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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 155 of 162
This is absolute lies.
This is absolute lies.
Blanket accusation of falsehood without specific evidence, suggesting the video or claims are dishonest.
dougmackinnon5346 Dec 29, 2025
His Mistress always stands besides this ?
His Mistress always stands besides this ?
Makes an unsubstantiated personal claim about a political figure's relationship without evidence.
@gsoodhm Mar 5, 2025
We knew this for. Years we sell pple
We knew this for. Years we sell pple
Cryptic statement suggesting prior knowledge of unspecified wrongdoing without evidence or clarity, characteristic of conspiracy-adjacent discourse.
pophome969 Jan 28, 2026
Trump and Putin really scooping the Nazi Swamp of the Globe
Trump and Putin really scooping the Nazi Swamp of the Globe
Makes an unsubstantiated conspiratorial claim about Trump and Putin's intentions regarding a 'Nazi Swamp,' presented without evidence.
@Noah_bsl33 Mar 5, 2025
Durka durka
Durka durka
Appears to be a mocking ethnic stereotype or slur with no substantive content, representing fabricated/offensive characterization.
Whatsgoinonhere Jan 28, 2026
What is CHINA doing to stop the flow of Fentanyl? Hmmmm. Profit.
What is CHINA doing to stop the flow of Fentanyl? Hmmmm. Profit.
Makes an unsubstantiated claim about China's role in fentanyl trafficking and profit motives without evidence.
@Blumack21 Mar 4, 2025
HE IS SO RIGHT OUR FELON IN CHIEF IS IN BED LITERALY WITH RUSSIA, STARTING WITH THE FIRST WIFE, AND NOW HE HAS A STRONGER HANDLER.........MELA......
HE IS SO RIGHT OUR FELON IN CHIEF IS IN BED LITERALY WITH RUSSIA, STARTING WITH THE FIRST WIFE, AND NOW HE HAS A STRONGER HANDLER.........MELA......
Makes unsubstantiated claims about a political figure's alleged criminal status and foreign entanglements without evidence.
@oldschoolnewventure845 Mar 4, 2025
you guys know exactly why people at the top doing what they r doing.
you guys know exactly why people at the top doing what they r doing.
Vague insinuation of conspiracy without evidence, suggesting hidden motives behind immigration policy without substantiation.
Duriyod Jan 27, 2026
Do ever bend down too don the con it's a smoke sreen
Do ever bend down too don the con it's a smoke sreen
Vague assertion that something is a 'smoke screen' without evidence, though the claim is unclear and poorly articulated.
@markpeachey7942 Mar 4, 2025
4:16 You don't have upper class Indians there , it's a myth that Indians are dirty
4:16 You don't have upper class Indians there , it's a myth that Indians are dirty
Challenges a stereotype with a counter-claim about Indian class composition, though the framing suggests defensive identity assertion.
KNOWING_EYES Feb 7, 2026
They made a special place near Toronto where they spread cremated remains into the waterway.
They made a special place near Toronto where they spread cremated remains into the waterway.
States a specific factual claim about cremation practices near Toronto without evidence, presented as problematic.
madelinebock6469 Aug 29, 2025
Wait until Canada gets their new NATO bill
Wait until Canada gets their new NATO bill
Vague assertion about a future 'NATO bill' without evidence or specifics, presented as factual prediction.
@TheThirdEye38 Mar 4, 2025
Obviously a lot of $$$ were made lol .. by vested interests who opened the gates ? 😁
Obviously a lot of $$$ were made lol .. by vested interests who opened the gates ? 😁
Makes vague conspiratorial claim about financial interests profiting from immigration policy without specifics, with sarcastic tone.
jay1645 Jun 23, 2025
Trump and Vance are so thick they do not know that Russia is an ally of Iran, North Korea, the Taliban and various other scum.
Trump and Vance are so thick they do not know that Russia is an ally of Iran, North Korea, the Taliban and various other scum.
Makes specific factual assertion about geopolitical alliances (Russia-Iran-North Korea) presented without evidence to support criticism.
@hamishmcfenda4197 Mar 4, 2025
I will bet you 1,000,000,000 CANADIAN DOLLARS, THAT THE FREE SWEETS YOU WERE GIVEN FOR FREE ARE 100% EXPIRED, I GUARANTEE IT, CHECK IT, PLEASE.
I will bet you 1,000,000,000 CANADIAN DOLLARS, THAT THE FREE SWEETS YOU WERE GIVEN FOR FREE ARE 100% EXPIRED, I GUARANTEE IT, CHECK IT, PLEASE.
Makes a specific factual claim about expired food without evidence, though the hyperbolic tone suggests possible satire.
GREGH01. Nov 13, 2025
Both alcoholism and drug abuse was up under the trump administration during the pandemic. The fentanyl epidemic is due to buyers using fentanyl not to gangs selling fentanyl. You could have all the fentanyl in …
Both alcoholism and drug abuse was up under the trump administration during the pandemic. The fentanyl epidemic is due to buyers using fentanyl not to gangs selling fentanyl. You could have all the fentanyl in the world but if you don't have any buyers you won't make any sales. Second Amendment trump and the gang of Republicans.
Makes specific factual claims about drug abuse trends under Trump and fentanyl causation without evidence, presented as fact.
@myberney Mar 4, 2025
Tough talk from a SISSY who was trading friendship brackets with TEENAGE LITTLE GIRLS, at a Taylor Swift concert in Toronto, while Palestinian reprobates were rioting in Montreal. TRU-dough didn’t start real changes at the …
Tough talk from a SISSY who was trading friendship brackets with TEENAGE LITTLE GIRLS, at a Taylor Swift concert in Toronto, while Palestinian reprobates were rioting in Montreal. TRU-dough didn’t start real changes at the US/Cdn ( states borders ) until TRUMP trumped the drama school teacher ! So says a Canada who will vote TRUMP ! Seems that TDS has seriously infected the Castro Frog.
Contains multiple unsubstantiated claims about the Prime Minister's behavior and political motivations, mixed with identity-based criticism.
@LouisCraig-n1j Mar 4, 2025
Takeovers by oligarchs
Takeovers by oligarchs
Makes a vague factual assertion about oligarch 'takeovers' without evidence, though context is unclear.
@sandracawthern327 Mar 4, 2025
Understand ?? 1st FTR??. Deep state is big mad? they are reaching out and plotting against our country to all countries because—- this is a change that no longer are these countries going to take …
Understand ?? 1st FTR??. Deep state is big mad? they are reaching out and plotting against our country to all countries because—- this is a change that no longer are these countries going to take advantage of ?? . Get in line ?? . We the people don’t give a dam about countries who take advantage of us!!!!!! It’s over.
Makes unsubstantiated claims about 'deep state' plotting and countries taking advantage, mixed with nationalist sentiment and vague accusations.
@georgelatham1162 Mar 4, 2025
To śmierdziele !!!!
To śmierdziele !!!!
Polish-language slur expressing xenophobic sentiment without substantive argument; appears to be inflammatory name-calling.
Duszan1Duszan Mar 2, 2026
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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)