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
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
All of this coming from a guy who closed the parliament and refuses to tell us when we will have an election in Canada....This is his fault and Singh from NDP...He has no control over …
All of this coming from a guy who closed the parliament and refuses to tell us when we will have an election in Canada....This is his fault and Singh from NDP...He has no control over borders and crime is rampant in Canada..His own justice minister had his car stolen twice.He should protect his country like trump doing...
Criticizes government policy on borders and crime control, with secondary fear-based framing about rampant crime and lack of control.
@hb8or
Mar 4, 2025
Shame on Trump but of course he doesn't have any. The man is destroying this country and it's amazing how many people voted for him and put him in a position to do it. Y'all …
Shame on Trump but of course he doesn't have any. The man is destroying this country and it's amazing how many people voted for him and put him in a position to do it. Y'all still think he is going to lower prices?
Criticizes Trump's policies and governance while questioning voter support, focusing on economic outcomes (prices).
@jbrose72
Mar 4, 2025
From a guy that penalized his own truckers
From a guy that penalized his own truckers
Criticizes Trudeau's past policy decisions regarding truckers, referencing the vaccine mandate controversy.
Policy Critique
0.85
@anthonysmith1574
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
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
He was completely wrong. Retaliation should have been from 27 % onwards. What Trudeau has done is leaving the decision to the Trump.
He was completely wrong. Retaliation should have been from 27 % onwards. What Trudeau has done is leaving the decision to the Trump.
Directly critiques Trudeau's retaliation strategy as insufficient and strategically flawed.
Policy Critique
0.85
@yutub6928
Mar 4, 2025
Trudeau tried to be diplomatic, but this will not work with Trump!! You have to fight hard and cut the energy!!!!
Trudeau tried to be diplomatic, but this will not work with Trump!! You have to fight hard and cut the energy!!!!
Criticizes Trudeau's diplomatic approach as ineffective and calls for stronger action on energy policy.
@andyfreeman4086
Mar 4, 2025
Just LIP SERVICE
Just LIP SERVICE
Dismisses government statements or promises as mere rhetoric without substance, critiquing the authenticity and effectiveness of official responses.
Policy Critique
0.85
@JohnyEnglish-c6v
Mar 4, 2025
Trudeau is a moron but he is right on this.
Trudeau is a moron but he is right on this.
Expresses disagreement with Trudeau as a person while acknowledging agreement with his position on a specific issue.
Policy Critique
0.85
@colorguppies
Mar 4, 2025
Trudeau you really don’t care about Canadians. Please spare all of us. Please stop representing us. Go away. You have been taxing Canadians to the maximum. You have treated us exactly like Trump. You both …
Trudeau you really don’t care about Canadians. Please spare all of us. Please stop representing us. Go away. You have been taxing Canadians to the maximum. You have treated us exactly like Trump. You both care about ONLY YOURSELF
Criticizes Trudeau's policies (taxation, representation) and implicitly calls for his removal from office.
@gaetanst-jean352
Mar 4, 2025
The level of stupidity & foolishness from Trump is disgusting.
The level of stupidity & foolishness from Trump is disgusting.
Criticizes Trump's conduct and decision-making as stupid and foolish.
Policy Critique
0.85
@LeonardKahembe
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
it's not anti-Americanism. It's anti-Donald doing dumb things.
it's not anti-Americanism. It's anti-Donald doing dumb things.
Clarification that criticism is directed at Trump's specific actions rather than American identity broadly.
Policy Critique
0.85
@christopherhaga7582
Mar 4, 2025
Trudeau's dad would have just come out and said this is not about fairness or fentanyl. It is about Trump wanting to collect billions from his own working class and small businesses in order to …
Trudeau's dad would have just come out and said this is not about fairness or fentanyl. It is about Trump wanting to collect billions from his own working class and small businesses in order to provide tax cuts for the rich. Pierre Elliot Trudeau had balls. Miss those days.
Critiques current leadership's approach to trade policy while comparing favorably to a previous leader's directness and strength.
@PaulBallantyne250
Mar 4, 2025
His first sentence was BS, so the rest of his speech is equally BS!
His first sentence was BS, so the rest of his speech is equally BS!
Dismisses the speaker's opening statement and by extension the entire speech as false or invalid.
Policy Critique
0.85
@berthansen3542
Mar 4, 2025
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know …
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know his true face.\nThose Rainbow spilling WOKE jerks in this comment should just find themselves a good insane asylum and register for life.
Criticizes Trudeau's leadership and policies while using derogatory language toward political opponents, mixing policy critique with identity-based attacks.
@professionalshub3483
Mar 4, 2025
As a Canadian.... screw this clown. Trudeau is a useless lame duck. He has announced his resignation and has no mandate whatsoever to represent us. You call a man names for 8 years, and there …
As a Canadian.... screw this clown. Trudeau is a useless lame duck. He has announced his resignation and has no mandate whatsoever to represent us. You call a man names for 8 years, and there are going to be consequences you fool. Of course this isn't about fentanyl. You've prodded a bully and now that bully is responding like bullies do. \nA Canadian election can't possibly come soon enough.
Canadian commenter criticizing Trudeau's legitimacy and leadership while framing it as personal frustration with government policy.
@ryansimpson29
Mar 4, 2025
Why are we only retaliating only 25%, slap stupid Trump with 50% tariffs as he thinks he has all the power in the world. I hope all the world leaders stick together & shut this …
Why are we only retaliating only 25%, slap stupid Trump with 50% tariffs as he thinks he has all the power in the world. I hope all the world leaders stick together & shut this idiot down!!!
Criticizes government's tariff response as insufficient and calls for stronger action against Trump.
@thuandang9422
Mar 4, 2025
So they perform a few reactionary measures, and pretend they have always been doing something?
So they perform a few reactionary measures, and pretend they have always been doing something?
Skeptical analysis of government measures, questioning their authenticity and effectiveness.
Policy Critique
0.85
@dblack8956
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)