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
Free ride’s over maple boy
Free ride’s over maple boy
Dismissive statement suggesting Canada's privileged status is ending, with nationalist undertones.
@justinfeemster2023
Mar 4, 2025
I 100% take any Indians as long as they aren't practicing Muslims. They are so much friendlier and here in the Americas they dont dare ask you to redeem.
I 100% take any Indians as long as they aren't practicing Muslims. They are so much friendlier and here in the Americas they dont dare ask you to redeem.
Expresses conditional acceptance of immigrants based on religious/cultural identity while making stereotypical generalizations.
donzapatero4808
Jan 28, 2026
I'm an American and I DIDN'T VOTE FOR THIS.
I'm an American and I DIDN'T VOTE FOR THIS.
Commenter asserts American identity and distances themselves from a political decision, using us-vs-them framing.
@francescalujan6514
Mar 4, 2025
PROBLEM IS? WE STILL HAVE SO MANY MANIPULATED LEG HUMPERS THAT TRULY BELIEVE THAT TRUMP IS GOING TO LINE THEIR POCKETS WITH GOLD, HE AIN'T.
PROBLEM IS? WE STILL HAVE SO MANY MANIPULATED LEG HUMPERS THAT TRULY BELIEVE THAT TRUMP IS GOING TO LINE THEIR POCKETS WITH GOLD, HE AIN'T.
Uses derogatory in-group/out-group framing ('leg humpers') to criticize Trump supporters, asserting a division between groups.
@dudleydoright2706
Mar 4, 2025
they're all liberal votes
they're all liberal votes
Frames immigration as partisan political strategy, using 'liberal votes' to suggest immigrants are instrumentalized by one political party.
LouisRoy-co6vq
Feb 27, 2026
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Comment asserts ethnic/cultural identity boundaries and expresses fear about group takeover, though the argument is incoherent and offensive.
ahmedal7414
Jan 29, 2026
51º American state
51º American state
Frames Canada as a subordinate entity to the US through a joking assertion about statehood, combining identity framing with satirical commentary.
@AmarilioSongWriter
Mar 4, 2025
The USA does not need Canada, who's not getting the message loud and clear? ?
The USA does not need Canada, who's not getting the message loud and clear? ?
Asserts US superiority and independence from Canada, framing a hierarchical relationship between nations.
@hurstshiftin9873
Mar 4, 2025
On parle des indiens mais on se moque des africains
On parle des indiens mais on se moque des africains
Raises concern about differential treatment of different immigrant groups (Indians vs. Africans), suggesting selective media or policy focus.
Identity Assertion
0.75
MamadousaretiyaDiallo
Feb 24, 2026
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are …
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are going to lose if you dont fall in line.
Asserts US economic and demographic superiority while threatening economic coercion, framing confrontational us-vs-them dynamic.
@AbhorrentBF
Mar 4, 2025
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
Makes unverified claims about Trump's election while asserting a critical stance toward him and his associates.
@sweetjane5033
Mar 4, 2025
Most Americans don't want this either! ????
Most Americans don't want this either! ????
Commenter asserts a collective 'we' (Americans) position against something, framing it as a shared national sentiment.
Identity Assertion
0.75
@jeanettecalderwood363
Mar 4, 2025
I'm with you Canada. Our president is a lunatic.
I'm with you Canada. Our president is a lunatic.
Expresses solidarity with Canada as an in-group while criticizing an out-group leader, framing national identity and positioning.
@ovhnfinity
Mar 4, 2025
YEAH, Trump is doing the right thing!!!! About time we have a back boned president!!!!
YEAH, Trump is doing the right thing!!!! About time we have a back boned president!!!!
Expresses support for Trump as a strong leader, framing this as a values-based identity position rather than policy analysis.
@n_baileyname2698
Mar 4, 2025
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
Commenter asserts refusal to recognize Trump's legitimacy and uses strong identity-based language ('Commie traitor') to distance themselves from his authority.
@sharonscharff6878
Mar 4, 2025
White people are so mad, what goes around comes around motherfuckers😂😂😂😂😂😂😂
White people are so mad, what goes around comes around motherfuckers😂😂😂😂😂😂😂
Uses racial framing and humor to express resentment toward white Canadians, invoking historical grievance.
rahulreddy3558
Jan 28, 2026
♟️DONALD TRUMP WINS AGAIN♟️
♟️DONALD TRUMP WINS AGAIN♟️
Celebrates Trump's political victory with nationalist/partisan framing, asserting support for his side.
Identity Assertion
0.75
@darai62
Mar 4, 2025
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no …
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no i do not want to work there😂. Not a chance.
Expresses ethnic-based avoidance of certain cities and makes claims about employment discrimination, framed with in-group/out-group distinction.
mathi6943
Jan 28, 2026
Trudeau your not trying hard enough. I stand with Trump
Trudeau your not trying hard enough. I stand with Trump
Takes a political stance by criticizing Canadian leadership and expressing allegiance to an opposing figure, framing political division.
@Karlitos.Reviews
Mar 4, 2025
A Real Leader Speaks
A Real Leader Speaks
Assertion of leadership qualities and national identity values, praising someone as embodying strong leadership.
Identity Assertion
0.75
@antoniosaxon8605
Mar 4, 2025
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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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