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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
Page 70 of 299
The conservative wing of our government is scared of Trump. They were a diminishing rudderless party before him, and now they are fully beholden to him even though they know he's wrecking our economy, wrecking …
The conservative wing of our government is scared of Trump. They were a diminishing rudderless party before him, and now they are fully beholden to him even though they know he's wrecking our economy, wrecking our global collateral and relationships, and wrecking our established systems and processes. They'd rather hold onto their jobs than to push back against him. I hope term limits, and rank choice voting come out of all this, because the American government is fully broken.\n \nTrudeau did amazing here.
Critiques conservative politicians for prioritizing power over principle while condemning Trump's impact on institutions and relationships, with praise for Trudeau's response.
@CinePxl Mar 4, 2025
Starting this trade war is not only the craziest political decision I have seen in my entire life, it destroys the relationship between the US and its closest allies on purpose. A relation that has …
Starting this trade war is not only the craziest political decision I have seen in my entire life, it destroys the relationship between the US and its closest allies on purpose. A relation that has been built over decades. People and businesses on both sides of the pond will suffer badly from this idiotic agenda for no real reason. The USA is now officially at trade war with the free world.
Criticizes trade war policy as destructive and idiotic, with concerns about economic and relational consequences.
@campsbay1990 Mar 4, 2025
Lots of drama. Stop fentanyl thats all american government is asking.
Lots of drama. Stop fentanyl thats all american government is asking.
Dismisses broader diplomatic drama to focus on fentanyl as the core policy issue the US government should address.
@raymundcanapi1572 Mar 4, 2025
Justin Trudeau is a fool who is playing a game that he cannot possibly win and will exponentially damage Canadian citizens while he blames the US government for his response which is exactly the same …
Justin Trudeau is a fool who is playing a game that he cannot possibly win and will exponentially damage Canadian citizens while he blames the US government for his response which is exactly the same as the person he’s blaming
Criticizes Trudeau's policy response as damaging to Canadian citizens, framing it as ineffective governance.
@lovetraveler1 Mar 4, 2025
Trump is a traitor. Trudeau is saying what the GOP should be saying.
Trump is a traitor. Trudeau is saying what the GOP should be saying.
Critiques a political figure as a traitor while praising another leader's policy positions on a contentious issue.
@dixiemorgese3582 Mar 4, 2025
This fool has lost all credibility . Remember how he acted with the lockdowns.
This fool has lost all credibility . Remember how he acted with the lockdowns.
Attacks a political figure's credibility and references past policy decisions (lockdowns) as basis for criticism.
@abelrodriguez1271 Mar 4, 2025
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in …
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in front of the cameras and start gas lighting with word salad filled with stats. From the things you should be doing to what your are doing against us it seems like you think you are doing us favors not partnering with me and my country. Keep it 100 %
Criticizes government policy decisions and spending of tax dollars, framed as unfair economic dealings.
@DaBadguy2012 Mar 4, 2025
I wouldn't go as far as to say Trump is a smart guy!!! This was one of the dumbest things he's done and there's been plenty!!!
I wouldn't go as far as to say Trump is a smart guy!!! This was one of the dumbest things he's done and there's been plenty!!!
Criticizes Trump's decision-making and actions as foolish, engaging in policy/leadership critique.
@TripleBtrd Mar 4, 2025
What a crock of shit. We pay 10\ntimes the tariffs on exports to Canada as they have paid the US. Now it’s an equal playing field and he’s whining and lying like he always does.
What a crock of shit. We pay 10\ntimes the tariffs on exports to Canada as they have paid the US. Now it’s an equal playing field and he’s whining and lying like he always does.
Criticism of trade policy and tariff imbalances, with dismissive language toward the Canadian leader's response.
@jlindsay9331 Mar 4, 2025
That man has ruined this country
That man has ruined this country
Direct criticism of a leader's governance and impact on the country.
