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
All western nations are being invaded with the express purpose of making them minority white. This is a forced integration and invasion. Import the 3rd world become the 3rd world.
All western nations are being invaded with the express purpose of making them minority white. This is a forced integration and invasion. Import the 3rd world become the 3rd world.
Expresses demographic anxiety and conspiracy theory about intentional demographic replacement of white populations through immigration.
Emoneymoney68
Jan 28, 2026
😐😐😐CANADA IS DOOMED! These separatists are running from their own country and their only mantra is money. Liberal politicians are responsible for this invasion.
😐😐😐CANADA IS DOOMED! These separatists are running from their own country and their only mantra is money. Liberal politicians are responsible for this invasion.
Expresses apocalyptic anxiety about immigration ('CANADA IS DOOMED'), frames immigrants as invaders, and blames political leadership, combining demographic threat language with policy criticism.
comonsensai
Sep 27, 2025
Gangs are taking over other countries and dictating their own rules. This is happening all over the world. They want to destroy countries from within, exterminating the indigenous population. They're not coming to live with …
Gangs are taking over other countries and dictating their own rules. This is happening all over the world.
They want to destroy countries from within, exterminating the indigenous population.
They're not coming to live with us, but in our place.
Expresses alarmist claims about gangs destroying countries and exterminating indigenous populations, framed as an existential threat to national identity and sovereignty.
sergeys5754
Feb 25, 2026
Just wait until Second Sons & Dominion Society do what they've been planning. These things will soon learn they're not wanted in Canada.
Just wait until Second Sons & Dominion Society do what they've been planning.
These things will soon learn they're not wanted in Canada.
References extremist groups planning action and frames immigrants as unwanted threats to Canadian identity.
TheAntiCommieCrusader
Jan 27, 2026
From Canada. This is the worst thing to happen to our country. It's been a straight up invasion. And our government let them in with an open door. Awful.
From Canada. This is the worst thing to happen to our country. It's been a straight up invasion. And our government let them in with an open door. Awful.
Uses alarmist language ('invasion,' 'worst thing') expressing demographic anxiety and security concerns about immigration policy.
MarijuanaCanada
Jan 27, 2026
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
Expresses demographic anxiety and existential threat framing about immigration changing national character, combined with dehumanizing language.
OogaBoogaWaffen
Jan 27, 2026
There’s simply too much money involved. Believe it or not, Western adversaries have found this as a way to weaken the West. Most people don’t see it, but that’s exactly what’s happening. A country is …
There’s simply too much money involved. Believe it or not, Western adversaries have found this as a way to weaken the West. Most people don’t see it, but that’s exactly what’s happening. A country is just a piece of land without its people and its culture.
If you bring in Indians your cities and town will become Indian..
Canada’s government appears to be selling out its people and its future. There was a time this would’ve been called treason, but the country has clearly changed at its core.
Comment expresses demographic anxiety, conspiracy thinking about Western adversaries, and cultural replacement fears, combined with identity-based framing.
invinciblefeelings
Jan 27, 2026
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by …
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by the government and then finally by our own people the liberals.
Commenter uses alarmist language ('invaded,' 'overrun,' 'ruined') to express demographic and cultural anxiety, framing immigration as an existential threat.
nolant3728
Jan 28, 2026
All the West is turning into India and Africa and Middle East
All the West is turning into India and Africa and Middle East
Alarmist claim about Western nations being transformed into non-Western regions, combining demographic anxiety with comparative framing.
djb20251
Jan 29, 2026
Ship those smelly losers back
Ship those smelly losers back
Uses dehumanizing language and calls for deportation, combining xenophobic threat expression with exclusionary identity assertion.
frostybear9539
Jan 29, 2026
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
Uses inflammatory language ('TAKEING OVER') to express demographic anxiety and calls for exclusion ('GO BACK TO YOUR COUNTRY'), framing immigration as an invasion threat.
Theyaretakingover
Jan 27, 2026
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and …
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and are HORRIBLE because they cut corners everywhere and are super cheap. They've turned Tim Hortons into shit holes. A&W is crap. These people are dirty and disgusting. To all business owners. NEVER hire Indian. They will ruin your business.
Combines religious/cultural identity assertions, discriminatory stereotypes, calls for policy changes, and unsubstantiated claims about Indian immigrants and businesses.
Gryphyn3
Feb 6, 2026
They are like Rats, I feel sorry for you, They are in Great Britain
They are like Rats, I feel sorry for you, They are in Great Britain
Expresses fear and threat perception by comparing immigrants to rats and referencing similar concerns in other countries.
Fear / Threat
0.90
paulthomas3841
Sep 21, 2025
Good thing Trump has secured the north border with this trash trying to get into America from Canada. Canadians will be the minority soon enough as they give their country away.
Good thing Trump has secured the north border with this trash trying to get into America from Canada. Canadians will be the minority soon enough as they give their country away.
Expresses demographic anxiety about Canadians becoming minorities and frames immigration as a threat to national sovereignty.
Glenna10
Sep 21, 2025
They’re not Christian no assimilation will happen, 3rd world shit hole culture. Good people gang rapes, scam centres, drug smuggling, fraud, murder, extortion fuck off.
They’re not Christian no assimilation will happen, 3rd world shit hole culture. Good people gang rapes, scam centres, drug smuggling, fraud, murder, extortion fuck off.
Makes inflammatory, stereotypical claims about immigrants and expresses cultural threat anxiety.
andybee3785
Feb 4, 2026
Я белый человек и я хочу пожить в цивилизованном обществе. У нас своих дураков хватает. Но черные и цветные люди просто ужасны. Они все дураки. Черный = афроамериканец❌ Черный = бандит✔️ Мусульманин = человек бога❌ …
Я белый человек и я хочу пожить в цивилизованном обществе. У нас своих дураков хватает.
Но черные и цветные люди просто ужасны. Они все дураки.
Черный = афроамериканец❌
Черный = бандит✔️
Мусульманин = человек бога❌
Мусульманин = террорист✔️
Ну вы поняли.
Мои родители из СССР.
И мы мечтали полететь в космос, освоить орбиту, стать великими врачами и учёными.
Нам привезли чёрных/цветных.
Наша жизнь превратилась в выживание.
Зачем нам это?
У нас есть отличное оружие и пулемёты. Почему бы нам не вернуться к светлому будущему?
Хотели в космос, попали на поле боя с народами, замедляющими развитие
Expresses extreme demographic anxiety and existential threat, using dehumanizing language and violent rhetoric toward immigrant groups.
NoBLMonlyWhite
Feb 8, 2026
Kick the dirty bastards out !!
Kick the dirty bastards out !!
Dehumanizing language calling for removal of immigrants, expressing hostility and xenophobic sentiment.
fartingdog20
Jan 29, 2026
Born and raised white canadian here ... this country is doomed I've watched it slowly fall apart for 20 years now. There is literally one white person per 100 people I see now. The goverment …
Born and raised white canadian here ... this country is doomed I've watched it slowly fall apart for 20 years now. There is literally one white person per 100 people I see now. The goverment does not care about whites anymore . Only a matter of time before they wipe us out
Personal account framed around demographic anxiety and existential threat narrative, with explicit identity-based grievance and alarmist language.
OgJake-d9e
Feb 26, 2026
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Commenter expresses demographic anxiety and existential threat narrative about population replacement by immigrant groups.
DiegoKelvin-b2v
Feb 26, 2026
Fucking disgusting, get them out of the country.
Fucking disgusting, get them out of the country.
Expresses strong hostility and demands removal of immigrants, framing them as a threat to the nation.
Fear / Threat
0.90
kGator1511
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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