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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 10 of 162
The biggest biological weapons on earth
The biggest biological weapons on earth
Dehumanizing conspiracy theory comparing people to biological weapons without evidence or context.
jesusonXTC Feb 8, 2026
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all …
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all other races. All while living on others cost, free food, free homes and no worries in life. Literally the parasites of the world.
Contains fabricated stereotypes and false claims about a religious/ethnic group's behavior, welfare use, and racism.
wiktorixgaming8014 Jan 27, 2026
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Presents dehumanizing stereotypes and false generalizations about an ethnic group as warnings, combining misinformation with alarmism.
RKTravelandSports Jan 29, 2026
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above …
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above 110 - i am saying this knowing the IQ system is flawed but is the most common metric everyone can understand - who seriously believes a region of people exists with below 70 IQ as an average is clearly dumb. Believing online graphs without investigating the sources to prove your biast is dumb, the guy on the bike is dumb. I's not racism or anti racism, it's just reality, people with that level of IQ grouped together would not be able to take care of themselves, they would die out, it would not be possible, i would not even exist as a software developer before AI became mainstream.
Commenter critiques racist pseudoscientific claims about IQ and intelligence by region, debunking misinformation with logical reasoning.
malumbosiwale3832 Jan 27, 2026
Looks like Kalergi's plan is also unfolding flawlessly in Canada
Looks like Kalergi's plan is also unfolding flawlessly in Canada
References the Kalergi conspiracy theory, a debunked white supremacist myth about demographic replacement in Europe and Canada.
oooooooooooooooooo709 Jan 27, 2026
Trump works for Putin.
Trump works for Putin.
Makes a specific factual assertion ('Trump works for Putin') presented without evidence.
@House0fHoot Mar 4, 2025
They are all satanist. That statue needs to come down.
They are all satanist. That statue needs to come down.
Makes a conspiracy theory claim ('satanist') without evidence, combined with alarmist framing about removing a statue.
kush.4kae Jan 28, 2026
Don't pray to demons, unless you want your life to be miserable. Hindu, Sihk, durka, derpa, etc.
Don't pray to demons, unless you want your life to be miserable. Hindu, Sihk, durka, derpa, etc.
Makes unfounded religious claims and uses derogatory language toward Hindu, Sikh, and Muslim communities, combining false assertions with identity-based hostility.
cheesecakeburgler Jan 28, 2026
These cow dung worshippers should be made into tree decorations.
These cow dung worshippers should be made into tree decorations.
Contains dehumanizing slur and violent rhetoric disguised as commentary, representing hateful misinformation rather than legitimate discourse.
beyonderspacewalker3086 Jan 27, 2026
No we don't they are disgusting. And can't drive ppl hate going anywhere close to durka land .the crime the scamers.. we hate the smell they are rude horrible ppl ... crime and scams
No we don't they are disgusting. And can't drive ppl hate going anywhere close to durka land .the crime the scamers.. we hate the smell they are rude horrible ppl ... crime and scams
Makes sweeping false generalizations about Indian immigrants using dehumanizing language, slurs, and fabricated claims about crime and behavior.
wattscee1 Jan 27, 2026
they scam us and eat poo, that's wild bro
they scam us and eat poo, that's wild bro
Contains demonstrably false and offensive stereotypes presented as fact.
DarkTempz Jan 27, 2026
Designated shetting streets
Designated shetting streets
References a false and offensive stereotype used to demean a specific group.
GengaDrama Jan 27, 2026
Indians are the world top law violators in the world, they violate every country laws. Involved in all kind of scams, fraud, fake IT degrees stealing people jobs
Indians are the world top law violators in the world, they violate every country laws. Involved in all kind of scams, fraud, fake IT degrees stealing people jobs
Presents demonstrably false stereotypes and sweeping generalizations about an entire nationality as fact.
thetruth392 Jan 29, 2026
It’s worth noting j*ws & Indians are good at one thing, to keep you distracted from the real issues. Both have created a tight-knit networks form, leading to hiring that favors people from the same …
It’s worth noting j*ws & Indians are good at one thing, to keep you distracted from the real issues. Both have created a tight-knit networks form, leading to hiring that favors people from the same community rather than merit this gives them huge benefits
Makes sweeping, unsubstantiated claims about ethnic groups engaging in nepotism and distraction tactics, promoting conspiracy thinking.
RIZZY577-pv1sf Jan 27, 2026
He's breaking our government to overthrow it and it's people with a new world order. It's the first step in remaining in power indefinitely but will only result in largest war ever seen by man
He's breaking our government to overthrow it and it's people with a new world order. It's the first step in remaining in power indefinitely but will only result in largest war ever seen by man
Makes unfounded conspiracy claims about government overthrow and 'new world order' without evidence, combined with alarmist threat language.
@GottaJibbo0 Mar 4, 2025
*REMEMBER KALERGI PLAN?* 🧃🧃🧃☪️☪️☪️
*REMEMBER KALERGI PLAN?* 🧃🧃🧃☪️☪️☪️
Commenter references the Kalergi Plan conspiracy theory, a debunked antisemitic myth used to promote demographic replacement fears.
SIBERIAN-TIGERS Jan 27, 2026
Trudeau is Fidel Castro’s love child
Trudeau is Fidel Castro’s love child
Repeats the unsubstantiated conspiracy theory that Trudeau is Fidel Castro's biological son.
@alexandermilentis2130 Mar 4, 2025
And they don’t shower often enough. They smell like a$$.
And they don’t shower often enough. They smell like a$$.
Makes a dehumanizing, unsubstantiated claim about immigrants' hygiene habits.
beatchewup Jan 27, 2026
their average IQ is 78. in all of india there is less than 3000 people with an IQ over 130. over 1.5 billion people, over 4.25x the number of people in the USA. yet any …
their average IQ is 78. in all of india there is less than 3000 people with an IQ over 130. over 1.5 billion people, over 4.25x the number of people in the USA. yet any midsize american city will have more people with 130 IQ than all of india.
Makes demonstrably false claims about IQ statistics and uses pseudoscientific reasoning to demean an entire population.
JuanWonOneYuan Jan 27, 2026
JHC what is the West doing to itself..Jews are the ones who admit they are behind this invasion
JHC what is the West doing to itself..Jews are the ones who admit they are behind this invasion
Promotes a conspiracy theory blaming Jewish people for immigration, combining false claims with alarmist framing.
chrissmith9135 Mar 3, 2026
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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)