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
America first
America first
Nationalist assertion prioritizing American interests, implying us-vs-them framing.
Identity Assertion
0.85
@locodragon28
Mar 4, 2025
Trump and USA are 100% Correct. Make America Great Again.
Trump and USA are 100% Correct. Make America Great Again.
Asserts support for Trump and MAGA ideology as a political identity position.
Identity Assertion
0.85
@pa4765
Mar 4, 2025
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
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East …
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East Indian clothing and grocery stores, it is a total sh*tpit - where people can't sleep at night because the Sikh punks are racing their cars up and down Burnside all night. Any whyte people who can, move out - leaving only the poorest, who can't afford to move, the homeless and the Punjabis.
Uses us-vs-them framing ('whyte people' vs Punjabis/Sikhs) and describes neighborhood decline through ethnic demographic lens, with secondary fear/threat elements about safety and displacement.
jasondrummond9451
Jan 27, 2026
People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send them back to their place of origin; …
People with white skin belong to Europe.
They have no connection to this continent.
Do to them what they did to the indigenous people of this continent.
Send them back to their place of origin; if they refuse, throw them into the nearest ocean.
Makes exclusionary identity claims denying white people belonging to Canada, with violent rhetoric framed as historical justice.
atheist-baba-ka
Jan 27, 2026
Many Canadians (myself included) now view the US as an enemy nation. It didn’t use to be this way.
Many Canadians (myself included) now view the US as an enemy nation. It didn’t use to be this way.
Asserts a shift in Canadian national identity and relationship with the US, framing the US as an external threat to Canadian identity.
@robertdobie8680
Mar 4, 2025
Sell your shit to a third world Canada see how much money you get.protect your own country
Sell your shit to a third world Canada see how much money you get.protect your own country
Frames Canada as needing to 'protect your own country' and uses dismissive language about third-world valuations, asserting national self-interest and us-vs-them framing.
@waynehein6448
Mar 4, 2025
In Winnipeg it is also zero white people working in our Tim Hourtins. Its only racism if its a white person having this hiring practice.
In Winnipeg it is also zero white people working in our Tim Hourtins. Its only racism if its a white person having this hiring practice.
Asserts racial double-standard in hiring practices, framing it as an us-vs-them issue of differential treatment based on race.
Travis-i1r9n
Feb 15, 2026
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Expresses nationalist sentiment ('AMERICA FIRST') while dismissing Trudeau, framing political opposition through identity and allegiance.
@Carnivorechad
Mar 4, 2025
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Sweeping negative stereotyping of Indians as incompatible with Canadian identity, using exclusionary us-vs-them framing.
kylejones640
Jan 27, 2026
hey , u are criticizing other country but saying your country is the greatest country in the world WTF! You are such a Dickhead.....now you are Racist.
hey , u are criticizing other country but saying your country is the greatest country in the world WTF! You are such a Dickhead.....now you are Racist.
Accuses the video creator of hypocrisy and racism, framing it as an us-vs-them identity issue while making a moral judgment about inconsistency.
AbhayRaj_0348
Jan 27, 2026
DONT GIVE A FLING SHIT TO MANY INDIANS
DONT GIVE A FLING SHIT TO MANY INDIANS
Expresses hostility toward a specific ethnic group (Indians), framing immigration as a demographic threat.
sweetcheeckss
Jan 27, 2026
I am an American and totally agree with Canada. \nTrump is messing with Canada and all Americans in his crazy quest to get money to give the 1% billionaires.
I am an American and totally agree with Canada. \nTrump is messing with Canada and all Americans in his crazy quest to get money to give the 1% billionaires.
American commenter asserts solidarity with Canada against Trump, framing this as a moral stance against wealth inequality.
@garymohler107
Mar 4, 2025
Wait he prayed to hindu god lord krishna 12:45
Wait he prayed to hindu god lord krishna 12:45
Highlights religious/cultural identity marker (Hindu prayer) as a notable or potentially problematic observation about an immigrant.
Identity Assertion
0.85
ustarbeleiber9631
Feb 16, 2026
Real Canadians want zero immigration !
Real Canadians want zero immigration !
Claims about 'Real Canadians' wanting zero immigration frames this as an identity-based assertion about who belongs and what national policy should be.
Thunderstick-y8h
Feb 16, 2026
Get out indian 0:39
Get out indian 0:39
Direct exclusionary statement targeting Indians, asserting in-group/out-group boundaries with hostile framing.
MubashirOfficial
Jan 27, 2026
Being called racist means nothing. Im happy to be labeld as such
Being called racist means nothing. Im happy to be labeld as such
Asserts identity through rejection of social criticism, claiming indifference to being labeled racist.
Identity Assertion
0.85
akiranp
Feb 15, 2026
No ones hates the new Indians more than the Indians that have been here 10+ years
No ones hates the new Indians more than the Indians that have been here 10+ years
Asserts in-group conflict between established and newer Indian immigrants, framing identity and belonging tensions.
Identity Assertion
0.85
petro6883
Jan 27, 2026
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
Commenter identifies someone as racist and frames this as exceptional/noteworthy within Canadian identity, using us-vs-them framing about national character.
Moonpie1025
Feb 15, 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)