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
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all …
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all for their host country. Deport them all please. Thank you for speaking your mind based biker man and may someone buy you a Pilsner if ever in the prairies 🫡
Makes explicit ethnic/cultural hierarchies, frames certain immigrant groups as threats to national identity, and calls for deportation based on group membership.
blair.49
Jan 28, 2026
Canada is better off….we don’t need America anymore. Get lost America. Go play with your Russian lover boys
Canada is better off….we don’t need America anymore. Get lost America. Go play with your Russian lover boys
Asserts Canadian superiority and rejection of American influence, framing national identity in opposition to the US.
@WhiteyMcCrackerson
Mar 4, 2025
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA and Nothern Usa aka Canada.
Asserts national identity and patriotism while framing Indian immigrants as 'ungrateful,' using us-vs-them framing combined with moral judgment.
FollowerofJesusChristAmen
Jan 28, 2026
THIS SAD EXCUSE OF A HUMAN DOES NOT REPRESENT CANADA???
THIS SAD EXCUSE OF A HUMAN DOES NOT REPRESENT CANADA???
Makes a claim about who does or does not represent Canadian identity and values.
Identity Assertion
0.85
@chris47190
Mar 4, 2025
Yeah. They are despised. And only here to prop up the liberal government and ruin our country.
Yeah. They are despised. And only here to prop up the liberal government and ruin our country.
Uses us-vs-them framing to assert that immigrants are despised and threaten the nation, combining identity claims with threat rhetoric.
BlairH-fua
Jan 28, 2026
High Indian population leads to low quality of life - they want to feel like they're back home.
High Indian population leads to low quality of life - they want to feel like they're back home.
Makes ethnic generalizations about Indian immigrants and frames their presence as degrading quality of life, combining identity-based stereotyping with implicit threat framing.
Thetruthhurts708
Jan 28, 2026
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Comment critiques racist identity claims and contrasts Canadian vs. American racial ideologies, with strong identity-based framing about who belongs in Canada.
Scoopbling
Jan 28, 2026
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
Uses inflammatory racial categorization and sweeping condemnation of a racial group, framing historical grievances as identity-based conflict.
veer1
Mar 3, 2026
Brampton is brown town
Brampton is brown town
Demographic observation asserting ethnic/cultural identity of a city, framing it as a defining characteristic.
Identity Assertion
0.85
P0KEMONMASTERSEX
Jan 28, 2026
Hope Canadians see the difference between Dj and American people…
Hope Canadians see the difference between Dj and American people…
Distinguishes between Canadian leadership and American people, creating an us-vs-them framing based on national identity.
Identity Assertion
0.85
@Shanko12
Mar 4, 2025
But Sikhs in Canada called as Khalisthanis are little danger ...but they are danger to Indian's only mainly it seems.....Indian Sikhs are good but canada Khalisthanis are not good
But Sikhs in Canada called as Khalisthanis are little danger ...but they are danger to Indian's only mainly it seems.....Indian Sikhs are good but canada Khalisthanis are not good
Distinguishes between Canadian Sikhs (labeled negatively as 'Khalisthanis') and Indian Sikhs, asserting group identity and threat characterization based on national origin.
sureshtangella7717
Feb 23, 2026
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Strong assertion of Western cultural identity and belonging, with demographic anxiety about cultural erosion and calls for cultural preservation and assimilation.
USAallfknday
Jan 27, 2026
I don’t understand how someone who consider himself as intelligent can think this. 5:22 this man is not okay. Rapping is not our culture and you are not intelligent than us.
I don’t understand how someone who consider himself as intelligent can think this.
5:22 this man is not okay. Rapping is not our culture and you are not intelligent than us.
Makes claims about cultural belonging and superiority, dismissing rap as 'not our culture' and asserting intellectual hierarchy based on cultural identity.
bujambisibomana
Jan 28, 2026
Nobody is more racist to Indians than other Indians
Nobody is more racist to Indians than other Indians
Makes a generalized claim about intra-group discrimination, asserting identity-based patterns.
Identity Assertion
0.85
AProvocateur
Jan 27, 2026
As an American who did NOT vote for our orange tyrant, I'm so ashamed to be a citizen of this country under his reign.
As an American who did NOT vote for our orange tyrant, I'm so ashamed to be a citizen of this country under his reign.
American commenter expresses shame about national identity and citizenship under Trump, asserting a position of dissociation from the current administration.
@jtb279600
Mar 4, 2025
Canada ?? the new free world heroes
Canada ?? the new free world heroes
Frames Canada as a moral leader and hero, asserting positive national identity and global standing.
@kinesis4868
Mar 4, 2025
God its almost like large, unassimilated populations to a country... is NOT liked by the current population.
God its almost like large, unassimilated populations to a country... is NOT liked by the current population.
Frames unassimilated immigrant populations as inherently disliked, emphasizing cultural incompatibility and demographic threat.
TheMalcMan21
Jan 27, 2026
Can we get every third world shithole person out of North America? Pls and thanks
Can we get every third world shithole person out of North America? Pls and thanks
Uses dehumanizing language to frame immigrants as unwanted outsiders, asserting a nationalist us-vs-them boundary.
ElNinoDeLaFrontera
Jan 27, 2026
Ese blanco es bien racista como todos los blancos
Ese blanco es bien racista como todos los blancos
Makes a sweeping ethnic generalization attributing racism to a racial group, using identity-based framing to express prejudice.
GuillermoGonzalez-ml5bs
Mar 1, 2026
Import Indians, Import India...
Import Indians, Import India...
Elliptical statement implying concern about Indian immigration and cultural replacement ('Import India'), using us-vs-them framing.
Suprdave123
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)