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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 32 of 162
What a cohencidence! It's happening to white countries all around the world simultaneously, against the will of the native people. WHAT A COHENCIDENCE.
What a cohencidence! It's happening to white countries all around the world simultaneously, against the will of the native people. WHAT A COHENCIDENCE.
Promotes a conspiracy theory ('great replacement') with false framing that immigration is a coordinated plot against white populations.
RancidPrune Jan 28, 2026
Investigate the invasion of Indians in Frisco Texas. Our mayor is being payed by Indians who don’t even live in the country. We have a lawyer in Dallas who is giving all these Indians H-1B …
Investigate the invasion of Indians in Frisco Texas. Our mayor is being payed by Indians who don’t even live in the country. We have a lawyer in Dallas who is giving all these Indians H-1B visas. Abbot just banned it now after they have just received backlash from the true born Texans. I now live in little India… thank you America!
Contains fabricated claims about corruption and conspiracy (mayor being paid by Indians, lawyer distributing visas) combined with demographic anxiety framing.
jesse7234 Jan 28, 2026
Atleast they work, unlike the joos.
Atleast they work, unlike the joos.
Derogatory ethnic slur with false generalization about work ethic, combining hateful language with unsubstantiated claims.
Meitary Jan 28, 2026
Indians always trying to scam even while tryin to smuggle people. Like they are addicted think that they wont get caught because Indian authorities don't care about the scammers there.
Indians always trying to scam even while tryin to smuggle people. Like they are addicted think that they wont get caught because Indian authorities don't care about the scammers there.
Makes sweeping, stereotypical claims about Indian people and scamming without evidence, promoting harmful generalizations.
MRDigitlalAnarchist Jan 28, 2026
that ad is definitely a scam
that ad is definitely a scam
Accusation of a scam without evidence or context, making an unsubstantiated claim.
ikilledosama69PS3 Jan 28, 2026
Indians can't drive 😂 the worst drivers in the world
Indians can't drive 😂 the worst drivers in the world
Makes a demonstrably false generalization about an ethnic group's driving ability presented as fact with humor.
rickdaltonOG Jan 28, 2026
Ukraine has been known to the NOS since 2016 as one of the largest mafia countries and Natzi events and Hitler symbols and if you are not in favor of that you will be shot …
Ukraine has been known to the NOS since 2016 as one of the largest mafia countries and Natzi events and Hitler symbols and if you are not in favor of that you will be shot in your own country striving for 1 race over people whole documentary about Ukraine are also just Russians who lived there and have been plagued for years with bio labs on people and the development of human trafficking and drugs androgrome but apparently you don't care about that
Makes multiple unsubstantiated factual claims about Ukraine (mafia, bio labs, human trafficking) presented as established fact without evidence.
@donnyvandijk4682 Mar 4, 2025
Trump is a Russian spy.
Trump is a Russian spy.
Makes a specific factual assertion (Trump is a Russian spy) without evidence, characteristic of conspiracy-theory framing.
@davidwebb913 Mar 4, 2025
These are the dirtiest people on earth
These are the dirtiest people on earth
Makes a sweeping, dehumanizing false generalization about a group of people without evidence.
johnsonsmith402 Jan 28, 2026
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Directly refutes false claims made in the video by citing peer-reviewed critiques of discredited research, countering misinformation with evidence.
fathertime-e4k Jan 28, 2026
8:26 Khalistanis are not Indian sikhs.. they mostly consists of pakistanis disguised as indian sikhs.
8:26 Khalistanis are not Indian sikhs.. they mostly consists of pakistanis disguised as indian sikhs.
Makes a conspiratorial claim about disguised identities without evidence, combining false assertions with identity-based framing.
AshurLive Jan 28, 2026
The government in Canada and the USA allow human trafficking because they're complicit and benefit from it why else would they allow it
The government in Canada and the USA allow human trafficking because they're complicit and benefit from it why else would they allow it
Conspiracy theory claiming government complicity in human trafficking without evidence.
azimuthclark462 Jan 28, 2026
Trump is a Russian plant
Trump is a Russian plant
Makes a specific factual assertion (Trump is a Russian plant) without evidence, a conspiracy-adjacent claim.
@laz001 Mar 4, 2025
Canada is a drug and criminal haven. Trudeau is an absolute liar. He increased prices on all of us Canadians and he dares say Trump will do that. Our country is a threat to the …
Canada is a drug and criminal haven. Trudeau is an absolute liar. He increased prices on all of us Canadians and he dares say Trump will do that. Our country is a threat to the USA. We are open friends with the PLA. Please America take us over. The Chinese have control here and the Indians are replacing us.
Makes multiple unverified claims about Canada being a 'drug and criminal haven,' Chinese control, and Indian demographic replacement without evidence.
@FPV_LAB Mar 4, 2025
Cousin marriages running rampant in CANADA. That's a burden on the government because they have kids that are not healthy due to inbreeding.
Cousin marriages running rampant in CANADA. That's a burden on the government because they have kids that are not healthy due to inbreeding.
Makes a false, inflammatory claim about cousin marriages and health outcomes presented as fact to generate fear.
Spider-Bonsai Jan 27, 2026
KalergiPlan and Ursula just signed a deal with India 🇮🇳 to bring more in the EU 🤬
KalergiPlan and Ursula just signed a deal with India 🇮🇳 to bring more in the EU 🤬
References the Kalergi Plan conspiracy theory and fabricates a deal between EU leadership and India to increase immigration.
ConstantinUngureanu Jan 27, 2026
Indians love their Poo-Teens.
Indians love their Poo-Teens.
Uses a dehumanizing stereotype and fabricated slur targeting Indians, combining false claims with identity-based mockery.
Oddly-Offensive Jan 27, 2026
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
Makes unsubstantiated claims about fake permits and CDLs among immigrants, presenting stereotypes as factual evidence of fraud.
maximedechamplain5424 Jan 27, 2026
TRUM IS PEDO AND HE IS PRESIDENT 😅😂
TRUM IS PEDO AND HE IS PRESIDENT 😅😂
Makes an unsubstantiated political claim unrelated to the video topic, appearing to spread false information.
ireland278 Jan 27, 2026
They worship a monkey, sooo ...... The guy speaking on intelligence and mental ability "could" have a valid point!
They worship a monkey, sooo ...... The guy speaking on intelligence and mental ability "could" have a valid point!
Makes a dehumanizing false claim about a religious group to delegitimize their intelligence, combining misinformation with identity-based othering.
Joe-ef2nr Jan 27, 2026
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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)