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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 140 of 162
They are HUGE fraudsters here
They are HUGE fraudsters here
Makes a sweeping, unsubstantiated claim about fraud targeting a specific ethnic group without evidence or context.
ivorypoacherplays Jan 28, 2026
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Makes unsubstantiated claims about fentanyl being 'nonsense' and asserts without evidence that Trump/Vance/Musk's motives are purely power/money-seeking.
@PamWaker Mar 4, 2025
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Contains offensive stereotypes and fabricated claims about nationalities, presented with sarcastic tone.
decoloniz_afro Jan 29, 2026
16:51 he is not speaking Punjabi thats Hindi . This whole operation thing is fake
16:51 he is not speaking Punjabi thats Hindi . This whole operation thing is fake
The commenter makes a factual claim about language identification and dismisses the video's authenticity without clear evidence.
udaysingh-wr2kw Jan 29, 2026
Tramp learns tnings from the best friend Putin?
Tramp learns tnings from the best friend Putin?
Makes an insinuating claim about Trump learning from Putin without evidence, presented with sarcastic tone.
@alinaashubaeva6852 Mar 4, 2025
Americas uranium for its nuclear weapons comes from Canada. Putin must be loving this
Americas uranium for its nuclear weapons comes from Canada. Putin must be loving this
Makes a speculative claim about uranium and geopolitical consequences without substantiation, expressing security anxiety.
@nataliet8881 Mar 4, 2025
He is just lieing we don't need shit from canada
He is just lieing we don't need shit from canada
Makes an unsubstantiated factual claim ('we don't need shit from canada') presented without evidence.
@benshreve9683 Mar 4, 2025
Trump Lost his mind after lining up with Putin and Russia ???
Trump Lost his mind after lining up with Putin and Russia ???
Makes a specific factual claim about Trump's mental state and alleged alignment with Putin without evidence.
@irinabraunwarth1505 Mar 4, 2025
Am Canadian and what happened shouldn’t have happened as friends. However one thing I do understand is Trump is getting out the paedophilia and trespassers these are great things.
Am Canadian and what happened shouldn’t have happened as friends. However one thing I do understand is Trump is getting out the paedophilia and trespassers these are great things.
Asserts unsubstantiated claims about Trump removing 'paedophilia and trespassers' without evidence while framing as factual.
@michelleciardullo9246 Mar 4, 2025
This man is trying to turn Americans against Trump \n\nDemocrats are behind all of this
This man is trying to turn Americans against Trump \n\nDemocrats are behind all of this
Makes unsupported factual claim that Democrats are orchestrating anti-Trump sentiment without evidence.
@rafealrafeal6716 Mar 4, 2025
It would make perfect sense if Trump was a Putin operative
It would make perfect sense if Trump was a Putin operative
Presents a specific conspiratorial claim (Trump as Putin operative) without evidence or substantiation.
@happyglass8698 Mar 4, 2025
Trump is doing Putin's business.
Trump is doing Putin's business.
Makes a specific factual assertion about Trump's allegiance to Putin without supporting evidence.
@frogblues Mar 4, 2025
The world hates the USA?
The world hates the USA?
Presents a broad factual claim about global sentiment toward the USA without evidence, framed as a question.
@Kathryngetman Mar 4, 2025
Let's be clear. Nobody outside the US thinks Donald is a smart man.
Let's be clear. Nobody outside the US thinks Donald is a smart man.
Presents a generalized factual claim about international opinion without evidence, though phrased as common knowledge.
@kriswillems5661 Mar 4, 2025
Soon we gonna see 50%
Soon we gonna see 50%
Vague claim about a future demographic or statistical threshold ('50%') presented without context or evidence, suggesting alarmism.
@MrChand12 Mar 5, 2025
These Tarrifs are Part of Putin's attack on the West, carried out by his chief operative. Thats' the only way it makes sense! Scrap these border investments, there is no problem to solve, and Canada …
These Tarrifs are Part of Putin's attack on the West, carried out by his chief operative. Thats' the only way it makes sense! Scrap these border investments, there is no problem to solve, and Canada can better use the money now!
Makes an unsubstantiated conspiracy claim linking tariffs to Putin while critiquing border investment policy.
@johnadey3696 Mar 5, 2025
USA government is looking for revenue to put into the federal crypto reserves to make the oligarchs richer
USA government is looking for revenue to put into the federal crypto reserves to make the oligarchs richer
Makes unsupported conspiratorial claim about US government motives (crypto reserves, oligarch enrichment) without evidence.
@patriciapanone940 Mar 4, 2025
Everyone from other countries uses Canada as a trampoline.
Everyone from other countries uses Canada as a trampoline.
Makes a generalized factual claim about immigrants using Canada without evidence or specifics.
@RyanRoss-w5k Mar 5, 2025
Donald trump actively trying to turn America into a third world country
Donald trump actively trying to turn America into a third world country
Presents a specific factual claim about Trump's actions without evidence, framed as a threat to national status.
PowyMeowy Dec 9, 2025
MAGA is a cult, and it's leader is a Russian puppet
MAGA is a cult, and it's leader is a Russian puppet
Makes specific factual claim that MAGA is a cult and Trump is a Russian puppet without evidence, presented as assertion.
@zimti7390 Mar 5, 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)