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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Fear / Threat
3,873 comments
Indian's are also invading Australia, the government has been doing mass immigration over the last 3 or 4 years
Indian's are also invading Australia, the government has been doing mass immigration over the last 3 or 4 years
Uses alarmist language ('invading') and frames mass immigration as a threat, with comparative reference to Australia.
Matt.687
Jan 27, 2026
Trump is angry Canada won't become part of America. If Trump doesn't get his way he tries to bully you.
Trump is angry Canada won't become part of America. If Trump doesn't get his way he tries to bully you.
Expresses concern about Trump's aggressive behavior toward Canada as a threat, framed through geopolitical power dynamics.
@sally_686
Mar 4, 2025
Sir Indians(Hindus) atleast they not dangerous..like jihadis
Sir Indians(Hindus) atleast they not dangerous..like jihadis
Frames Indian immigrants as safer than Muslims ('jihadis'), expressing security concerns while making comparative identity claims.
panzer5165
Feb 15, 2026
And youtube removed this because its 'racist"? The truth hurts. I'm glad you are safe though. This needs to be looked at. Makes me wonder about the stories about Immigrants showing up on Reservations and …
And youtube removed this because its 'racist"? The truth hurts.
I'm glad you are safe though. This needs to be looked at. Makes me wonder about the stories about Immigrants showing up on Reservations and lurking being true.
Expresses concern about YouTube censorship and repeats unverified claims about immigrants on reservations, combining demographic anxiety with potential misinformation.
gumitenner4893
Feb 3, 2026
?? Trump! He's gonna destroy the world. Dumb ?
?? Trump! He's gonna destroy the world. Dumb ?
Expresses existential alarm about Trump's capacity to cause global harm, framing him as a threat to world stability.
@theivan8851
Mar 4, 2025
they drive like s..t racing thru red lights.. illegal u turns.....driving too slow too fast out all night.just what are they doing at night...right now middle of winter???? many lie cheat! they are up to …
they drive like s..t racing thru red lights.. illegal u turns.....driving too slow too fast out all night.just what are they doing at night...right now middle of winter????
many lie cheat! they are up to snuff with all government subdidies..free money. grants!!!!!!
Expresses anxiety about immigrant behavior (driving, crime, welfare fraud) with unsubstantiated claims designed to alarm.
gabrielehalley8533
Jan 29, 2026
Oh My Goodness! What going on with our Democracy!! We can't let our Nation go down the Toilet!!
Oh My Goodness! What going on with our Democracy!! We can't let our Nation go down the Toilet!!
Uses alarmist language about democracy and national decline, with urgent tone suggesting imminent danger.
@detricelbrown1960
Mar 4, 2025
🇨🇦 🍁 🇨🇦 Canada has 41 million people population but only 19 million Canadians... If they don't have mass deportations now they will have mass executions soon...
🇨🇦 🍁 🇨🇦 Canada has 41 million people population but only 19 million Canadians... If they don't have mass deportations now they will have mass executions soon...
Expresses demographic alarmism with false population statistics and escalates to violent rhetoric about 'mass executions.'
PAIP_Studio
Jan 29, 2026
Donald Trump is going to start big problems for the world.
Donald Trump is going to start big problems for the world.
Expresses concern about Trump causing global problems, framing him as a threat.
Fear / Threat
0.85
@barrywperry7024
Mar 4, 2025
BUNCH OF DIRTY PIGLETS GARBAGE EVERYWHERE SPITTING FFS DUMPING COOKING OIL IN OUR SEWERS POCHING OUR FISH THATS NOT IN SEASON GROSS DISGRACE KICK THEM OUT FFS
BUNCH OF DIRTY PIGLETS GARBAGE EVERYWHERE SPITTING FFS DUMPING COOKING OIL IN OUR SEWERS POCHING OUR FISH THATS NOT IN SEASON GROSS DISGRACE KICK THEM OUT FFS
Uses dehumanizing language and makes sweeping negative claims about immigrant behavior, expressing xenophobic threat perception.
Jojo-w8b9e
Jan 29, 2026
I was going to write something about shitting in the street maybe increasing in the area and then the piece about someone shitting on a bus came out. Immigration will destroy the Western World.
I was going to write something about shitting in the street maybe increasing in the area and then the piece about someone shitting on a bus came out.
