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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Unverified Claim
3,221 comments
Bad Canadians forcing innocent Americans to take drugs!!!
Bad Canadians forcing innocent Americans to take drugs!!!
Makes an unsubstantiated factual claim about Canadians forcing Americans to take drugs, combining conspiracy-like thinking with threat framing.
@evieeee89
Mar 4, 2025
12:55 rubbish... Always helping their own and that is a fact!
12:55 rubbish... Always helping their own and that is a fact!
Asserts without evidence that a specific group ('their own') receives preferential treatment, presented as established fact.
ShadowRap-y5l
Sep 19, 2025
You should talk directly to Elon... As he is running the country ?
You should talk directly to Elon... As he is running the country ?
Suggests Elon Musk runs the US government; presented as sarcastic critique but asserts unverified claim about power structure.
@FranciscoSancab
Mar 4, 2025
Western countries and Western Media have been telling lies about President Putin. You have no credibility
Western countries and Western Media have been telling lies about President Putin. You have no credibility
Asserts without evidence that Western countries and media have lied about Putin, making a specific factual claim.
@jamcitymedia
Mar 4, 2025
Trump steals everything. That is what this is about.
Trump steals everything. That is what this is about.
Makes a specific factual claim ('Trump steals everything') without evidence, presented as explanation for trade war behavior.
@kensisti2761
Mar 4, 2025
In Canada you do not have freedom of speech, they will send you to re-education! Ask Jordan Peterson! In Canada you don’t have 2nd amendment either, as Canada has no such law for self defense …
In Canada you do not have freedom of speech, they will send you to re-education! Ask Jordan Peterson! In Canada you don’t have 2nd amendment either, as Canada has no such law for self defense with a firearm, in Canada the Government can seize your bank accounts and bankrupt you if you protest! Ask the truckers! No, we do not stand with a Dictator who use to be a high-school drama teacher! Canada is free to fund Ukraine all it wants! But our support has been 20x more plus intelligence. We will do what’s best for our people! Clinton took Ukraines Nuclear Weapons in 1994 and promised Russia would not take aggression against them. We need to stay out of Europes mess, they dragged us into 2 world wars and it’s not our job to constantly deal with their mess!
Makes multiple unverified claims about Canadian government oppression (re-education, bank seizures) while critiquing foreign policy and asserting national identity.
@coupedayville4038
Mar 4, 2025
NO, trudeau OUR BEST FRIEND & ALLY is ISRAEL ??❤️?? YOU LOST ME AT CALLING PUTIN A DICTATOR YET NOT CALLING ZELENSKY ONE! JUST ANOTHER DEEPSTATE REGURGITATING PUPPET! ?
NO, trudeau OUR BEST FRIEND & ALLY is ISRAEL ??❤️?? YOU LOST ME AT CALLING PUTIN A DICTATOR YET NOT CALLING ZELENSKY ONE! JUST ANOTHER DEEPSTATE REGURGITATING PUPPET! ?
Makes unsubstantiated claims about Trudeau being a 'deepstate puppet' and inconsistent application of 'dictator' label without evidence.
@YouTubeDeletesIRepeat
Mar 4, 2025
America this is what you get when you vote to let the devil take over! Trump is doing this for himself and Putin, not Americans
America this is what you get when you vote to let the devil take over! Trump is doing this for himself and Putin, not Americans
Makes unsupported claims linking Trump's actions to Putin and personal gain rather than stated policy goals.
@LoLo-hd4tz
Mar 4, 2025
These tariffs have nothing to do with Fentanyl. Fentanyl is the excuse needed to apply tariffs which otherwise would be illegal. Canada needs to start trading more with other countries. The USA is not a …
These tariffs have nothing to do with Fentanyl. Fentanyl is the excuse needed to apply tariffs which otherwise would be illegal. Canada needs to start trading more with other countries. The USA is not a reliable trade partner when one man can completely FK the system.
Makes specific factual claim that tariffs would be illegal without the fentanyl excuse, presented without evidence.
