Research Tools
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
The term "Racism" doesn't exist anymore.
The term "Racism" doesn't exist anymore.
Demonstrably false claim that racism no longer exists, contradicted by extensive evidence and social reality.
Unverified Claim
0.75
BasedMisatoSpeaks1488
Jan 28, 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
Iv seen multiple fake colleges in the gta
Iv seen multiple fake colleges in the gta
Claims about fake colleges are presented as fact without evidence, characteristic of misinformation, though could relate to policy concerns.
oouziii4679
Jan 28, 2026
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING …
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING SCHOOL,BUT THESE SCHOOL DON'T GIVE BACK MONEY TO THE STUDENT,THEY ALSO DRIVE BAD TO SCAM AND STEAL MONEY FROM INSURANCE COMPAGNIES
Commenter makes sweeping generalizations about Indians as scammers, mixing personal anecdote with unsubstantiated claims about an entire group.
ibelongtojesus1292
Jan 27, 2026
Im genuinely concerned tyler is going to start getting gangstalked for.exposing the klageri plan so publically.
Im genuinely concerned tyler is going to start getting gangstalked for.exposing the klageri plan so publically.
References a conspiracy theory ('klageri plan') and expresses unfounded fear of retaliation against the video creator.
WallahWallah271
Jan 28, 2026
“I will go next month” let’s be honest…. No you will not…. You’ll overstay like a lot of them 🙂
“I will go next month” let’s be honest…. No you will not…. You’ll overstay like a lot of them 🙂
Implies immigrants systematically overstay visas without evidence, expressing demographic anxiety through unverified generalization.
josh.r.k
Jan 28, 2026
Imported liberal party voters. US tried to do the same during the last administration
Imported liberal party voters. US tried to do the same during the last administration
Makes an unsubstantiated claim that immigrants are deliberately imported to influence voting patterns, suggesting a conspiracy theory.
Unverified Claim
0.75
FA-cm9ef
Jan 28, 2026
You missed a chance, take a dip into the rivers and seas and you'll see one of their statues staring at you.
You missed a chance, take a dip into the rivers and seas and you'll see one of their statues staring at you.
Cryptic reference to alleged statues in water appears to reference unsubstantiated conspiracy claims about religious symbols or bodies.
IceFreaksD
Jan 27, 2026
Shhh we're not supposed to talk about the college scam....
Shhh we're not supposed to talk about the college scam....
Comment alludes to an alleged 'college scam' without evidence while suggesting suppression of discussion, implying a conspiracy narrative.
neckcuttaxxx1632
Jan 29, 2026
Alot are trafficking here in canada including corrupt police but they doing it mostly too homeless and disabled
Alot are trafficking here in canada including corrupt police but they doing it mostly too homeless and disabled
Makes unsubstantiated claims about trafficking and police corruption without evidence, combining alarmism with false assertions.
christwoodtree
Jan 29, 2026
Thanks to justin and mark carney!!! 2030 agenda
Thanks to justin and mark carney!!! 2030 agenda
Makes conspiratorial claims linking Trudeau and Mark Carney to the UN's 2030 Agenda without substantiation.
ShitboxNation
Jan 27, 2026
You want views, let's hate India
You want views, let's hate India
Accuses the creator of fabricating anti-India sentiment for views, implying the video contains false or exaggerated claims.
LIVEGONOW
Jan 29, 2026
The Khslistan movement is a fraud for immigration only to seek asylum.
The Khslistan movement is a fraud for immigration only to seek asylum.
Makes a sweeping, unsubstantiated claim that a political movement is fraudulent and motivated solely by immigration/asylum seeking.
MullBatoora-kf6cj
Jan 29, 2026
Jeez, when will the world realise that the US is now a puppet of Russia, just like it's a puppet of Israel. I think Canada and the rest of the world should take this opportunity …
Jeez, when will the world realise that the US is now a puppet of Russia, just like it's a puppet of Israel. I think Canada and the rest of the world should take this opportunity to create new trade deals and lean-in to a new world order. The sooner world leaders accept this, the sooner the US can get on with imploding.
Makes unsubstantiated claims about US being a puppet of Russia and Israel, while suggesting geopolitical strategy for Canada.
@mannyloupas607
Mar 4, 2025
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Commenter accuses the video creator of spreading misinformation, though the claim itself is vague and somewhat sarcastic in tone.
Diwakarranaedix
Jan 29, 2026
There are 3.4 million Chinese in Canada
There are 3.4 million Chinese in Canada
States a specific demographic statistic ('3.4 million Chinese in Canada') presented without source or context, characteristic of unverified claims.
Unverified Claim
0.75
JZ850
Oct 10, 2025
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Makes unsubstantiated claims about Trump's foreign policy intentions and alleged ties to hostile actors.
@A.P.-dq6xk
Mar 4, 2025
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Makes unsubstantiated claims about Trump's alleged ties to Putin and intentions to harm North America.
@johngarza642
Mar 4, 2025
Criminal immigrant frauds ruined our systems
Criminal immigrant frauds ruined our systems
Makes a specific factual claim that 'criminal immigrant frauds ruined our systems' without evidence, presented as established fact.
IndependentIndigenousNews
Oct 9, 2025
hindu percent is just 2.3 and sikhs just 2.1 so total 4.4 that too just in brampton or greater tornto but muslims illegal immigrants refugees muslim refugess they make up 5 percent they go ghettos …
hindu percent is just 2.3 and sikhs just 2.1 so total 4.4 that too just in brampton or greater tornto but muslims illegal immigrants refugees muslim refugess they make up 5 percent they go ghettos and all but still they arent blamed
Presents specific demographic statistics and claims about illegal immigration and ghettoization without evidence, making factual assertions that appear fabricated or misleading.
johnnysins-q2s
Oct 5, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)