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
21:50 why are so many brown people dirty fuks?!?
21:50 why are so many brown people dirty fuks?!?
Contains a dehumanizing slur and false generalization about an ethnic group with no factual basis.
Unverified Claim
0.95
rambo.69
Jan 27, 2026
The jews want to get rid of christianity. Thats why all around the same is happening
The jews want to get rid of christianity. Thats why all around the same is happening
Conspiracy theory attributing immigration patterns to a specific religious/ethnic group with no factual basis.
hatzlflatzl
Jan 27, 2026
99% White PedoFiles don't wash their A$$hole with water....They R@ped indigenous tribes of Canada, Mexico, New zealand....White PedoFiles are s** traffick!ng minor girls
99% White PedoFiles don't wash their A$$hole with water....They R@ped indigenous tribes of Canada, Mexico, New zealand....White PedoFiles are s** traffick!ng minor girls
Repeats unsubstantiated racial accusations and fabricated statistics, presenting inflammatory conspiracy-like claims as historical fact.
shruti890-o5b
Feb 28, 2026
They are bio weapn lol. They lack basic sanitation, but their people don't admit it and are always in denial. Given their population, there's a 1/3rd chance to be both there. How lucky I am!
They are bio weapn lol. They lack basic sanitation, but their people don't admit it and are always in denial. Given their population, there's a 1/3rd chance to be both there. How lucky I am!
Contains demonstrably false conspiracy claims ('bio weapon') and fabricated stereotypes about sanitation and denial.
SwissSpieler42
Jan 27, 2026
Illegal immigration and even legal migration from the third world are orchestrated by certain interests. They do this to destroy our nations. Most of the NGO's responsible for funneling all of them in are in …
Illegal immigration and even legal migration from the third world are orchestrated by certain interests.
They do this to destroy our nations. Most of the NGO's responsible for funneling all of them in are in from a certain ethnicity, Elon helped cover this all up when he took over DOGE. It was a diversion.
We are second in power now, they have infiltrated the USA from within.
Every wonder why you didn't get to vote on it?
Their plan is this, convince America migrants are good and to accept them, water down the nation to weaken them, it becomes racist to say anything against them, weaponize the police against them, and implement laws criticizing it, make it impossible to say in the workplace.
Then you basically win for the enemy of Whites.
America has been occupied, we are officially under a foreign dictatorship like Russia.
Look who controls Russia, it's not Whites...
Presents elaborate conspiracy theory about orchestrated migration, ethnic infiltration, and foreign occupation without evidence, combining multiple false claims.
pixelator11
Jan 27, 2026
Isn't Canada owned by China so it doesn't really matter anymore
Isn't Canada owned by China so it doesn't really matter anymore
Makes a demonstrably false conspiracy claim that China owns Canada.
Unverified Claim
0.92
QBL11104
Jan 27, 2026
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
Contains demonstrably false stereotypical claims about Indians paired with dehumanizing language and demographic anxiety.
ion6538
Jan 29, 2026
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic …
PIN THIS.
The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada.
This is ethnic cleansing that all the parties are on.
SAVE US AMERICA OR YOU WILL BE NEXT.
The Punjabis already created a Brampton in California - Yuba city outside of Sacramento.
Thats where the Punjabi truck driver fled to after killing people in Florida with his illegal u turn.
SAVE US.
Contains fabricated conspiracy theories (vaccine mandates causing immigration, ethnic cleansing claims) mixed with alarmism and ethnic stereotyping.
mufasa226
Jan 27, 2026
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of …
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of documents provided by Indians are fake such as education certificates, work experience, income, savings, birth certificates, marriage certificates ,English test reports ,Indian government and private companies make huge income from sending Indians to Canada.
Makes multiple unsubstantiated claims about Indian immigration fraud, fake documents, and government corruption without evidence.
tisarahinidumarachchi6209
Sep 28, 2025
Weakening the Western world is part of Modern Equity Theory. Its part of the Globalist plan.
Weakening the Western world is part of Modern Equity Theory. Its part of the Globalist plan.
