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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 65 of 162
are you fucking kidding with that sponsor its literally a huge scam being promoted by bots which literally tries to steal your accounts on stuff fucking idiot
are you fucking kidding with that sponsor its literally a huge scam being promoted by bots which literally tries to steal your accounts on stuff fucking idiot
Makes unsubstantiated claims about a sponsor being a scam and calls out the video creator.
refund763 Jan 29, 2026
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all …
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all big white countries they just wanna turn people against because there’s a growth in their people
Alleges the video is propaganda designed to manipulate public opinion against specific groups while defending Indians, combining conspiracy thinking with identity claims.
R4ZAR4 Jan 29, 2026
khalisthan is terrrist organization
khalisthan is terrrist organization
Makes a political/security claim about Khalistan without context or evidence, appearing to conflate a political movement with terrorism.
AMARKUMAR-de9ow Jan 29, 2026
8:42 same thing as in Minnesota with the scamali They scam here to pay their political-terrorist agenda “back home” 🚩
8:42 same thing as in Minnesota with the scamali They scam here to pay their political-terrorist agenda “back home” 🚩
Makes unsubstantiated claims linking immigrants to scams and political-terrorist agendas without evidence.
ElizabetaDante Jan 27, 2026
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so …
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again.”
Anecdotal story containing stereotypical and dehumanizing claims about Indian people presented as fact.
Babarwrrite Jan 29, 2026
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Duplicate anecdotal story with stereotypical and dehumanizing claims presented as factual testimony.
Babarwrrite Jan 29, 2026
And all 2.9 had a child to stay here…. Or seek asylum… they wanted to circumnavigate the immigration system… deport them all and the children they have!
And all 2.9 had a child to stay here…. Or seek asylum… they wanted to circumnavigate the immigration system… deport them all and the children they have!
Makes unsupported claim that 2.9 million immigrants had children to circumvent immigration system, presented as fact.
knganth3m Jan 15, 2026
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
Abusive comment with ethnic slurs and false accusations, combined with meta-commentary about other commenters' behavior.
MyReply_MyChannelBio_forPjeets Jan 29, 2026
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
Makes false equivalence between China's one-child policy and population control, misrepresenting facts and applying them to India.
sameaulahad2824 Jan 29, 2026
They are friends behind closed doors! \nWake up people your being played its how they stay in power and wealth and you stay in poverty and hardship fear and worry.\nSeriously guys are you really that …
They are friends behind closed doors! \nWake up people your being played its how they stay in power and wealth and you stay in poverty and hardship fear and worry.\nSeriously guys are you really that stupid to believe the nonsense you see on the tv and radio,
Presents unsubstantiated conspiracy theory that leaders are secretly allied to maintain power and wealth inequality.
@drewred5744 Mar 4, 2025
And 2.8 million will simply hang around.
And 2.8 million will simply hang around.
Presents a specific numerical claim (2.8 million immigrants remaining) without evidence to suggest policy failure.
g.w.7893 Jan 15, 2026
400,000? IT WAS 800 THOUSAND BY MAY!!!!
400,000? IT WAS 800 THOUSAND BY MAY!!!!
Presents a specific factual claim (immigration numbers doubled to 800k by May) without evidence, contradicting the video's figures.
imagemaker6593 Jan 6, 2026
These are fraud colleges opened to solicite money inthe name of Canadian university
These are fraud colleges opened to solicite money inthe name of Canadian university
Makes an unsubstantiated claim that colleges are fraudulent schemes designed to solicit money.
Form_Evolve_Invent_India Jan 29, 2026
Trump and the Republicans have sold out to Putin.
Trump and the Republicans have sold out to Putin.
Makes a specific factual assertion about Trump and Republicans' alleged collusion with Putin without supporting evidence.
@david4096 Mar 4, 2025
These Indian only hire their own people and discriminate against others
These Indian only hire their own people and discriminate against others
Makes a sweeping, unsubstantiated claim about discriminatory hiring practices by Indian business owners without evidence.
thetruth392 Jan 29, 2026
A student visa is totally fraud they are just enrolled students for immigration only.
A student visa is totally fraud they are just enrolled students for immigration only.
Makes a sweeping, unsubstantiated claim that student visas are fraudulent schemes without evidence.
MullBatoora-kf6cj Jan 29, 2026
Brampton has a monkey man statue, So they are monkeys? Makes sense.
Brampton has a monkey man statue, So they are monkeys? Makes sense.
Makes a dehumanizing false claim using a statue as fabricated evidence of demographic characteristics.
glennpritchard274 Jan 29, 2026
they still poo on streets
they still poo on streets
Makes a specific dehumanizing factual claim about immigrant behavior without evidence, targeting a particular group.
IsmailPainedeCirc Jan 27, 2026
8:52 their god looks like a Monkey
8:52 their god looks like a Monkey
Offensive, dehumanizing stereotype presented as fact, referencing a specific timestamp in the video.
NoahMyers Jan 28, 2026
no wonder young immigrates do so much crime, parents have no cutler on what the west is like because every place suits them.
no wonder young immigrates do so much crime, parents have no cutler on what the west is like because every place suits them.
Unsubstantiated causal claim linking immigrant parenting to crime, expressing demographic anxiety.
CherryNecessary Jan 28, 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)