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 hate Justin Trudeau
I hate Justin Trudeau
Direct expression of dislike toward a political leader, implying criticism of their governance or policies.
Policy Critique
0.85
@grzegorzmajcher6047
Mar 4, 2025
*this Dude?* \nAs usual he's got NO clue.\nyou'll be gone soon, Thank God!
*this Dude?* \nAs usual he's got NO clue.\nyou'll be gone soon, Thank God!
Dismissive criticism of the Prime Minister's competence and call for his departure from office.
Policy Critique
0.85
@900108Chale
Mar 4, 2025
If we are going to be an authoritarian, antidemocratic, fascist dictatorship, we have to shed our old friends who would get all judgy about the the human rights abuses. So, step one, destroy relationships with …
If we are going to be an authoritarian, antidemocratic, fascist dictatorship, we have to shed our old friends who would get all judgy about the the human rights abuses. So, step one, destroy relationships with friends. Step two, buddy up to Putin and other dictatorships who will be glad to trade and associate with us even if we do run concentration camps or whatever.\nOr Trump is sucking Putin's butt again for mysterious reasons. He likes it so much, like a drug addict, he is willing to lose everything . If it were just a matter of his individual tastes, I don't get it, but none of my business. Except by dragging the whole country down for his kink, it is out business. So, I think we should cut Trump lose to go to Russia and run around on his knees chasing Putin as much as he likes. Meanwhile, we need a president and I can only say F-no to Vance and I don't know how many other dictator butt goblins in the line of succession, so, since Trudeau is going to be looking for work, lets make and exception and hire him for president. I'd much rather have one with a pro-Canada bias than one one who seems to think he is Putin's Elon Musk.
Critiques US foreign policy and leadership decisions while invoking moral concerns about authoritarianism and human rights, with comparative framing between Trump and Trudeau.
@karlharvymarx2650
Mar 4, 2025
Trump works for the Dictators and the rich. The US government doesnt care about their people at all. Yet they vote it all in. Makes me super sad, because the US citizens are so vulnerable …
Trump works for the Dictators and the rich. The US government doesnt care about their people at all. Yet they vote it all in. Makes me super sad, because the US citizens are so vulnerable and uncared for. Sure he will paint a different picture. Open your eyes, see what is happening, hear what is happening. Your Government is harming your Nation.
Criticizes US government policies and leadership while appealing to moral concerns about citizen welfare and vulnerability.
@njaya2411
Mar 4, 2025
This current regime is transmuting Trump's anger at the whole world into punitive measures. Tariffs will raise inflation, bullying and fingerwagging gratuitous. To use fentanyl and human trafficking and illegal border crossings as an excuse …
This current regime is transmuting Trump's anger at the whole world into punitive measures. Tariffs will raise inflation, bullying and fingerwagging gratuitous. To use fentanyl and human trafficking and illegal border crossings as an excuse is chicken. Canada accommodated US by setting up commissions to combat each. So...what is the real schtick here? He is gonna alienate everybody but Putin.
Analyzes and critiques tariff policies, border measures, and diplomatic approach while comparing to Putin, focusing on policy consequences.
@jeanneumana1052
Mar 4, 2025
trudeau is a clown. Did'nt he resign ???? He is corrupt and Canada needs to get rid of him ??? they need someone that is capable ???
trudeau is a clown. Did'nt he resign ???? He is corrupt and Canada needs to get rid of him ??? they need someone that is capable ???
Criticizes Trudeau's leadership and corruption while implicitly calling for his removal and replacement with capable leadership.
@LisaWilder-ue9gj
Mar 4, 2025
The orange man is pulling a “there’s nazis in Ukraine” type of stunt to justify what he actually wants to do. Like Ukrainian nazis had nothing to do w/ Putin invading Ukraine, this isn’t about …
The orange man is pulling a “there’s nazis in Ukraine” type of stunt to justify what he actually wants to do. Like Ukrainian nazis had nothing to do w/ Putin invading Ukraine, this isn’t about fentanyl or border protection
Critiques the government's justification for policy by comparing it to another geopolitical situation, arguing the stated rationale is pretextual.
@ms.23
Mar 4, 2025
Trudeau is a joke. He did a terrible job for the Canadians.
Trudeau is a joke. He did a terrible job for the Canadians.
Dismisses Trudeau's performance and criticizes his governance record for Canadians.
Policy Critique
0.85
@ArmyVetOEF
Mar 4, 2025
Trumpism divides, isolates, and weakens the US, it’s too bad that once a well-respected and powerful peacemaking empire is becoming a pathetic joke to the world. And most people are sound asleep worshiping the clown, …
Trumpism divides, isolates, and weakens the US, it’s too bad that once a well-respected and powerful peacemaking empire is becoming a pathetic joke to the world. And most people are sound asleep worshiping the clown, the dangerous entertainer. “When a clown moves into a palace, he doesn't become a king. The palace becomes a circus”
Critique of Trumpism's divisive effects and impact on US global standing, with moral judgment about leadership quality.