User promotes a conspiracy theory linking immigration policy to globalist plots and equity theory without evidence.
jordanpittmanmusic4753
Jan 28, 2026
The reason we mass import Indians and those Africans with IQs below 70 is that they’re secured votes for the liberal government once they get their PR. They don’t contribute to society, just to the …
The reason we mass import Indians and those Africans with IQs below 70 is that they’re secured votes for the liberal government once they get their PR. They don’t contribute to society, just to the polls for the left, because the right wants them out to fix Canada.
Contains fabricated claims about IQ, voting manipulation, and demographic conspiracy theories.
Duelist915
Jan 27, 2026
The great replacement in action. Anyone who denies it is a liar
The great replacement in action. Anyone who denies it is a liar
References the 'great replacement' conspiracy theory, a debunked white supremacist narrative about demographic change.
mr.gamewatch7547
Feb 5, 2026
Well the guy on the bike was right about sub saharan africa IQ. Google it, i dare you.
Well the guy on the bike was right about sub saharan africa IQ. Google it, i dare you.
References a debunked racist pseudoscientific claim about intelligence and geography, presenting it as fact to be verified.
mybull3t714
Feb 17, 2026
5:27 speaking facts about the IQ of africa and down syndrome are quite similar
5:27 speaking facts about the IQ of africa and down syndrome are quite similar
Makes demonstrably false and racist claims equating African IQ with Down syndrome.
Unverified Claim
0.92
FomoGetsBanned
Jan 27, 2026
Locally known as Brambledesh. Toilet habits and lack of personal hygiene are incompatible with Western civilization.
Locally known as Brambledesh. Toilet habits and lack of personal hygiene are incompatible with Western civilization.
Commenter makes dehumanizing, stereotypical claims about hygiene and cultural incompatibility based on ethnic/national origin, combining false generalizations with threat rhetoric.
ronaldmallette
Feb 3, 2026
and a story that the former prime minister was the son of Fidel Castro; I went to see it and it really has pictures.🇨🇺He has photos of his mother with Fidel; in Cuba.🤯🤯
and a story that the former prime minister was the son of Fidel Castro; I went to see it and it really has pictures.🇨🇺He has photos of his mother with Fidel; in Cuba.🤯🤯
Repeats a debunked conspiracy theory about a former Canadian PM's parentage, presenting it as fact with alleged photographic evidence.
Unverified Claim
0.92
LOS-MALVEK3S
Jan 27, 2026
Yea they've literally taken over EVERY JOB IN Windsor Ontario!! Every fast food place, every walmart, everywhere you go! The worst part, every Canadian has been fired from their jobs and these indians hired because …
Yea they've literally taken over EVERY JOB IN Windsor Ontario!! Every fast food place, every walmart, everywhere you go! The worst part, every Canadian has been fired from their jobs and these indians hired because the government pays half their wages. So quality of EVERYTHING has dropped soo far below par. I hope all these BACKSTABBING TRADERs lose their businesses. That should be ILLEGAL!!!!
Makes demonstrably false claims about job displacement and government wage subsidies while expressing demographic anxiety and economic grievance.
johnnybacon8675
Jan 29, 2026
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have …
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have also been invoved in 2008 Mumbai attack- this time they supported Pakistani Islamic Jehadi to kill 300 Hindus in Mumbai. In return, the Pakistani rape gang raped thousands of white chilrdren (even though west supported pakistan)
Contains demonstrably false conspiracy theories about CIA involvement in terrorist attacks and mass killings.
Science1234-r6f
Feb 9, 2026
The Great Replacement isn't a theory... it's fact
The Great Replacement isn't a theory... it's fact
Asserts the 'Great Replacement' conspiracy theory as fact, a demonstrably false and alarmist claim about demographic change.
wrubrz7382
Jan 28, 2026
About the Africans part id say he's Wrong. African we dont Grape people. We actually OFF grapers. Unlike the muslims from Pakistan and some Indians. Generally Muslims feel thats okay
About the Africans part id say he's Wrong. African we dont Grape people. We actually OFF grapers. Unlike the muslims from Pakistan and some Indians. Generally Muslims feel thats okay
Makes false generalizations about criminal behavior across ethnic and religious groups, presenting unsubstantiated stereotypes as fact.
Olimpusmoons4real
Feb 19, 2026
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)