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
fxcking khalastani's should be k!lled
fxcking khalastani's should be k!lled
Violent threat targeting a specific ethnic/religious group, expressing extreme fear and hostility.
RajivGhosh-ju1er
Jan 27, 2026
7:48 welp, guess we're going to war then. Jesus fuck JUSTIN, President Trump has literally just this week made it clear how important respectful speech is to him (frankly, I agree). This global politics thing …
7:48 welp, guess we're going to war then. Jesus fuck JUSTIN, President Trump has literally just this week made it clear how important respectful speech is to him (frankly, I agree). This global politics thing isn't a first-name affair, and it's one thing for the media to have a snarky quip about a world leader, but quite another for the leader of another country to declare it publicly. You've essentially left him no choice but to stand firm -- there is no wiggle room now. You and Zelenskyy may well have lit the final fuse for World War III. Cheers bud.
Expresses alarm about escalating international conflict and warns of catastrophic consequences from political rhetoric.
@drumstyx
Mar 4, 2025
No gracias no viviría en donde hay indios son muy sucios y racistas aparte feos .
No gracias no viviría en donde hay indios son muy sucios y racistas aparte feos .
Uses dehumanizing stereotypes and ethnic slurs to express refusal to live near a specific group, combining xenophobia with false generalizations.
marielchavez5088
Feb 22, 2026
THESE PEOPLE REPRODUCE FASTER THAN RABBITS ON A FARM
THESE PEOPLE REPRODUCE FASTER THAN RABBITS ON A FARM
Expresses demographic anxiety through alarmist language about reproduction rates of an unnamed group.
EndGame-321
Jan 27, 2026
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
Sweeping negative generalizations about immigrants' character and economic impact, combining stereotyping with unsubstantiated claims.
GinoV29
Jan 27, 2026
Cockroaches are hard to get rid of once they begin to multiply.
Cockroaches are hard to get rid of once they begin to multiply.
Uses dehumanizing metaphor comparing immigrants to pests, expressing demographic anxiety and existential threat.
Mar4x
Feb 23, 2026
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
Expresses demographic anxiety and alarm about immigration levels, framing it as a threat to national ownership and livability.
nancyuy248
Nov 3, 2025
Why the hell would Canada let all these shit skins into their country?
Why the hell would Canada let all these shit skins into their country?
Uses dehumanizing slur and expresses xenophobic opposition to immigration based on racial/ethnic grounds.
Wakk69
Feb 23, 2026
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Combines demographic anxiety, ethnic targeting, and calls for deportation framed as national preservation.
TorontoBoi
Jan 27, 2026
Fucking dirt bags i live in Canada we all want them gone
Fucking dirt bags i live in Canada we all want them gone
Expresses xenophobic sentiment framing immigrants as unwanted threats to Canada, using dehumanizing language.
muskokaroads2371
Jan 27, 2026
The pain I feel at seeing my country destroyed is immeasurable.
The pain I feel at seeing my country destroyed is immeasurable.
Expresses emotional distress framed as national destruction, conveying demographic anxiety and existential threat perception.
a330flyguy2
Jan 27, 2026
You all in Ontario and Quebec enjoy your new invasion. Alberta is out of this hell.
You all in Ontario and Quebec enjoy your new invasion. Alberta is out of this hell.
Uses inflammatory language ('invasion') to express demographic anxiety and regional division, framing immigration as a threat.
robertmitchell2178
Jan 4, 2026
Unfettered immigration is destroying western civilization and culture. Leftists suffer from suicidal empathy and the false belief that “multiculturalism is our strength.” Ask the Romans what multiculturalism did to their empire… In reality, the West …
Unfettered immigration is destroying western civilization and culture.
Leftists suffer from suicidal empathy and the false belief that “multiculturalism is our strength.” Ask the Romans what multiculturalism did to their empire…
In reality, the West is setting up Gen Alpha and Gen Beta to either fight existential domestic wars of survival, or become subjugated. The soon-to-be majorities are not going to be kind to the previous majority, like the left gullibly assumes… history has proven this over and over and over again.. (Poland understands the deal with 3rd World immigration… they are one of the few western-aligned nations who are clear-eyed about the situation)
Expresses existential demographic anxiety about Western civilization, framing immigration as a civilizational threat with historical comparisons.
williamstidham7704
Jan 27, 2026
Canada needs to deport the 3rd world garbage
Canada needs to deport the 3rd world garbage
Expresses xenophobic sentiment calling for deportation, combining dehumanizing language with alarmist rhetoric.
gallant00
Jan 28, 2026
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
Hostile demand for immigrants to leave, combining xenophobic stereotypes with implicit calls for removal.
Christophe-e3n
Feb 7, 2026
Truck driver here, keep these mf out of my profession and idc. You do U-turns on busy highways and kill people, you deserve to be thrown in a pit
Truck driver here, keep these mf out of my profession and idc. You do U-turns on busy highways and kill people, you deserve to be thrown in a pit
Personal account from a truck driver expressing safety concerns and hostile exclusion of immigrants from the profession.
Reggie-t1l7s
Feb 7, 2026
They ruined this country for post nationalism there are books on this that proudly spout Canada is past the point of no return they did it on purpose replace white people gonna be 46% in …
They ruined this country for post nationalism there are books on this that proudly spout Canada is past the point of no return they did it on purpose replace white people gonna be 46% in 2041 down from 95% in 1990
https://www150.statcan.gc.ca/n1/daily-quotidien/220908/g-a005-eng.htm
were cooked all planned
Expresses demographic anxiety about racial replacement presented as intentional conspiracy, with selective citation of statistics.
joecobb7153
Jun 20, 2025
it's too late they are everywhere, start learning hindus
it's too late they are everywhere, start learning hindus
Expresses demographic anxiety and cultural threat, claiming immigrants are ubiquitous and displacing the dominant culture.
FatCatking-l6w
Nov 3, 2025
we need help being invaded
we need help being invaded
Uses 'invaded' language to frame immigration as an existential threat requiring defensive action.
profit1prophet477
Oct 1, 2025
Those creatures are a disease, an infection spreading throughout the world its sickening. Im glad people are waking up about it
Those creatures are a disease, an infection spreading throughout the world its sickening. Im glad people are waking up about it
Uses dehumanizing language and expresses alarmist concerns about a group as a spreading disease or infection.
mekgod3287
Jan 27, 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)