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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 122 of 162
Trump isn't being played by Putin. Trump is playing with Putin; they are partners.
Trump isn't being played by Putin. Trump is playing with Putin; they are partners.
Makes a specific factual assertion about Trump and Putin's relationship without evidence, presenting it as established fact.
@JoyceElFer Mar 4, 2025
Trump’s intention is to raid the American economy for his own personal financial interests. Regardless of the fallout on the American people or the world.
Trump’s intention is to raid the American economy for his own personal financial interests. Regardless of the fallout on the American people or the world.
Makes an unsubstantiated claim about Trump's personal financial motivations driving policy decisions.
@stephenchen2290 Mar 4, 2025
All the low quality colleges, universities are full of them!
All the low quality colleges, universities are full of them!
Makes an unsubstantiated claim that educational institutions are 'full of' immigrants (implied low-quality students), without providing evidence or context.
HunCan0809 Oct 3, 2025
You are lying about the minerals,Trudeau has nothing on the table for this
You are lying about the minerals,Trudeau has nothing on the table for this
Makes a specific factual assertion ('Trudeau has nothing on the table') about mineral negotiations without evidence, framed as a direct contradiction.
@KennethSharpe-d7q Mar 4, 2025
Brampton = organized crime... wars 4
Brampton = organized crime... wars 4
Makes an unsubstantiated factual claim linking a specific city to organized crime without evidence.
bramptoncrimevideos Oct 7, 2025
So sad Trump has chosen Putin
So sad Trump has chosen Putin
Unsubstantiated claim that Trump has chosen Putin, presented as factual assertion without evidence.
@jordan5469 Mar 4, 2025
The media sides with anybody who criticises Trump, the president knows what hes doing, look at what the chinese did to our granite construction products, dump cheap crap to put our ppl out of business, …
The media sides with anybody who criticises Trump, the president knows what hes doing, look at what the chinese did to our granite construction products, dump cheap crap to put our ppl out of business, Canada does this as well, you have to explore things between the lines, why is Trudeau spreading fear if this wasnt going to benefit our country?
Makes specific factual claims about Chinese dumping and Trudeau's motives without evidence, combined with economic concerns about job loss.
@stephenokeefe7068 Mar 4, 2025
Jagmeet Singh brought in his kind and ruined the country!!
Jagmeet Singh brought in his kind and ruined the country!!
Makes a specific factual claim that Jagmeet Singh brought in 'his kind' and caused national harm without evidence.
anildaita Oct 15, 2025
The job loss is on purpose. Trump and Elon want the Federal Interest rate to go down and the fed won’t do it without job numbers going down drastically. Canada is playing into Elon and …
The job loss is on purpose. Trump and Elon want the Federal Interest rate to go down and the fed won’t do it without job numbers going down drastically. Canada is playing into Elon and Trump’s hands. The job losses will help them borrow more money to destroy Democracy with and replace it with a techno-feudal system that will make us envy Soviet citizens ?‍?
Makes specific conspiratorial claims about Trump and Elon deliberately causing job losses to manipulate interest rates and destroy democracy without evidence.
@nothing-to-seeth-here Mar 4, 2025
Lets hope they aren't getting cdls there too. Durka durka durka durka durka durka durka
Lets hope they aren't getting cdls there too. Durka durka durka durka durka durka durka
Racist stereotype and mock language presented as commentary, combining false claims with dehumanizing satire.
Burneygames Jan 27, 2026
Id have to guess that most of Canadians stand with America! They want to join as the 51st state!
Id have to guess that most of Canadians stand with America! They want to join as the 51st state!
Makes an unsubstantiated factual claim about what 'most Canadians' want without evidence.
@trickyricky9332 Mar 4, 2025
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
Makes vague, unsubstantiated claims about surveillance networks and Indian nationals without factual basis.
JoshGaz-dp6hy Jan 27, 2026
Russia should take it's old soviet satellite countries. China can have Taiwan. America unites the contenent. Canada and Mexico become the new US territories. This is the new world order to come. You can't fight …
Russia should take it's old soviet satellite countries. China can have Taiwan. America unites the contenent. Canada and Mexico become the new US territories. This is the new world order to come. You can't fight the future. Resistance is futile.
Presents conspiracy-theory-like claims about geopolitical reorganization and a 'new world order' without evidence.
@Harry_Tick Mar 4, 2025
For me, discovering this channel was amazing! First, he exposed false megachurch preachers, then he exposed the New York welfare jews, and now this!? I love this guy!
For me, discovering this channel was amazing! First, he exposed false megachurch preachers, then he exposed the New York welfare jews, and now this!? I love this guy!
References stereotypical conspiracy framing ('welfare jews') alongside praise for the channel's exposés.
ConcordiaNinten Jan 27, 2026
Wait till they start exposing the scam colleges and the scam Indian trucking licenses.
Wait till they start exposing the scam colleges and the scam Indian trucking licenses.
Alludes to alleged scams involving Indian educational institutions and fraudulent trucking credentials without evidence.
Saundyss Jan 27, 2026
Now, Canada will gonna lose 200B subsidy from “Donald” that DOGE found out.
Now, Canada will gonna lose 200B subsidy from “Donald” that DOGE found out.
Makes a specific factual claim about Canada losing a $200B subsidy without providing evidence or source.
@amerpinay6082 Mar 4, 2025
Americans 76% not in favor of tariffs
Americans 76% not in favor of tariffs
Specific factual claim about American public opinion on tariffs presented without source or evidence.
@bigdslots998 Mar 4, 2025
Trump is a Russian, working on Putin's behest destroying relationships with allies
Trump is a Russian, working on Putin's behest destroying relationships with allies
Makes an unsubstantiated factual claim that Trump is a Russian agent working for Putin without evidence.
@stevenson68478 Mar 4, 2025
Trudeau keeps saying Canada is the US’s closest partner and ally. Hasn’t the US proved in the last year and a half at least that it’s actually “israel”?\n\nPlus with the US in trillion dollar debt, …
Trudeau keeps saying Canada is the US’s closest partner and ally. Hasn’t the US proved in the last year and a half at least that it’s actually “israel”?\n\nPlus with the US in trillion dollar debt, and billion dollar obligations to israel, how else must they keep up? Tariffs on other countries! ? the art of the deal.
Makes specific factual claims about US debt obligations to Israel and tariff motivations without evidence, framed as policy critique.
@souduke Mar 4, 2025
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Makes an unsubstantiated claim that immigration deals are tied to India's economic power without evidence.
RayMurphy-i1o Jan 27, 2026
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Discourse Taxonomy

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Category Distribution

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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)