framing current tariff crisis as consequence of past policy failures.
@Bubturtle
Mar 4, 2025
I thought the reason for tarriffs that trump gave was to damage other countries financially? Trump doesn’t give an asses behind about people he’s all about power. Thanks maga when we’re all obliterated because the …
I thought the reason for tarriffs that trump gave was to damage other countries financially? Trump doesn’t give an asses behind about people he’s all about power. Thanks maga when we’re all obliterated because the idiot can’t remember which is the correct one it will be too late to say we told you so!
Critiques Trump's tariff policy motivations and expresses fear about dangerous consequences of his leadership.
@LesleyBramley-g5f
Mar 4, 2025
Why can't trudeau lead us like this 24/7
Why can't trudeau lead us like this 24/7
Compares Trudeau's leadership unfavorably to the person in the video, implying criticism of current Canadian leadership.
Policy Critique
0.80
@kreepinkodi5684
Mar 4, 2025
This man is a bigger threat to Canada than anyone. Also, we don't care about your tariffs. You had a chance to change your unfair tariffs and be more reasonable, and you blew it. That's …
This man is a bigger threat to Canada than anyone. Also, we don't care about your tariffs. You had a chance to change your unfair tariffs and be more reasonable, and you blew it. That's all you had to do. But instead, you cry and whine.
Criticizes leadership's handling of tariff negotiations while framing the leader as a threat to Canada.
@River-r3y
Mar 4, 2025
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
all trumpeter has done is pick fights with all his allies ????
all trumpeter has done is pick fights with all his allies ????
Criticism of political leadership's diplomatic approach and decision-making regarding international relations.
Policy Critique
0.80
@frankt5833
Mar 4, 2025
You charged high tarries on the us for years tell the truth.
You charged high tarries on the us for years tell the truth.
Critiques Canadian trade policy (tariffs) and demands truthfulness in the discussion.
@nancyryba1793
Mar 4, 2025
Compare Videos
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)