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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 117 of 162
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
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Claims someone is lying about their identity/language origin, mixing factual dispute with identity-based framing.
Khalsasingh1256 Jan 28, 2026
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Makes unsubstantiated statistical claims about rape rates and racial groups to counter perceived bias.
jclarke18 Jan 28, 2026
Ok one thing, you do NOT want Indians working construction... For the rest yeah all good, they obviously want to get into the USA.
Ok one thing, you do NOT want Indians working construction... For the rest yeah all good, they obviously want to get into the USA.
Makes a stereotypical generalization about Indian workers' competence while acknowledging broader immigration concerns.
wilMar7218 Jan 27, 2026
For anyone who doesn't know this already Taqiyya (or taqiyyah) is an Islamic legal, primarily Shia, concept allowing Muslims to conceal their faith or outwardly conform to a different religion when under threat of severe …
For anyone who doesn't know this already Taqiyya (or taqiyyah) is an Islamic legal, primarily Shia, concept allowing Muslims to conceal their faith or outwardly conform to a different religion when under threat of severe persecution, injury, or death
Presents a selective and misleading definition of Taqiyya designed to suggest Muslims inherently practice religious deception, a common anti-Muslim conspiracy trope.
14BritainXIV Jan 28, 2026
The Canadian politician and official became part of khalistani scam to rob Canada blind on refugee support. People from Punjab spend a lot of money to agents to handle bribes and cost.
The Canadian politician and official became part of khalistani scam to rob Canada blind on refugee support. People from Punjab spend a lot of money to agents to handle bribes and cost.
Makes unsubstantiated claims about corruption involving Punjabi immigrants and government officials without evidence.
kousiksarkar9627 Jan 28, 2026
Its not the government that “allows” it, its the bankers
Its not the government that “allows” it, its the bankers
Conspiracy theory claiming bankers rather than government control immigration policy, a common unfounded claim.
yknows3158 Jan 28, 2026
@3:51 companies actual get subsidized for hiring immigrants. My aunty actually wrote her name down on her resume as Indian sounding and she got an interview right away! lol
@3:51 companies actual get subsidized for hiring immigrants. My aunty actually wrote her name down on her resume as Indian sounding and she got an interview right away! lol
Presents an anecdotal story as evidence of hiring discrimination/subsidies, mixing personal narrative with an unverified claim about corporate hiring practices.
leifrace1496 Jan 27, 2026
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Makes derogatory claims about intelligence and nationality while containing incoherent accusations, mixing false generalizations with identity-based attacks.
Srinivas-vf6lz Jan 28, 2026
100 K of Indian ppl with fake certificates were caught in Australia 😂
100 K of Indian ppl with fake certificates were caught in Australia 😂
Unverified claim about fake certificates with laughing emoji; likely exaggerated or false statistic presented as fact.
Amjan-b7g Jan 27, 2026
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Makes exaggerated or false claims about government benefits for immigrants while Canadian citizens work harder.
dalmatiandevilTV Jan 27, 2026
they are acting like the bad drivers is because people aren't "focused". no they have fraud licenses LMAO
they are acting like the bad drivers is because people aren't "focused". no they have fraud licenses LMAO
Makes an unsubstantiated claim about 'fraud licenses' as explanation for bad driving, presenting it as fact.
kcvswrld Jan 27, 2026
They need god for deodorant and soap
They need god for deodorant and soap
Makes a dehumanizing, stereotypical claim about immigrants lacking basic hygiene without evidence, combining false generalization with identity-based othering.
ilmsnti1357 Jan 27, 2026
Ik they like to do a lot of fraud
Ik they like to do a lot of fraud
Makes a sweeping, unsubstantiated claim about fraudulent behavior attributed to a group, combining false generalization with identity-based targeting.
Yourhfulpenis Jan 27, 2026
Honestly they do shit everywhere 100% fact
Honestly they do shit everywhere 100% fact
Makes a vague, unsubstantiated claim about a group's behavior presented as absolute fact without evidence.
MistaRude23 Jan 27, 2026
99% of people are from Punjab, not from whole India.
99% of people are from Punjab, not from whole India.
Makes a sweeping demographic claim (99% from Punjab) that is factually incorrect and presented without evidence.
Viaan-33MV Jan 27, 2026
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Makes an unsubstantiated claim that immigration deals are tied to India's economic power without evidence.
RayMurphy-i1o Jan 27, 2026
That guy said we have the high end Indians 😂 yeah because they are the scammers that scam people out of their money they actually have videos on YouTube of American Top hackers and they …
That guy said we have the high end Indians 😂 yeah because they are the scammers that scam people out of their money they actually have videos on YouTube of American Top hackers and they catch these Indian scammers it's hilarious.
Makes a sweeping generalization about Indian immigrants as scammers, framed with humor but relying on false stereotypes and anecdotal evidence.
chrisbaker7461 Jan 27, 2026
I was told they are taking Taxis to cross the border...
I was told they are taking Taxis to cross the border...
Presents a specific factual claim about border crossing methods without evidence.
SINGULARSEEKER Nov 13, 2025
If you work work in any retail store you know how difficult it is with Indians . They will constantly ask you for discounts and try to bargain prices. I have to tell them multiple …
If you work work in any retail store you know how difficult it is with Indians . They will constantly ask you for discounts and try to bargain prices. I have to tell them multiple times that Target isn't the Bazaar, I can't just negotiate paying tax lol.
Makes a generalized factual claim about Indian customers' behavior without evidence, stereotyping an ethnic group.
thebasedpotato Nov 12, 2025
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Category Distribution

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Classifier Confidence

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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)