@hugostiglitz6914
Mar 4, 2025
CA, OR, and WA will join Canada.
CA, OR, and WA will join Canada.
Makes a speculative/unsubstantiated claim that US states will join Canada, presented as a factual assertion without evidence.
@yuzu-chanwww
Mar 4, 2025
Trump objective is to crush the US economy, to find a reason to stay in power beyond the 2 term limits. He does not care that our economy is crushed as long he stays in …
Trump objective is to crush the US economy, to find a reason to stay in power beyond the 2 term limits. He does not care that our economy is crushed as long he stays in power.
Makes a specific factual claim about Trump's objective (crushing economy to stay in power) without evidence, presented as conspiracy.
@1minibee
Mar 4, 2025
Trump lies. This has only to do with economic pressure to Annex us. Don’t ever believe that liar.
Trump lies. This has only to do with economic pressure to Annex us. Don’t ever believe that liar.
Makes unsubstantiated claim that trade pressure aims to annex Canada without supporting evidence.
@paulenemaehinds9848
Mar 4, 2025
Once Donald Trump was a president and now he is just a dog of Putin and it's true
Once Donald Trump was a president and now he is just a dog of Putin and it's true
Makes an unsubstantiated claim that Trump is a puppet of Putin without evidence, framed as conspiracy.
@adakhoalbert9340
Mar 4, 2025
How much has Putin offered Trump to help destroy our democracies and to help destroy the bond between all of the Allies in NATO Donald Eve there doesn't realize that he's being used or he's …
How much has Putin offered Trump to help destroy our democracies and to help destroy the bond between all of the Allies in NATO Donald Eve there doesn't realize that he's being used or he's being paid handsomely to do this dirty job he should be removed from office before he does any more f****** damage
Makes specific unsubstantiated claims about Putin offering Trump money to destroy democracies and NATO alliances without evidence.
@anthonybelyea1964
Mar 4, 2025
Make no mistake Trump is an agent of Putin ... Treason.
Make no mistake Trump is an agent of Putin ... Treason.
Makes specific unsubstantiated claims about Trump being a Putin agent and committing treason without evidence.
@borntocreate-whereideascom761
Mar 4, 2025
These people are so dumb that they need to pay 6,000 to be taken across the largest unmanned border on earth.
These people are so dumb that they need to pay 6,000 to be taken across the largest unmanned border on earth.
Makes a dehumanizing generalization about migrants using inflammatory language without substantiation.
AutarkyMan
Jan 27, 2026
Because they know about it like cartels in vancouver
Because they know about it like cartels in vancouver
Makes an unsubstantiated claim linking immigration to organized crime without evidence.
kamshaft747
Jan 28, 2026
This has nothing to do with fentanyl. Trump has been jealous of Trudeau from the beginning. Especially when he saw how Melania looked at him. And because Canada is his Ukraine.
This has nothing to do with fentanyl. Trump has been jealous of Trudeau from the beginning. Especially when he saw how Melania looked at him. And because Canada is his Ukraine.
Presents unsubstantiated claims about Trump's motivations (jealousy, personal attraction) mixed with geopolitical conspiracy framing.
@lisagomley
Mar 4, 2025
Trump wans to joint the Bricks.
Trump wans to joint the Bricks.
Makes a specific factual claim about Trump's intentions regarding BRICS without evidence or context.
Unverified Claim
0.72
@bobobugy721
Mar 4, 2025
Mr. Trudeau the fentanyl is full of bullshit and every estate of the United States they are factories of fentanyl this so called billionaires the only thing they try to do is pretend they can …
Mr. Trudeau the fentanyl is full of bullshit and every estate of the United States they are factories of fentanyl this so called billionaires the only thing they try to do is pretend they can get away with everything. I don’t understand why the people in United States the letter get away so easy. The most danger is musk you have the right to take him the citizenship as a Canadian. We hear in United States support\n Canada days don’t last too long when people get pissed off things happen
Makes specific factual claims about fentanyl factories and billionaires without evidence, combined with vague threat language about consequences.
@patriciogarces3544
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)