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
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.
Unverified Claim
0.75
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.
Unverified Claim
0.75
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
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)