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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 124 of 162
Fake college is came up by Canadians
Fake college is came up by Canadians
Comment makes a vague, unsubstantiated claim about fake colleges without evidence or context, appearing to be a conspiracy-like assertion.
user-iz2rm1kh8h Jan 27, 2026
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
Commenter defends against a stereotypical claim about Indian people while simultaneously referencing a specific (unverified) incident, mixing identity defense with factual assertion.
Dhanvin-m4x Jan 27, 2026
We can do our own taxes .It’s all about control
We can do our own taxes .It’s all about control
Presents unsubstantiated claim that tax policy is about government control rather than legitimate revenue collection.
daisytapp4622 Jan 6, 2026
People have very short memories, this guy is a globalist shill...
People have very short memories, this guy is a globalist shill...
Makes an unsubstantiated character claim ('globalist shill') without evidence, combining conspiracy-adjacent language with criticism.
@PeteLogan101 Mar 4, 2025
The new rules are someone born in India can be considered a citizen for healthcare and education
The new rules are someone born in India can be considered a citizen for healthcare and education
Makes a specific factual claim about new citizenship rules without evidence or context.
johngalt3940 Jan 15, 2026
Donald is never a smart guy. He is Putin's robot.
Donald is never a smart guy. He is Putin's robot.
Unsubstantiated claim that Trump is controlled by Putin presented as fact.
@gee7092 Mar 4, 2025
Isn't Trudeau the same guy who invited a real Ukrainian Nazi WW 2 veteran in his nation? Um yeah. Isn't Trudeau the same guy who wore black face in college? Yes he did it \n …
Isn't Trudeau the same guy who invited a real Ukrainian Nazi WW 2 veteran in his nation? Um yeah. Isn't Trudeau the same guy who wore black face in college? Yes he did it \n Isn't Trudeau the same fascist who stole working class Canadians during COVID bullshit? Yes \n Ok keep it real, Trump's a duchebag like Biden and as a independent voter in America I'm just saying we get the shit sandwich lemmings in both nations voted for or were the only options allowed
Commenter makes multiple specific factual assertions (Nazi veteran invitation, blackface, COVID lockdown theft) presented without evidence, framed as rhetorical questions.
@xenosmann831 Mar 4, 2025
5:32 I mean he's not right, but he's not wrong. I just looked it up. I searched, what is the average IQ in sub-Saharan Africa, and it's 68 to 80, with adjusted scoring points to …
5:32 I mean he's not right, but he's not wrong. I just looked it up. I searched, what is the average IQ in sub-Saharan Africa, and it's 68 to 80, with adjusted scoring points to figures closer to 66 to 69
Presents specific IQ statistics as factual claims to support a racial hierarchy argument, though framed as research.
ItsThe675 Jan 27, 2026
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
Makes an unsubstantiated claim that Trump is a Russian asset/Putin's candidate without evidence.
@jizziejustin Mar 4, 2025
That is a rouse from trump , had nothing to do with fentanyl, trump wants Canada’s resources for his maga
That is a rouse from trump , had nothing to do with fentanyl, trump wants Canada’s resources for his maga
Asserts without evidence that tariffs are a pretext for resource extraction, presenting a conspiracy theory.
@desdesormeaux6206 Mar 4, 2025
Doing taxes for 1 millions canadians, its just practise. Soon it will be for everyone
Doing taxes for 1 millions canadians, its just practise. Soon it will be for everyone
Makes a specific factual claim about tax administration scaling to all Canadians without evidence, presented as an alarming prediction.
NSER164 Jan 15, 2026
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and …
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and it’s so easy for them. Then they cannot read or speak English and they are hauling 80k lbs death machines
Presents specific factual claims (75% of drivers from other countries, language barriers, safety risks) without evidence, framed as a security concern.
CamjProductions Jan 27, 2026
The effects on trucking that widespread Indian mass immigration could fill a whole video and that Polish guy only touched on the license sharing lol
The effects on trucking that widespread Indian mass immigration could fill a whole video and that Polish guy only touched on the license sharing lol
Makes specific claim about Indian mass immigration filling trucking sector without evidence, framed as factual assertion.
TheChekan Jan 14, 2026
Trump is not being fooled by Russia, he loves everything Putin says and does. They're his allies, now.
Trump is not being fooled by Russia, he loves everything Putin says and does. They're his allies, now.
Makes a specific factual assertion about Trump's relationship with Putin without evidence, framing them as allies.
@RGEtienne Mar 4, 2025
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Makes specific factual claim about Trump breaking trade deals and unsubstantiated allegation about Russian payroll without evidence.
@PhilLevesque-g6u Mar 4, 2025
Wake up citizens of the world..stop eating up the narrative forced upon you...open your eyes and truly investigate what lies deep beneath!! This guy and the rest of the world (EU) are full of crap …
Wake up citizens of the world..stop eating up the narrative forced upon you...open your eyes and truly investigate what lies deep beneath!! This guy and the rest of the world (EU) are full of crap and gaslighting you to no end!!!
Makes vague conspiratorial claims about hidden truths and gaslighting by world leaders without specific evidence.
@ronellerheeder1992 Mar 4, 2025
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
Makes unsubstantiated claims about de-dollarization and U.S. financial capacity without evidence.
@AshishBagade-hv4el Mar 4, 2025
You wont see or hear for them because Trump and JD are hiding now !
You wont see or hear for them because Trump and JD are hiding now !
Makes a specific factual assertion about Trump and JD hiding without evidence, presented as conspiracy-like claim.
@michelehansen1653 Mar 4, 2025
Tredeau and Zelenski are brothers. They both need US dollars to exist. If we quit feeding them will they go away??
Tredeau and Zelenski are brothers. They both need US dollars to exist. If we quit feeding them will they go away??
Makes unsubstantiated claims about Trudeau and Zelenski's financial dependence on US dollars, framed as a rhetorical question.
@ZachG0311 Mar 4, 2025
sikhs dont eat cow poo like the hindus do.
sikhs dont eat cow poo like the hindus do.
Makes a derogatory factual claim about Hindu practices without evidence, framed as comparative identity distinction.
jannahreminders4310 Jan 27, 2026
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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)