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 love Trudeau’s dad but Justin is short a few brain cells. You have run Canada into the ground. Time to trade with China and get us cheaper Chinese EVs, solar cells, drones, electronics, clothing…make …
I love Trudeau’s dad but Justin is short a few brain cells. You have run Canada into the ground. Time to trade with China and get us cheaper Chinese EVs, solar cells, drones, electronics, clothing…make our cost of living more affordable and sell our agri and resources to China. Win win but u chose to apply 100% tariffs on China EV and be americas lapdog. U deserve to be slapped.
Criticizes Trudeau's government policies (tariffs, trade decisions) while arguing for economic benefits of Chinese trade to reduce cost of living.
@TD-yj8ch
Mar 4, 2025
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
Criticism of former PM's leadership and governance, claiming corruption and predicting negative consequences.
@ambaasia8200
Mar 4, 2025
If only the US had a president who didn't buy his business degree, then he would understand this speech.
If only the US had a president who didn't buy his business degree, then he would understand this speech.
Critiques US leadership by comparing it unfavorably to Canadian leadership, implying policy failures stem from presidential incompetence.
@OinkReutel-xd7lh
Mar 4, 2025
That Paula Newton lady is framing this like this is Canada's fault, not that the US started this whole situation. Canada is only responding to getting punched in the face by saying they won't let …
That Paula Newton lady is framing this like this is Canada's fault, not that the US started this whole situation. Canada is only responding to getting punched in the face by saying they won't let themselves continue to get punched, which is 100% reasonable. Sorry both Americans and Canadians will have to deal with this insanity and the rest of the world will have to deal with the ramifications of Trump's destructive policy.
Critiques media framing and US tariff policy as the initiator, defending Canada's proportional response as reasonable.
@Crstlgazer1979
Mar 4, 2025
All Trudeau needs to do is secure the border and lower the tariffs on America. This trade war will be over, but no. He decides to puff his chest and be defiant. Most ungrateful governor …
All Trudeau needs to do is secure the border and lower the tariffs on America. This trade war will be over, but no. He decides to puff his chest and be defiant. Most ungrateful governor ever ?
Critiques the Prime Minister's policy choices regarding border security and tariffs, arguing for different negotiation tactics.
Policy Critique
0.85
@courtney1496
Mar 4, 2025
Let's not forget how Trudeau and his party ruined our country in the last 4-8 years... It's like Canadians are already forgetting that and are praising him? Sure I get these steps against tariffs are …
Let's not forget how Trudeau and his party ruined our country in the last 4-8 years... It's like Canadians are already forgetting that and are praising him? Sure I get these steps against tariffs are in the right direction but this man still sickens me. Canada is not the same because of him and the liberal party. It's time for change.
Criticizes Trudeau and Liberal party policies over 4-8 years, with implicit call for electoral change.
@Camila-gz9cy
Mar 4, 2025
Lmap. Blistering. As a Canadian, i am embarrassed of this man. He is not leading Canada.
Lmap. Blistering. As a Canadian, i am embarrassed of this man. He is not leading Canada.
Self-identified Canadian expresses criticism of Trudeau's leadership and governance.
@imnotoopinionated
Mar 4, 2025
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Criticizes government policy (tariffs) and expresses frustration with leadership, with nationalist undertones about Canada being disadvantaged.
@levinolan636
Mar 4, 2025
As a Canadian, Trudeau is the reason we are in this mess.
As a Canadian, Trudeau is the reason we are in this mess.
Canadian commenter blames Trudeau and government policy for Canada's immigration problems.
@susannerobitaille9133
Mar 4, 2025
Just stop it with the tough talk Trudeau.
Just stop it with the tough talk Trudeau.
Dismissive criticism of Trudeau's rhetoric and approach to policy without specific substantive claims.
Policy Critique
0.85
@SunRay629
Mar 4, 2025
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders …
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders are a joke the drug problems in this country is out of control and this is all because of you and your liberal commie buddies shitty ass policies and terrible ideas.
Directly attacks government policies on immigration, housing, and borders while expressing alarm about national decline and drug problems.
@adamburnelle
Mar 4, 2025
Less than a week left in office and he finally grows a pair! What a joke! Punk
Less than a week left in office and he finally grows a pair! What a joke! Punk
Criticism of delayed government action with dismissive tone.
Policy Critique
0.85
@jamescollazo187
Mar 4, 2025
In hindsight this speech from old Justin just made Canada look extremely weak.
In hindsight this speech from old Justin just made Canada look extremely weak.
Criticizes a political leader's speech as weakening Canada's position, combining policy critique with national identity concerns.
@Addicti0nz1
Mar 4, 2025
It's not the US it's dumb ass Trump!!! What American president does stupid stuff like this with Allies? Oh yeah Trump!
It's not the US it's dumb ass Trump!!! What American president does stupid stuff like this with Allies? Oh yeah Trump!
Criticizes a specific political leader's actions while comparing to typical presidential behavior, blaming individual rather than nation.
@ianrice1778
Mar 4, 2025
Trudeau is a loser, someone give him a tissue.
Trudeau is a loser, someone give him a tissue.
Expresses dismissive criticism of a political leader's competence and performance.
Policy Critique
0.85
@ButterflyFly2009
Mar 4, 2025
Rich coming from a man who froze canadian bank accounts because they were peacefully protesting.\n\nMy syrup comes from aunt Jemima
Rich coming from a man who froze canadian bank accounts because they were peacefully protesting.\n\nMy syrup comes from aunt Jemima
Criticizes government policy (bank account freezing) with sarcastic humor about syrup brands.
@edwardballiet2167
Mar 4, 2025
With all due respect you should not have resign before fighting back now, you resign and fight like a coward from distance i bet you Trump will never do this to Canada in few weeks …
With all due respect you should not have resign before fighting back now, you resign and fight like a coward from distance i bet you Trump will never do this to Canada in few weeks he will stop this
Criticism of a political figure's resignation strategy and implicit call for more aggressive resistance.
@michealsholanke7547
Mar 4, 2025
I do not trust Justin Trudeau.
I do not trust Justin Trudeau.
Expresses distrust of a political leader, implying criticism of their governance or trustworthiness.
Policy Critique
0.85
@sharronmorin8276
Mar 4, 2025
Trudeau is a weak leader! For the past 10 years, he has mismanaged Canada’s finances, leaving the country in a fragile position. Instead of focusing on Canada, he spent his time touring the world to …
Trudeau is a weak leader! For the past 10 years, he has mismanaged Canada’s finances, leaving the country in a fragile position. Instead of focusing on Canada, he spent his time touring the world to defend Ukraine. He chose Ukraine over his own citizens—this is who Trudeau is, a traitor to his country!
Criticizes Trudeau's leadership and financial management while framing him as disloyal to Canada, combining policy critique with nationalist identity framing.
@Mirabella64
Mar 4, 2025
How about the guns and fentanyl that is imported to Ontario, Canada by American criminals? Our Prime Minister did not mention that, only because he is not about tit for tat. But hey, I have …
How about the guns and fentanyl that is imported to Ontario, Canada by American criminals? Our Prime Minister did not mention that, only because he is not about tit for tat. But hey, I have nothing to lose except for half my family in the States. You guys need to educate your children so they understand how good we have it or how good we did have it. You have thrown it all away because of the election of a predator and felon to the White House. Good luck with that.
Critiques PM's policy focus while comparing Canada-US relations and expressing concern about American political direction affecting Canada.
@aq9714
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)