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
Hi from Canada... When you look at a long line of MAGA't Zombie voters and you see them all smiling and collectively they make one complete set of teeth and then you allow them to …
Hi from Canada... When you look at a long line of MAGA't Zombie voters and you see them all smiling and collectively they make one complete set of teeth and then you allow them to vote in their golden pig and make him president, this is what you get! I realise that everyone that is good and decent in the USA bent over backwards not to look down or insult MAGA't types for fear of further alienating them, all it has done is backfired both upon good and decent Americans but upon the cult of Orange Jesus as well. So now we're left with this dystopian mess. Long past time to take the gloves off and get into the fight. Pretend you're all hockey players playing the Russians... leave it ALL on the ice!!!
Asserts Canadian identity and moral superiority while criticizing US voters and calling for aggressive political action against political opponents.
@truenorthbc
Mar 4, 2025
Keep your shit Canada we don't need LEECHES and spineless allies.
Keep your shit Canada we don't need LEECHES and spineless allies.
Uses dehumanizing language ('LEECHES') and us-vs-them framing to reject immigrants and assert national boundaries.
@angelorosini4326
Mar 4, 2025
I haven't met a single Canadian who likes indians lol. Like ask anyone in private and no one wants them here.
I haven't met a single Canadian who likes indians lol. Like ask anyone in private and no one wants them here.
Commenter makes a sweeping claim about Canadian attitudes toward Indian immigrants, framing an us-vs-them dynamic and suggesting widespread rejection.
kz_sloth
Jan 28, 2026
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada …
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada not India .
Asserts Canadian national identity as inherently white, frames immigrants as cultural outsiders, and demands exclusion based on cultural conformity.
ablive7010
Sep 20, 2025
Trump grossly unfit for office. My support to Canada and Mexico
Trump grossly unfit for office. My support to Canada and Mexico
Asserts opposition to Trump while expressing solidarity with Canada and Mexico, using identity-based positioning.
@ukulelelab4219
Mar 4, 2025
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Uses sarcastic humor to express resistance to immigrant settlement in specific regions, asserting territorial/community boundaries.
shinylitten1145
Jan 27, 2026
If Trudeau is the governor of Canada..trump is the devil in the u.s.
If Trudeau is the governor of Canada..trump is the devil in the u.s.
Contrasts Canadian and American leadership through identity framing, positioning Trudeau positively against Trump.
@germaniapena5774
Mar 4, 2025
As an American, I feel ashamed and humiliated by how my fellow Americans behave and blindly worship this ??.
As an American, I feel ashamed and humiliated by how my fellow Americans behave and blindly worship this ??.
Expresses shame about American identity and behavior, distancing self from fellow Americans through moral judgment.
@mightydeku
Mar 4, 2025
support US trump 100% percent, canada should surrender and be 51st state
support US trump 100% percent, canada should surrender and be 51st state
Expresses support for Trump while suggesting Canada should become a US state, asserting political allegiance and national hierarchy.
@kleung9717
Mar 4, 2025
Blame the greedy white man that sold out his own people
Blame the greedy white man that sold out his own people
Uses racial framing ('white man') to assign blame, combining identity-based us-vs-them language with moral judgment.
JoelHandy-m3q
Oct 6, 2025
At least its not dirty like India
At least its not dirty like India
Makes a derogatory comparative claim about India to assert superiority of Canada/Western nations.
LingLing-ou6nt
Jan 27, 2026
As an American, I don’t want this or the present government!
As an American, I don’t want this or the present government!
American commenter asserts their national identity while distancing themselves from current government leadership.
@midgethorn4083
Mar 4, 2025
The unpopular president talking shit to the most popular president since George Washington. Good luck a hole.
The unpopular president talking shit to the most popular president since George Washington. Good luck a hole.
Contrasts popularity and legitimacy of leaders using comparative framing with insulting language, asserting relative status.
@TedAllen-f9t
Mar 4, 2025
No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still
No indian would ever say this, if this video was made about any other ethnicity.
But stop with the damn racism bruh.
Yeah Indians are disgusting af but still
Acknowledges ethnic stereotyping while simultaneously engaging in it, framing the issue as selective racism against Indians.
Seraphim-o4g
Jan 28, 2026
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils feel pain of country
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils feel pain of country
Makes ethnic/regional distinctions within Indian identity while making unsubstantiated generalizations about cultural respect and behavior.
Sundarin8du
Feb 12, 2026
I don’t personally like immigration, especially on large scales, but they’re not a violent group of people and they typically don’t disrupt the way other races do
I don’t personally like immigration, especially on large scales, but they’re not a violent group of people and they typically don’t disrupt the way other races do
Expresses personal opposition to immigration while comparing behavior across racial groups.
Cryptokev69
Feb 3, 2026
U call us poop eater, look at your self Babies of Europeans now called Canadians, what are you hopless country
U call us poop eater, look at your self
Babies of Europeans now called Canadians, what are you hopless country
Defensive ethnic identity assertion responding to perceived slurs, questioning legitimacy of Canadian identity.
Su-oc4vb
Jan 29, 2026
Hey there white folks, hope you’re happy your Orange Buffoon is in power.
Hey there white folks, hope you’re happy your Orange Buffoon is in power.
Uses racial framing and sarcasm to critique white voters' support for Trump, employing identity-based commentary.
@espn2829a
Mar 4, 2025
companies support this since more whites doesnt want to have kids anymore or just one
companies support this since more whites doesnt want to have kids anymore or just one
Makes a racial/ethnic identity claim ('whites') about demographic change and reproduction patterns, framing immigration through an us-vs-them lens.
Supfellas-000
Jan 27, 2026
Plz use condoms Indian
Plz use condoms Indian
Targets a specific ethnic group with a dehumanizing statement framed as demographic concern.
roshenamilka5826
Feb 12, 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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