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
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
Critical assessment of Trump's actions with emphatic language and implicit agreement with the speaker's position.
@neatznotso7424
Mar 4, 2025
Trump is not a politician, but a business man. US needs to reconfigure the rules on who can govern our country. I'm embarrassed to have Donald as our representative.
Trump is not a politician, but a business man. US needs to reconfigure the rules on who can govern our country. I'm embarrassed to have Donald as our representative.
Critiques Trump's qualifications for office and expresses embarrassment about his representation, combined with identity assertion as American.
@ACockatielsSong
Mar 4, 2025
Canda your country is ran by a joke. No wonder you're taxed so high
Canda your country is ran by a joke. No wonder you're taxed so high
Criticizes Canadian government leadership and tax policy while asserting national identity judgment.
@aussie3409
Mar 4, 2025
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Critiques US defense spending and policy relationships with Canada, implying unfair burden-sharing.
@frankloar8137
Mar 4, 2025
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for …
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for so long, which President is trying to correct for which American people have voted him overwhelmingly, today's pain will be tomorrow's gain!
Critiques Canadian and international political relationships, media bias, and tariff policies while comparing nations and their leaders.
@mrityunjoyghoshal8050
Mar 4, 2025
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on …
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on tariffs % ?
Questions the relevance of Russia to a trade dispute and critiques the framing of friendship based on tariffs.
@rameshganapathy6657
Mar 4, 2025
Where is the Canadian government? Why let senseless Punjap migration into their country? Not no traffic controls and rules 😮
Where is the Canadian government? Why let senseless Punjap migration into their country? Not no traffic controls and rules 😮
The commenter criticizes government policy regarding immigration and mentions specific ethnic groups, combining policy critique with identity-based framing.
rajkumarvelupillai1447
Jan 28, 2026
Your own people don’t respect you Trudeau. What a joke
Your own people don’t respect you Trudeau. What a joke
Criticizes Trudeau's leadership and credibility, framing him as lacking respect from his own people.
@MAJR602
Mar 4, 2025
Pity politicians can only be this straight and honest when they are at the end of their term.
Pity politicians can only be this straight and honest when they are at the end of their term.
Critiques politicians for only being honest at the end of their terms, implying dishonesty during office.
Policy Critique
0.80
@ashleythom1052
Mar 4, 2025
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead …
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead of just talking. Criminals , fentanyl and open boarder is still open. Still so many illegal immigrants are still here. How many have you send home already? No news about illegal immigrants that they send home. Too\n Much barking no bite! Show us how many illegal immigrants have you send home? How many drug lords have you put in jail? No statistics. No proof . Who would believe in you? Show us the proof!!!
Critiques Trudeau's policy performance on immigration and border security while making unverified claims about deportation statistics and criminal activity.
@hazelhazel5871
Mar 4, 2025
He wouldn't know truth if it slapped him in the face. \n1. It's not a trade war. We've asked you to step up ,cooperate in ending Fentanyl/Border Crisis.\nAcusing us of ANYTHING ELSE IS A LIE.
He wouldn't know truth if it slapped him in the face. \n1. It's not a trade war. We've asked you to step up ,cooperate in ending Fentanyl/Border Crisis.\nAcusing us of ANYTHING ELSE IS A LIE.
Disputes Trudeau's framing of trade issues and critiques his handling of border/fentanyl crises while claiming he is lying.
@TheJanice52
Mar 4, 2025
Don't be fooled just because he has one good speech that wasn't written by him. He fucked our country up and he's resigning, the damage he has done is way worse than tariffs, do your …
Don't be fooled just because he has one good speech that wasn't written by him. He fucked our country up and he's resigning, the damage he has done is way worse than tariffs, do your research!
Criticizes the PM's policies and damage to the country, urging others to research before being persuaded by speeches.
@bibipow
Mar 4, 2025
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then …
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then WW3 starts on North American soil. Did Trump word everything right? Absolutely NOT. NOPE. However… I don’t want a war either. Trump should have just stayed out of it. \n\nLastly Trudeau you liar. You said “no one wins in a trade war…”. Yet you respond to tariffs with tariffs. You just started a trade war!!!! \n\nHow’s that for making sense enough for you!!
Detailed critique of both Trump's and Trudeau's policy decisions regarding tariffs and geopolitical strategy, with analysis of consequences.
@b.pur9981
Mar 4, 2025
If you use that knofe fornself defense in Canada, you're going to jail.
If you use that knofe fornself defense in Canada, you're going to jail.
Comment critiques Canadian self-defense laws as overly restrictive, framing them as problematic government policy.
Policy Critique
0.80
EricSchneider82
Jan 27, 2026
as a seattle resident. canada is a great place but ran completely as a bureaucracy gov. \nthis is the same guy who shut down cities, took peoples money from there account,tore small businesses apart and …
as a seattle resident. canada is a great place but ran completely as a bureaucracy gov. \nthis is the same guy who shut down cities, took peoples money from there account,tore small businesses apart and went after who had a different opinion. there is so much more to the story. \ni would believe any this guys says
Combines personal experience as Seattle resident with criticism of Canadian government bureaucracy, pandemic policies, and alleged suppression of dissent.
@wildman3829
Mar 4, 2025
oh NOW this muppet is concerned about his countries people .....but not when hes been emptying their wallets....gotcha.
oh NOW this muppet is concerned about his countries people .....but not when hes been emptying their wallets....gotcha.
Uses sarcasm to criticize a political leader for hypocrisy—claiming concern for citizens while previously mismanaging finances—which is fundamentally policy critique.
Policy Critique
0.80
@outlawGFXaus
Mar 4, 2025
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Criticizes Canadian visa checking procedures as inadequate while expressing moral disapproval of immigration, blending policy and threat concerns.
Cbuddy30
Jan 29, 2026
As if Trump would care on the counter of Canada...this was already a calculated decision of the current US govt.
As if Trump would care on the counter of Canada...this was already a calculated decision of the current US govt.
Critiques US government decision-making as calculated rather than responsive to Trump's individual actions.
Policy Critique
0.80
@MarkLegazpi-v9e
Mar 4, 2025
Na-uh!! NAFTA was created to encourage bi-lateral trade amongst the country's in North America .. a president doesn't have the power to annex an international agreement.. he can't even make laws..
Na-uh!! NAFTA was created to encourage bi-lateral trade amongst the country's in North America .. a president doesn't have the power to annex an international agreement.. he can't even make laws..
Critiques Trump's understanding of NAFTA and presidential powers through educational correction.
@MelissaBall-t8q
Mar 4, 2025
Trudeau is a global shill... hes so bad.
Trudeau is a global shill... hes so bad.
Direct criticism of Trudeau's performance and character as a political leader.
Policy Critique
0.80
@julianmayo5650
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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