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
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
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be …
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be a deal. Canada has run wild for far too long getting the best of us in every way now that it is fair they act as if they have been doing us favors all along when it has been the other way around.
Criticizes government leadership and policy decisions while framing Canada as having been disadvantaged, combining political critique with nationalist framing.
@ricksundberg5659
Mar 4, 2025
No- it's not American relationship. It's a Donald problem.
No- it's not American relationship. It's a Donald problem.
Distinguishes between systemic American policy and individual leadership, critiquing the latter as the primary problem.
Policy Critique
0.85
@williamsmith1453
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
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in …
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in sight and yet immigration gets housing and money from the government, while seniors get a small pension young people with children are struggling. The government has lost its priorities giving our tax dollars away. Mark Carney is not a politician. He’s a banker. The liberals have to go.
Combines criticism of government immigration policy with economic concerns about housing and pensions, framed as government misallocation of resources.
@heatherstephenson4398
Feb 19, 2026
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 a true dictator
Trudeau a true dictator
Direct criticism of Trudeau using inflammatory language to characterize his governance style.
Policy Critique
0.85
@RCA_Dome
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
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
After a couple of years Trump and co will say, that Canada started a trade war against US. Just like they say, that Ukraine and Zelenskyy started the war with Russia. And now some uf …
After a couple of years Trump and co will say, that Canada started a trade war against US. Just like they say, that Ukraine and Zelenskyy started the war with Russia. And now some uf US commentators are saying the same. It’s crazy. And there will be no way to get him to remember the facts. He and all who work for him are liars and half truth tellers. I’m not sure how to deal with this. But it is VERY important for all media outlets to keep reminding the facts. Just tell what happens, so there is a record. I think that could help in the end.\nSo here are my 5p:\nUS started trade war against Canada with 25% tariffs.\nRussia annexed Crimean peninsula and attacked Ukraine in 2022. This is the truth, no two ways about these facts.\nTrump and Vance are liars.
Analyzes US trade war policy and compares it to Russia-Ukraine conflict, arguing for factual record-keeping and criticizing Trump administration's narrative control.
@valterssprudzs5599
Mar 4, 2025
Hotel bought by this women in immigration to house transitional immigrants, why do Taxpyers have to pay for her incompetence
Hotel bought by this women in immigration to house transitional immigrants, why do Taxpyers have to pay for her incompetence
Criticizes government spending on immigrant housing and questions official competence, framing it as taxpayer burden.
concern-ity
Feb 27, 2026
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we …
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we are not going to boo the USA anthem. Trudeau is a disgrace
Criticizes government policy on borders and calls for an election, with identity-based language about reclaiming the country.
@braxxtonn
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
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
Trudeau is 100% responsible
Trudeau is 100% responsible
Assigns blame to Trudeau for a policy or situation, representing criticism of government leadership.
Policy Critique
0.85
@larrylynn7260
Mar 4, 2025
Incompetence on all levels. Taxpayers need accountability and transparency. If someone can’t do the job, RESIGN !!!
Incompetence on all levels. Taxpayers need accountability and transparency. If someone can’t do the job, RESIGN !!!
Demands accountability and transparency from officials, calling for resignation if incompetent.
ArdenFoley
Feb 27, 2026
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
*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
You are so full of crap! ?Good Luck Trudeau ? Sorry to the Canadian people ?
You are so full of crap! ?Good Luck Trudeau ? Sorry to the Canadian people ?
Dismisses Trudeau's credibility and expresses disapproval of his leadership and policies.
Policy Critique
0.85
@brendadillman9618
Mar 4, 2025
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
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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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