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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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Unverified Claim

3,221 comments
Page 138 of 162
Felon US President Trump in gang war in the White House. US constitution allows felony of President and domestic verbal assault. DC Police did nothing as Trump is allowed all kind of crimes.
Felon US President Trump in gang war in the White House. US constitution allows felony of President and domestic verbal assault. DC Police did nothing as Trump is allowed all kind of crimes.
Makes unsubstantiated claims about Trump's criminal conduct and alleged immunity, presented as factual assertions without evidence.
@bobbush5339 Mar 4, 2025
Sorry, but now it is clear that Trump is not played by Putin, he is Putin's agent. He was talking about the danger from inside. He was mocking all Americans, because he is the danger. …
Sorry, but now it is clear that Trump is not played by Putin, he is Putin's agent. He was talking about the danger from inside. He was mocking all Americans, because he is the danger. Vance tried this with Europe in Munich. Guess what, Europeans looked at him as he was drunk.
Makes unsubstantiated claims about Trump being Putin's agent and references unverified incidents.
@mihaidraghici8213 Mar 4, 2025
Lou Dobbs talked about the north American union 20 years ago
Lou Dobbs talked about the north American union 20 years ago
References a specific claim about Lou Dobbs discussing a 'north American union' without evidence, presented as historical fact.
@JonInvestor33 Mar 4, 2025
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
Makes a specific factual claim about 1 million Ukrainian temp visas issued at a particular time without providing evidence or context.
dhagos Jun 20, 2025
? sorry but this is fake news we are not divided
? sorry but this is fake news we are not divided
Dismisses the video as 'fake news' and makes a blanket false claim about national division without evidence.
MarisB-o1w Feb 13, 2026
There's a picture with Trump looking at satan in the mirror.
There's a picture with Trump looking at satan in the mirror.
References an unverified conspiratorial image/claim without substantiation.
@JonInvestor33 Mar 4, 2025
Didn't watch it. Was he in blackface again?
Didn't watch it. Was he in blackface again?
Frames as a question but references an unverified/disputed past incident as a factual claim.
@josephfuller8950 Mar 4, 2025
That "safehouse" look like student dormitory. Looks like international students running businesses
That "safehouse" look like student dormitory. Looks like international students running businesses
Makes unsubstantiated claims about international students running illegal businesses from a safehouse.
VinegarMoneyGrows Jan 27, 2026
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes specific factual assertions about geopolitical situations ('Russia has nukes, Ukraine is dead') presented without evidence or sources.
@pjtg024 Mar 4, 2025
This breakup with Canada will be used to justify getting much needed minerals and such from... yes you guessed right, Russia and Ukraine, as soon as we abandon them to the butcher. Their intentions and …
This breakup with Canada will be used to justify getting much needed minerals and such from... yes you guessed right, Russia and Ukraine, as soon as we abandon them to the butcher. Their intentions and motives are incredibly transparent and yet, the streets are not filled with protests, yet. Disband both political parties and start with new push forward with the great experiment of a melting pot society based on democracy where education is the primary moving force.
Presents a specific conspiratorial claim about hidden motives (abandoning Ukraine to Russia for mineral access) without evidence, combined with a call for political restructuring.
@danabennett4330 Mar 4, 2025
All will be staying....
All will be staying....
Makes a factual assertion that undocumented immigrants will remain in Canada without providing evidence or reasoning.
jamesh2459 Jan 15, 2026
Trump Russian agent
Trump Russian agent
Unsubstantiated factual claim about Trump's alleged ties to Russia presented without evidence.
@lukidaniel4666 Mar 4, 2025
YEET THE JEET
YEET THE JEET
Slur-based phrase that appears to mock or demean a specific ethnic group, combining offensive language with potential satirical intent.
nightdad777 Mar 3, 2026
We don’t get groceries or gas from Canada
We don’t get groceries or gas from Canada
Makes a factual assertion about U.S. sourcing of groceries and gas without evidence, implying tariffs are unnecessary.
@CarlosZ34NSM Mar 4, 2025
The Ukrainian gouvernement is a murderer to !!!!
The Ukrainian gouvernement is a murderer to !!!!
Makes an unsubstantiated accusation that the Ukrainian government is murderous, off-topic to the video's focus on Canadian immigration.
@francissicnarf2510 Mar 4, 2025
Trump is capitulating to Putin. Whatever Putin has on Trump, it's got to be VERY compromising!
Trump is capitulating to Putin. Whatever Putin has on Trump, it's got to be VERY compromising!
Makes an unsubstantiated claim about Putin having compromising information on Trump without evidence.
@lorraineortega1031 Mar 4, 2025
I thought this dude resigned from being prime Minister? This idiot has no shot against Trump
I thought this dude resigned from being prime Minister? This idiot has no shot against Trump
Questions Trudeau's legitimacy by claiming he resigned (factually disputed) and dismisses his ability to oppose Trump.
@bruceellenburg429 Mar 4, 2025
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
Appears to mock or reference a false/inflammatory statement about an entire continent while using laughter, blending misinformation with satire.
campaigner1016 Jan 28, 2026
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
Presents an unsubstantiated conspiracy theory about Trump being influenced to destroy Western institutions.
@Dominomfer Mar 4, 2025
Half truths. The fent as well as illegals don't cross those borders hes talking about. The smugglers know the weak points of that 4,000 mile stretch. This is like a little league player challenging Jordan. …
Half truths. The fent as well as illegals don't cross those borders hes talking about. The smugglers know the weak points of that 4,000 mile stretch. This is like a little league player challenging Jordan. They Need Us. We are finally taking advantage of all economic streams as we should. The Taxpayers deserve a break. Subsidize our people with the money we send abroad and grow our economy, it's our money.
Presents specific factual claims about fentanyl and illegal border crossings without evidence, combined with economic arguments about taxpayer benefits.
@kennyblancocashville Mar 4, 2025
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Discourse Taxonomy

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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

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)