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
As a American.. I don't care about Canada.. they are going down first when the tarrifs start emptying their socialist economy. Bye bye maple syrup!!?? Wahhh!
As a American.. I don't care about Canada.. they are going down first when the tarrifs start emptying their socialist economy. Bye bye maple syrup!!?? Wahhh!
Asserts American identity and superiority while mocking Canada, with sarcastic tone ('Wahhh!') suggesting satirical intent.
@michaelbeever7592
Mar 4, 2025
America is not your personal property [Donald Trump]
America is not your personal property [Donald Trump]
Asserts that America is not Trump's personal property, framing national identity and ownership as a contested us-vs-them issue.
@isaacaigberemolen3799
Mar 4, 2025
Trudeau is very well spoken and trump sounds like a bafoon
Trudeau is very well spoken and trump sounds like a bafoon
Comment contrasts Canadian and American leaders as representatives of national character, implying superiority of one over the other.
@rolandoalvarado186
Mar 4, 2025
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
Blames MAGA supporters for immigration problems, asserting political/ideological identity divisions and implicitly calling for accountability.
@jonn6427
Mar 4, 2025
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
Who the fuck is this clown. No right addressing American citizens. Didn't he resign? Gtfo
Who the fuck is this clown. No right addressing American citizens. Didn't he resign? Gtfo
Questions legitimacy and authority of a political figure through insulting language and identity-based dismissal.
@JohnnyBravo888
Mar 4, 2025
Who the fuck let them put that pagan statue up there
Who the fuck let them put that pagan statue up there
Uses religious/cultural identity framing ('pagan') to express concern about national symbols and cultural change.
JACKSPARROW-wp7pb
Feb 26, 2026
Make Canada Great always.\nBe united. \nGod has bellesed Canada with maximum natural resources in this beautiful world, including beautiful hearts of its people.\nThis temted your Close friend America to make you 51st state.\nWhy canadian people …
Make Canada Great always.\nBe united. \nGod has bellesed Canada with maximum natural resources in this beautiful world, including beautiful hearts of its people.\nThis temted your Close friend America to make you 51st state.\nWhy canadian people have to cross over to america illegally.\nStop dancing on the tune of American leaders.\nhistory shows that Canada always stands with America.
Asserts Canadian national identity and independence while comparing Canada to America and warning against American influence.
@mhussain6419
Mar 4, 2025
Who is this fool call my president by his first name !!?? This punk done lost his mind!!!
Who is this fool call my president by his first name !!?? This punk done lost his mind!!!
Expresses outrage at perceived disrespect to national leadership, asserting norms of deference and national dignity.
@Eastnewyorkian
Mar 4, 2025
As an American I'm ashamed ?
As an American I'm ashamed ?
Commenter asserts American identity while expressing shame about national actions, framing themselves against their government's position.
@ahmedmm786
Mar 4, 2025
This is an educated, caring and professional leader. He is a gentleman and classy man.
This is an educated, caring and professional leader. He is a gentleman and classy man.
Asserts positive characterization of a political leader as educated, caring, and classy.
Identity Assertion
0.75
@dianeruckdeschel9773
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
Trump is the biggest piece of garbage. Impeach and imprison this orange psychopath years ago!
Trump is the biggest piece of garbage. Impeach and imprison this orange psychopath years ago!
Strong partisan criticism framing Trump as morally unfit, combining identity-based political positioning with moral condemnation.
@Antzombieslayer
Mar 4, 2025
Only politician with common sense in Canada
Only politician with common sense in Canada
Commenter asserts the politician represents common sense and implicitly positions them as uniquely competent among Canadian politicians.
@Meeshell007
Feb 20, 2026
America first! US is no longer the worlds cash cow!
America first! US is no longer the worlds cash cow!
Nationalist assertion ('America first') combined with economic argument about US resource allocation and global role.
@lesliekloer8544
Mar 4, 2025
Remember Trump and his little entourage and delusional supporters wanted this. Most Americans did not and do not all feel the same way.
Remember Trump and his little entourage and delusional supporters wanted this. Most Americans did not and do not all feel the same way.
Distinguishes between Trump supporters and broader American population, asserting that most Americans don't support Trump's position.
@themandalorian2107
Mar 4, 2025
Trump isn't smart. He's cunning. Big difference.
Trump isn't smart. He's cunning. Big difference.
Makes a character distinction about Trump, asserting a particular interpretation of his nature and intelligence.
@mareezyg6058
Mar 4, 2025
Americans dont believe in facts
Americans dont believe in facts
Dismissive generalization about Americans as a group, framing them negatively in contrast to an implied Canadian perspective.
@Shawn-r1o
Mar 4, 2025
Sorry but it would piss me off to have to look at those huge statues of their gods….
Sorry but it would piss me off to have to look at those huge statues of their gods….
Expresses discomfort with religious/cultural symbols of immigrants, framing them as incompatible with the commenter's sense of belonging.
lyledeyounges1276
Jan 28, 2026
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole …
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole community is drug addict
Makes stereotypical claims about Indian people while defending India and asserting cultural identity through comparative framing.
ghstviper697
Jan 27, 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)