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
Search & Filter
Identity Assertion
5,512 comments
Correction: Donnie is a VERY dumb guy, in spite of what the Wall Street Journal says.
Correction: Donnie is a VERY dumb guy, in spite of what the Wall Street Journal says.
Personal criticism of Trump framed as a factual correction, reflecting political identity positioning.
Identity Assertion
0.75
@stevenwymor1398
Mar 4, 2025
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand …
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand fast. \nBunch of purple hair liberal lunatics. \n\nCowards. \n\nBunch of cutters ????
Uses inflammatory language attacking perceived opponents ('purple hair liberal lunatics') with us-vs-them framing and sarcastic tone.
@ec7973
Mar 4, 2025
That fellow on the scooter was a real canadian. Most men his age are brainwashed by our CBC (state funded media)
That fellow on the scooter was a real canadian. Most men his age are brainwashed by our CBC (state funded media)
Assertion of who is 'really Canadian' combined with criticism of state media influence, framing in-group/out-group terms.
TallGuyFromCanada
Jan 27, 2026
Why tf are giving away Canadian passports like candy it’s disgraceful
Why tf are giving away Canadian passports like candy it’s disgraceful
Commenter expresses nationalist concern about citizenship being granted too liberally, framing it as a threat to Canadian identity.
ricksilver55
Jan 12, 2026
USA here, down with Trump!
USA here, down with Trump!
Expresses political opposition framed as an identity position ('USA here') with implicit call against Trump.
@lorddude5708
Mar 4, 2025
البيض يحسبون انهم السكان الاصليين 😂😂
البيض يحسبون انهم السكان الاصليين 😂😂
Uses sarcasm to assert that white people claim to be original inhabitants, combining identity-based commentary with ironic tone.
f5o6
Jan 27, 2026
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
Self-identifies as Indian while expressing sympathy for Canadians losing their country, framing immigration as a national reclamation issue.
ViiM-k4y
Feb 11, 2026
We don’t need Canada!
We don’t need Canada!
Expresses rejection and us-vs-them framing with nationalist undertones, suggesting Canada is unwanted or threatening.
@CNSTAdventures
Mar 4, 2025
President Trump is the best American President ever. I stand with Trump. He has done a lot of good things. He doesn't take any countries B.S.
President Trump is the best American President ever. I stand with Trump. He has done a lot of good things. He doesn't take any countries B.S.
Expresses strong political allegiance to Trump and asserts values of national strength and non-deference to other nations.
@Jackie-l6p
Mar 4, 2025
As a Canadian, thank you for covering this. It's genuinely killing our country.
As a Canadian, thank you for covering this. It's genuinely killing our country.
Asserts Canadian identity while claiming immigration is 'killing our country,' expressing nationalist concern about national decline.
leonardwall8290
Jan 28, 2026
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side. We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side.
We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
Commenter distinguishes between Indian and Pakistani/Bangladeshi groups while asserting shared British-Indian historical ties, framing identity categories and national associations.
MarkJones-vg7hs
Jan 27, 2026
Now that's what a leader looks like
Now that's what a leader looks like
Affirms approval of leadership qualities, implicitly contrasting with others or previous leaders.
Identity Assertion
0.75
@unrealed2211
Mar 4, 2025
We don’t stand for you!!
We don’t stand for you!!
Asserts group identity and rejection of solidarity with another nation or leader.
Identity Assertion
0.75
@thomasbardwell4151
Mar 4, 2025
Are usa citizens going to revolt against Spanky and the MAGA Mobsters,? Nah, usa citizens are too stupid to act in their own best interest.
Are usa citizens going to revolt against Spanky and the MAGA Mobsters,? Nah, usa citizens are too stupid to act in their own best interest.
Makes sweeping claims about American citizens' stupidity and inability to act in self-interest, framing national identity negatively.
@kenphillips7594
Mar 4, 2025
Welcome to Canadistan
Welcome to Canadistan
Uses a derogatory portmanteau ('Canadistan') to assert a nationalist identity and frame immigration as threatening national character.
Willow2742
Jan 28, 2026
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Criticizes Brampton's infrastructure and traffic safety, implicitly blaming immigrant populations for poor civic behavior and lack of self-regulation.
leeleland
Jan 29, 2026
No one in Canada wants this man in Canadas office \n\nI back Donald 1000000%
No one in Canada wants this man in Canadas office \n\nI back Donald 1000000%
Makes contradictory claims about Canadian public opinion while asserting personal political allegiance, framing national identity and preference.
@dustinbennett5346
Mar 4, 2025
iam as reacist as the next guy ^^
iam as reacist as the next guy ^^
Self-identifies with racist attitudes using casual language, asserting in-group membership.
Identity Assertion
0.75
UninvitedVayneMain
Jan 27, 2026
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
Asserts Canadian identity and positions Canada against the US, while expressing support for confrontational stance.
@colmivers
Mar 4, 2025
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have …
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have a culture... We are doomed
Expresses concern about loss of Canadian identity and cultural values due to diversity politics, framing it as existential threat.
ReluctantSkeptic
Jan 29, 2026
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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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