@CalebVarner-Matthews Mar 4, 2025
We have no Govt. Trump is dealing with a loser that has already resigned. We have had no GOVT since early December in Canada, because Trudeau put the Liberals before Canadians. Majority of our country …
We have no Govt. Trump is dealing with a loser that has already resigned. We have had no GOVT since early December in Canada, because Trudeau put the Liberals before Canadians. Majority of our country doesnt want that fucking loser leading us in this mess, his words are WORTHLESS.
Harsh criticism of Trudeau's government and policy decisions, claiming lack of governance and prioritizing party over country.
@ericm1430 Mar 4, 2025
What in this world did USA expect. trump the person that performed lewd acts on a microphone. 34 counts convicted felon. trump is trying to hurt America. Make there be no mistake about. Look how …
What in this world did USA expect. trump the person that performed lewd acts on a microphone. 34 counts convicted felon. trump is trying to hurt America. Make there be no mistake about. Look how musk is taking a chainsaw against American Vets that work in the government. Then displayed an act with a chainsaw on national TV like it is a funny joke. trump is pitiful. A menace and a criminal. 6 times bankruptcy business fool. And there are so many other foul acts trump has taking against the American people. All I can say is seat back and feel the pain trump has and still will cause our country.
Criticizes Trump's policies and character as harmful to America, framing it as a moral failure of leadership.
@maxpw9270 Mar 4, 2025
Trudeau is the dictator!!
Trudeau is the dictator!!
A critical characterization of Trudeau as a dictator, expressing disapproval of his leadership and governance style.
@kingcobra6049 Mar 4, 2025
I don't like Trudeau. I don't like what he did to Canada in advancing a ridiculous far left agenda however I also don't believe the tariffs employed by Trump were the correct thing to do. …
I don't like Trudeau. I don't like what he did to Canada in advancing a ridiculous far left agenda however I also don't believe the tariffs employed by Trump were the correct thing to do. Mexico and China, yes. Canada, no!
Critiques both Trudeau's domestic agenda and Trump's tariff policy, offering nuanced disagreement with both positions.
@rnelnj44 Mar 4, 2025
Do you know Canada charged us out the ass wake up people
Do you know Canada charged us out the ass wake up people
Commenter criticizes Canadian pricing/trade practices and urges awareness of economic policies affecting Americans.
@livininthefastlane2.0 Mar 4, 2025
This is the difference between a real leader and a sloppy stooge leader.
This is the difference between a real leader and a sloppy stooge leader.
Compares leadership quality between two political figures, critiquing one as incompetent.
@felixcoria4583 Mar 4, 2025
I did not vote for this. Our “leader” and his cronies are destroying this country.
I did not vote for this. Our “leader” and his cronies are destroying this country.
Expresses criticism of government leadership and policy direction, with implicit national concern framing.
@AnneLocke-f1j Mar 4, 2025
You're such a loser Trudeau, it's you who did this!
You're such a loser Trudeau, it's you who did this!
Direct personal attack on political leader blaming them for policy outcomes, expressing disapproval of governance.
@jazzthespot1493 Mar 4, 2025
If Canada has more pipelines to the west coast to market our oil and gas to Asia, then Trump cannot bully us.\nWe are this predicament because of the Liberal policy. I will vote for PP …
If Canada has more pipelines to the west coast to market our oil and gas to Asia, then Trump cannot bully us.\nWe are this predicament because of the Liberal policy. I will vote for PP come this election. Carney is weak.
Critique of Liberal government policy on pipelines and infrastructure, with explicit call to vote for a different party.
@autocadwiz4103 Mar 4, 2025
As a Canadian all of you should know that this guy has decimated our country. Don't be deceived by the smile and rehearsed speech.
As a Canadian all of you should know that this guy has decimated our country. Don't be deceived by the smile and rehearsed speech.
Canadian identity claim combined with harsh criticism that Trudeau has damaged the country, functioning primarily as policy critique.
@LaneHagen Mar 4, 2025
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Discourse Over Time

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Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
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)