@SherylMurphy
Mar 4, 2025
And Fox News says: Blah blah Trump blah blah blah blah trump is sane….really really smart….blah blah blah. I see a stupid, made up clown, dumb as a box of rocks, supported by the richest …
And Fox News says: Blah blah Trump blah blah blah blah trump is sane….really really smart….blah blah blah. I see a stupid, made up clown, dumb as a box of rocks, supported by the richest in the world who only want more, more, more. Trump is evil, a rapist, a dictator wannabe and again DUMBER THAN A BOX OF ROCKS. Stop sane washing this idiot. Because if you’re not making more than 400k a year. Your gonna lose lose lose
Critiques media coverage and Trump's character/policies, arguing he serves wealthy interests at the expense of ordinary people.
@musicforheadphones2731
Mar 4, 2025
We are in this boat because of Justin Trudeau and the Liberal/NDP government! We have no one to blame, but ourselves and our incompetent decisions. Can’t wait to be part of the US!
We are in this boat because of Justin Trudeau and the Liberal/NDP government! We have no one to blame, but ourselves and our incompetent decisions. Can’t wait to be part of the US!
Criticizes government policy decisions while expressing national identity through desire to leave Canada for the US.
@amg5983
Mar 4, 2025
Sorry Canada, we are only tariffing you cause we need money to give tax breaks to the greedy corporations. We are not satisfied with a corporate tax of 21 percent. We need it to be …
Sorry Canada, we are only tariffing you cause we need money to give tax breaks to the greedy corporations. We are not satisfied with a corporate tax of 21 percent. We need it to be 15, apparently. This drug BS is just an excuse. Don't worry, I'm glad that millionaire get his tax break while I pay for it.
Critiques U.S. tariff policy as economically unjust, arguing it masks corporate tax favoritism while ordinary citizens bear the cost.
@coreyreitenaur5693
Mar 4, 2025
As a Canadian Trudeau hater, he really spoke well on this. Unfortunately, this man is also importing another 20% tax on his own ppl in a month
As a Canadian Trudeau hater, he really spoke well on this. Unfortunately, this man is also importing another 20% tax on his own ppl in a month
Canadian critic acknowledging PM's speech quality while criticizing his tax policy as harmful to citizens.
@mikeinger5722
Mar 4, 2025
All through campaign, the tariff thing was about saving US jobs, now it's about fentanyl? Dumb attention-seeker policies keep morphing
All through campaign, the tariff thing was about saving US jobs, now it's about fentanyl? Dumb attention-seeker policies keep morphing
Criticizes Trump's shifting policy rationales and accuses him of inconsistent, attention-seeking governance.
Policy Critique
0.85
@SanGeet0510
Mar 4, 2025
Trudeau can speak very eloquently and not get any results. The housing situation is a very big crisis and he almost resigned from the party and green energy regulations are not helping. At the very …
Trudeau can speak very eloquently and not get any results. The housing situation is a very big crisis and he almost resigned from the party and green energy regulations are not helping. At the very least Tarrifs will help Canada become stronger and tougher and self-reliant.
Criticizes Trudeau's policy effectiveness on housing and green energy while suggesting tariffs as solution.
@ItachiUchiha-kb2vh
Mar 4, 2025
Governer conviniemtly forgot to mention that tariffs are RECIPROCAL!
Governer conviniemtly forgot to mention that tariffs are RECIPROCAL!
Criticism of a governor's omission regarding tariff policy details in their statement.
Policy Critique
0.85
@DoneDealNikhil
Mar 4, 2025
Trudeau; you are WRONG! You started the trade war!
Trudeau; you are WRONG! You started the trade war!
Direct criticism of Trudeau's policy decisions regarding trade war initiation.
Policy Critique
0.85
@danlinsey8722
Mar 4, 2025
Trump is a jackass ruining his country wants to be a third world dictator Americans will be in big trouble
Trump is a jackass ruining his country wants to be a third world dictator Americans will be in big trouble
Criticizes Trump's leadership and policies while expressing concern about authoritarian governance and national consequences.
@tafeezakhan6346
Mar 4, 2025
So many NPC's in the comments. Justin is the worst prime Minister in Canada's history. He is weak, pathetic and a globalist puppet. The U.S. has all the leverage. Trump is doing a great job …
So many NPC's in the comments. Justin is the worst prime Minister in Canada's history. He is weak, pathetic and a globalist puppet. The U.S. has all the leverage. Trump is doing a great job for Americans. Only the ones demoralized by fake news propaganda don't like it.
Harshly criticizes Trudeau's leadership and characterizes him as weak, while asserting Trump's strength and dismissing opposing views as propaganda-influenced.
@Bohemond_Rises
Mar 4, 2025
Trudeau acting like he cares about the average Canadian citizen. If you want Canadians to be able to afford groceries then get rid of the Carbon Tax.
Trudeau acting like he cares about the average Canadian citizen. If you want Canadians to be able to afford groceries then get rid of the Carbon Tax.
Criticizes government policy (carbon tax) and questions the Prime Minister's concern for citizens, linking to economic hardship.
@Vincent-vn7xo
Mar 4, 2025
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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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