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
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, …
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, stop this hate, this is your Country too.
Commenter asserts American identity and loyalty to the president, using us-vs-them framing against Democrats while calling for unity.
@EditaZumba
Mar 4, 2025
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
Commenter asserts American identity and political allegiance (Fox News/conservative), using hostile us-vs-them framing against liberals and the comment section.
@Samy-pb3zm
Mar 4, 2025
F u and Canada buddy . Let’s see who’s gonna fold
F u and Canada buddy . Let’s see who’s gonna fold
Hostile us-vs-them framing with confrontational language asserting opposition to Canada and its leadership.
@RichieRich-qd3um
Mar 4, 2025
Bike guy is honest and true
Bike guy is honest and true
Brief endorsement of the 'bike guy' as honest and true, implicitly validating his identity-based framing of immigration issues.
Identity Assertion
0.75
Lightpetey
Jan 29, 2026
the United States did not, Trump did. blame the right person. i hate Trump and all his goons
the United States did not, Trump did. blame the right person. i hate Trump and all his goons
Commenter distinguishes between the US as a nation and Trump as an individual, asserting blame while expressing personal political opposition.
@anndover9288
Mar 4, 2025
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Uses ethnic stereotyping and casual observation of immigrant groups with a tone of ironic commentary about occupational clustering.
Manny83196
Feb 9, 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
Canada is part of usa\n\n51 State of usa
Canada is part of usa\n\n51 State of usa
Provocative claim denying Canadian sovereignty and asserting US dominance; likely satirical but primarily functions as identity/political assertion.
@hiteshmandora9657
Mar 4, 2025
i’m finding that most people in this video are really racist so not stereotypical canadians
i’m finding that most people in this video are really racist so not stereotypical canadians
Distinguishes between racist individuals in the video and 'stereotypical Canadians,' asserting a national identity boundary.
rowdapro3561
Jan 29, 2026
We don't need anything from Canada
We don't need anything from Canada
Expresses exclusionary sentiment about Canadian identity and belonging, asserting what Canada 'needs' in us-vs-them framing.
Identity Assertion
0.75
@F13-f9x
Mar 4, 2025
WE IN THE U.S. ARE DONE WITH CANADA AND EUROPE!
WE IN THE U.S. ARE DONE WITH CANADA AND EUROPE!
Expresses rejection and separation from Canada/Europe using emphatic language, asserting US identity and distance from others.
@michaelfowler2603
Mar 4, 2025
He called him just Donald!!!!!? I find this side of Canada ?? sexy!!!!
He called him just Donald!!!!!? I find this side of Canada ?? sexy!!!!
Expresses Canadian pride and attraction to Canada's assertiveness, using playful language to assert national identity.
@mikeol1985
Mar 4, 2025
Make Canada Indian Again ====MACIA
Make Canada Indian Again
====MACIA
Parodies 'Make America Great Again' slogan to express anxiety about Indian demographic presence and national identity change.
kevindevaojoo8882
Sep 27, 2025
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
Makes generalizations about Indian immigrants' mindset and uses ethnic stereotyping while dismissing complaints as typical behavior.
ShubhamSingh-jk2qz
Sep 26, 2025
The red in the Canadian flag is slowly turning saffron🧡
The red in the Canadian flag is slowly turning saffron🧡
Uses symbolic imagery (saffron color) to suggest Indian cultural takeover of Canada, combining identity assertion with sarcastic tone.
i4niable
Sep 26, 2025
Brampton has fallen
Brampton has fallen
Brief assertion that Brampton has declined, implying demographic/cultural change as the cause, with underlying anxiety about loss of place.
Nickbronline
Sep 23, 2025
The slums of Canada
The slums of Canada
Derogatory characterization of Brampton as slums, implying demographic/cultural decline and loss of place identity.
mrs.natashaellwood8634
Sep 23, 2025
Indians are taking over the world😂😂
Indians are taking over the world😂😂
Joking assertion about Indian global dominance, framed as us-vs-them demographic anxiety with comedic tone.
Naples-Florida
Sep 23, 2025
We are a patsy nation.
We are a patsy nation.
Characterizes Canada as weak or complicit ('patsy nation'), asserting national identity through criticism.
stephensavoia3285
Sep 29, 2025
Just remember, American did not approve this. Trump did all his doings, big fat jerk.
Just remember, American did not approve this. Trump did all his doings, big fat jerk.
Distinguishes between American public and Trump's individual actions, asserting that Americans did not approve, with moral disapproval of Trump.
@JudyCoursey-u4e
Mar 4, 2025
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)