Immigration will destroy the Western World.
Anecdotal reference to sanitation incidents used to support apocalyptic claim that immigration will destroy Western World.
paolom.6011
Jan 29, 2026
They spread like cancer all other the world 🙄
They spread like cancer all other the world 🙄
Uses dehumanizing metaphor ('spread like cancer') to express existential threat and demographic anxiety.
LouisC777
Jan 29, 2026
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. …
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. They would go into public bathrooms, stand on top of the toilet seats and shit in a squatting position.
Anecdotal claim about bathroom hygiene practices used to suggest cultural/immigrant-related problems, combining fear-mongering with unverified allegations.
brown3394
Jan 29, 2026
We, Canadians, are going to be fucked 100%. Like Ukranians. Trump wants to crush Canada until it bends its knees.....he intimidates, coerces and extorts. We are living in an extremely serious moment, and it has …
We, Canadians, are going to be fucked 100%. Like Ukranians. Trump wants to crush Canada until it bends its knees.....he intimidates, coerces and extorts. We are living in an extremely serious moment, and it has only just begun. 75 million people voted for him. If there was a new vote today, he would still win. The United States wants a strong, loud-mouthed president who will crush the past and reinvent a new world. the rest is to follow. If it wasn't so brutal and frightening, it would be fascinating.
Expresses existential anxiety about Trump's threat to Canada, comparing situation to Ukraine and emphasizing danger and intimidation.
@Candideyt
Mar 4, 2025
Canada is turning into New INDIA. Import the worst and Become the worst.
Canada is turning into New INDIA. Import the worst and Become the worst.
Expresses demographic anxiety by comparing Canada to India and warning of cultural/national degradation through immigration.
Kevin-sq1fk
Feb 27, 2026
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in …
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India.
By the way Canada is a province of India located in North America. Believe me I live in Vancouver and for the past ten years and I feel like I've been teleported to India or Pakistan. It's scary bc I've never planned to live in India, but here I'm. Durka durka ! 😅
Expresses demographic anxiety about cultural change in Canada, uses false equivalence ('Canada is a province of India'), and frames immigration as an invasion/threat ('scary,' 'teleported').
diodorusb
Jan 29, 2026
Just a few days more and you'll see how these pests are going to ban Christians and Muslims from entering Brampton.
Just a few days more and you'll see how these pests are going to ban Christians and Muslims from entering Brampton.
Expresses alarmist demographic anxiety with a fabricated claim about religious bans, combining fear-mongering with false predictions.
Nootropic911
Jan 29, 2026
I feel like a foreigner in Toronto for sure, especially my area. The Indian population skyrocketed when Trudeau decided to solve one problem by creating another (I'm being polite here). Good riddance to him, but …
I feel like a foreigner in Toronto for sure, especially my area. The Indian population skyrocketed when Trudeau decided to solve one problem by creating another (I'm being polite here). Good riddance to him, but the problems remains, bringing with it cockroaches and bedbugs (the latter of which was not a problem until their arrival.. just sayin'...). Fortunately for me I can afford to live in a more affluent area, but I see what is happening. Every.. and I mean EVERY service here... is now run by Indians. I'm not a racist.. but I AM a classist (and saying what we are all thinking), and the class that came over in droves the last 10 years are turning this place into the slum they came from.
Expresses demographic anxiety and cultural displacement fears while making false claims about Indian immigrants causing urban decay and pest infestations.
erikcareswell6768
Jan 29, 2026
W bike guy! Everyone should be just like that guy! This plague is being levied against all of us Europeans everywhere we exist in significant numbers by a rootless international clique and their shabbos puppets!
W bike guy! Everyone should be just like that guy! This plague is being levied against all of us Europeans everywhere we exist in significant numbers by a rootless international clique and their shabbos puppets!
Expresses conspiratorial fear of a coordinated international plot against Europeans, using antisemitic dog-whistle language ('rootless international clique,' 'shabbos puppets').
JimJoe-bc7dg
Jan 29, 2026
Paj3et paj33t paj33txx everywhere i see i found pajeeetx
Paj3et paj33t paj33txx everywhere i see i found pajeeetx
Dehumanizing repetition of ethnic slur expressing demographic anxiety and xenophobic sentiment.
drwajidali6195
Jan 28, 2026
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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)