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’m not a fan of Trudeau over his stance with the truckers during Covid, but on this he is showing Trump up for the poor idiotic leader he is
I’m not a fan of Trudeau over his stance with the truckers during Covid, but on this he is showing Trump up for the poor idiotic leader he is
Expresses disagreement with Trudeau's COVID policy while praising his current stance against Trump, balancing personal critique with comparative judgment.
@Elvislives1977
Mar 4, 2025
Imagine voting for Trump over inflation while he was saying he would use tariffs and people thinking it wouldn't affect them. So naive. Trump is an agent of chaos who is anathema to everything this …
Imagine voting for Trump over inflation while he was saying he would use tariffs and people thinking it wouldn't affect them. So naive. Trump is an agent of chaos who is anathema to everything this country stands for, and it's self-evident by his actions. We are a country who is strong because of our friends around the world and no one will trust this country when we keep putting an idiot in office who doesn't honor former president's agreements. You can't work with a country who won't stick to it's agreements. You wouldn't tolerate a friend like that, and this is the same thing on a macro level.
Critiques Trump's economic and foreign policy decisions, arguing they violate agreements and undermine international relationships based on principle.
@Draleid_Sephy
Mar 4, 2025
I deplore our current leadership, and on behalf of the persons who caused this idiocy, I offer apologies.
I deplore our current leadership, and on behalf of the persons who caused this idiocy, I offer apologies.
Expresses disapproval of current leadership and apologizes on behalf of those responsible, critiquing government decisions as idiotic.
@lindadunn2591
Mar 4, 2025
I found it to be a very smart move when he directly addressed the American public.
I found it to be a very smart move when he directly addressed the American public.
Approves of Trudeau's strategic decision to directly address the American public as an effective political move.
Policy Critique
0.80
@thomaslangley1571
Mar 4, 2025
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
Criticizes Canada's government policies as socialist and claims they caused economic harm through talent and capital flight.
@amin7361
Mar 4, 2025
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to …
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to them, the Demo-rat politicians, with their shallow 2024 candidates along with zero support for struggling American Working Class help cause Trump. The corporate elites own the Democrats and the oligarchs control the Republicans. This is the sad state of affairs in 2024 in the United States.
Critiques voter choices and political leadership across parties, analyzing systemic failures in governance and economic policy while making moral judgments about institutional corruption.
@Thekarlskorner
Mar 4, 2025
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to …
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to anything. \n\nTrudeau does not speak for Canada. He’s the reason we’re in this mess. You Americans do not want Trudeau as your president he has ruined this country.
Canadian identity claim combined with sustained critique of Trudeau's governance, parliamentary suspension, and national impact.
@Natg-o7u
Mar 4, 2025
Justin Trudeau is the worst thing to happen to Canada since the plague.
Justin Trudeau is the worst thing to happen to Canada since the plague.
Expresses strong disapproval of Trudeau's leadership and governance, framing him as harmful to Canada.
@Jonse70
Mar 4, 2025
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as …
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as bullies to other countries. When in fact, we are weak, and weaker for this. Our government a demagogue league of rats straight out of Idiocracy and Judge Dredd lore.
Criticizes government leadership and foreign policy approach, characterizing them as bullies and incompetent, with moral undertones about weakness and poor governance.
@paul-gz9zh
Mar 4, 2025
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has …
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has been failing since he came in ~ now he wants to blame Trump! Everything here should be MADE IN AMERICA!!
Calls for ending foreign aid and criticizes Trudeau's economic management, combining policy opposition with economic concerns about domestic production.
@mattysmom1764
Mar 4, 2025
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
Criticizes the speaker for omitting discussion of local law enforcement actions and focusing only on legal loopholes.
Policy Critique
0.80
@arnoldmullins8475
Mar 4, 2025
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Critiques government taxation policy as exploitative of citizens, using inflammatory language to express economic grievance.
@BGP369
Mar 4, 2025
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Criticizes pandemic policies (lockdowns, vaccination mandates) attributed to Trudeau, with conspiratorial framing ('plandemy').
@markbattle5886
Mar 4, 2025
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
Acknowledges Trudeau's speech positively but predicts Trump will criticize Canada's fentanyl efforts as insufficient.
@winstonwinston3487
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
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
Criticizes party leadership decisions and expresses voting intention based on political disagreement.
@deeky1239
Mar 4, 2025
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on …
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on the tariffs as it'll make Americans suffer...in pain(economically)...
Critiques Trump's tariff policy as economically harmful to Americans, praising Trudeau's framing of the issue.
@myalimda1498
Mar 4, 2025
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Critique of government spending priorities, arguing that border security should be funded more than Ukraine aid.
@melanymiskatonic8699
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
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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)