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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Identity Assertion
5,512 comments
Little punjab
Little punjab
Brief reference to ethnic/geographic clustering using colloquial naming convention.
Identity Assertion
0.88
radhikay9
Jan 27, 2026
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the …
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the Chinese take their west coast, flooded their east with Arabs, and filled the prairies with sub-Saharans. They’re all horrified to even speak about it.
Frames Canadian identity as under threat through demographic replacement rhetoric, asserting ethnic/racial boundaries and expressing demographic anxiety.
fallujah0351
Jan 28, 2026
Indians are terrrible
Indians are terrrible
Blanket negative statement about an ethnic group's character and behavior.
Identity Assertion
0.88
MRDigitlalAnarchist
Jan 28, 2026
He says United States, but it doesn’t mean all of us - Just Trump
He says United States, but it doesn’t mean all of us - Just Trump
Commenter distances themselves from Trump by asserting that 'United States' actions don't represent all Americans, using us-vs-them framing.
Identity Assertion
0.88
@wendyschifsky-gunelson684
Mar 4, 2025
Shitty thing is that us real natives us indigenous peoples don’t get a say in this whatevs this is Canada America Bs fuck you all give us our land back and go back to all …
Shitty thing is that us real natives us indigenous peoples don’t get a say in this whatevs this is Canada America Bs fuck you all give us our land back and go back to all you ancestral lands
Indigenous identity assertion claiming historical grievance and land rights, framed as exclusion from immigration policy decisions.
AverageSavage99
Jan 27, 2026
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed …
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed in the snow, they park wherever they stop wherever they do not care.
Makes ethnic stereotyping claims about a specific immigrant group's behavior, framing them as outsiders with negative characteristics.
fadalegend
Feb 24, 2026
True leader. 100 percent better then the American idiot
True leader. 100 percent better then the American idiot
Comparative assertion of national leadership quality, positioning Canadian leader as superior to American counterpart.
Identity Assertion
0.88
@meewering2092
Mar 4, 2025
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can. We have nothing to do with that Post …
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can.
We have nothing to do with that Post national Chinada.
Because We don t have our french country or state. The freak liberal from Ottawa push multi culturalisme Law to wipe us from our french state and Hope soon to be country or state.
We dont want to lose our french heritage and it will be great if We can become the first french state of america or french country.
Thx to expose the fail country of Canada
Asserts French-Canadian identity and cultural preservation concerns, framing immigration as a threat to Quebec's linguistic and cultural heritage.
jokaairu162
Jan 27, 2026
8:25 this guy was honest lmao I can agree. Africans are not good!
8:25 this guy was honest lmao I can agree. Africans are not good!
Makes a sweeping negative generalization about an ethnic group ('Africans are not good'), combining identity-based framing with unsubstantiated claims.
matthewreyes2401
Jan 27, 2026
Bike guy ..shit' racist..😢
Bike guy ..shit' racist..😢
Direct accusation of racism against an individual, framed as identity-based criticism with emotional distress.
waheedidrees
Feb 26, 2026
Indian idiots, stupid, bastards, you just live off other people's fabrications, making a fuss, as if your country is useless when the country you live in is you who will be the rabbit, when the …
Indian idiots, stupid, bastards, you just live off other people's fabrications, making a fuss, as if your country is useless when the country you live in is you who will be the rabbit, when the two countries are at war and lack soldiers, you will be the ones fighting your home country, stupid Indians
Uses dehumanizing language and ethnic slurs to assert national identity boundaries and express distrust of Indian immigrants as potential security threats.
JaZzzy_v8
Feb 10, 2026
and........FK America
and........FK America
A hostile expression of anti-American sentiment framed as national identity assertion.
Identity Assertion
0.88
RadarFish-n1v
Dec 8, 2025
We'll do it.\nWe never give up.\nWe will stand up for our nation,\nour culture and our identity??❤️
We'll do it.\nWe never give up.\nWe will stand up for our nation,\nour culture and our identity??❤️
Asserts commitment to defending Canadian nation, culture, and identity with patriotic resolve and emotional appeal.
@crystalvargas2931
Mar 4, 2025
Hope Canada learns. We look out for ourselves over here. We don't need you idiots
Hope Canada learns. We look out for ourselves over here. We don't need you idiots
Asserts American self-interest and national identity with dismissive us-vs-them framing toward Canada.
@Handjalinajolee
Mar 4, 2025
Indians are smarter works harder and family oriented and we plan for future.
Indians are smarter works harder and family oriented and we plan for future.
Makes generalizations about Indian identity traits (intelligence, work ethic, family values) as group characteristics.
Identity Assertion
0.88
The_Slayer_1
Oct 5, 2025
Hindus are silent invaders same happens in indian
Hindus are silent invaders same happens in indian
Frames Hindus as 'silent invaders' using ethnic stereotyping and makes an unsubstantiated claim about a pattern.
StudyMaterial-d4s
Sep 19, 2025
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely …
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely ruined Canada and other nations who have engaged the same self suicidal policies.
National failure brought to us by the Liberal Party of Canada and their sychophants the NDP - and all of the geopolitically, historicaly, politically unsophisticated, easily deluded Elbows Up and other dim electorate who repeatedly vote for these Neo-Marxist Kleptocrats.
Dual Citizenship: so grateful to have it.
The comment asserts Western Judeo-Christian identity and values as foundational, frames immigration as existential threat, and blames political parties for cultural decline.
EnyaInTheWorld
Feb 19, 2026
I’m not a racism but I believe the white must be here to keep the world safe.
I’m not a racism but I believe the white must be here to keep the world safe.
Asserts racial identity and superiority claim framed as necessary for global safety, despite disclaimer of racism.
virgo4don70
Aug 25, 2025
♥️♥️♥️Canada
♥️♥️♥️Canada
Simple patriotic assertion of Canadian identity through hearts and country name.
Identity Assertion
0.88
@MotalebMiah-r8o
Mar 4, 2025
This is Canada stop making into India
This is Canada stop making into India
Expresses concern about cultural transformation and national identity, framing immigration as a threat to Canadian character.
gealong2101
Jan 27, 2026
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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)