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
tRump is an idiot, no deal maker, no big brain, just a small petty loser. I am embarrassed by this president, he's not my president just Maga's president. Most Americans are ashamed of this stupid …
tRump is an idiot, no deal maker, no big brain, just a small petty loser. I am embarrassed by this president, he's not my president just Maga's president. Most Americans are ashamed of this stupid regime. Pray for us, we are going to need it.
Uses strong us-vs-them framing (most Americans vs. MAGA) and expresses shame about national identity under current leadership.
@hollythibault1820
Mar 4, 2025
A Portuguese guy goes to another country to berate its people.
A Portuguese guy goes to another country to berate its people.
Criticism framed around national origin and belonging, suggesting outsider status of the content creator.
dudzaisaburi6031
Jan 28, 2026
Keep the Canadian Propaganda in Canada. CNN why you broadcasting this communist propaganda?
Keep the Canadian Propaganda in Canada. CNN why you broadcasting this communist propaganda?
Uses nationalist framing ('Canadian Propaganda') and ideological labeling ('communist') to assert in-group/out-group boundaries.
@Apparelphernalia
Mar 4, 2025
No, not harsh language. Donald is a nut job and you people need to quit kissing his ass.
No, not harsh language. Donald is a nut job and you people need to quit kissing his ass.
Uses insulting language to criticize Trump supporters, creating an us-vs-them distinction.
@suzannegiant5453
Mar 4, 2025
As an American, the rest of the world can suck me off. \nTreadu is a joke.\nHis own country doesnt like him\n51 come home , mama has been waiting
As an American, the rest of the world can suck me off. \nTreadu is a joke.\nHis own country doesnt like him\n51 come home , mama has been waiting
Asserts American identity while dismissing Trudeau and expressing nationalist sentiment with sarcastic tone.
@Soul_snatched365
Mar 4, 2025
this clown really thinks he could make the US pay. Trump is so right
this clown really thinks he could make the US pay. Trump is so right
Dismisses Trudeau as ineffective ('clown') while endorsing Trump, asserting political allegiance.
@Omega22124
Mar 4, 2025
Wonderful Prime Minister
Wonderful Prime Minister
Brief positive statement about the Prime Minister expressing support or approval.
Identity Assertion
0.75
@mithranm.p
Mar 4, 2025
As a mature Indian , I promote this vedio !
As a mature Indian , I promote this vedio !
The commenter asserts their identity as a 'mature Indian' and endorses the video, combining identity claims with support.
Moksh-loveanimals
Feb 3, 2026
Another great Prime Minister ,another great politician , heroes leaders are now known by all people in the world , i admire your Prime Minister dear Canadians and you should be proud of your Prime …
Another great Prime Minister ,another great politician , heroes leaders are now known by all people in the world , i admire your Prime Minister dear Canadians and you should be proud of your Prime Minister
Expresses pride in Canadian leadership and national identity while offering cross-national admiration and solidarity.
@glowdiamonds9830
Mar 4, 2025
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Compares Indian integration in UK to Canada while expressing ambivalence about cultural markers like religious headwear.
pete801
Feb 3, 2026
I’m SIHK and tired of this shit
I’m SIHK and tired of this shit
Self-identification as Sikh expressing frustration, asserting identity while critiquing current situation.
skippayless4357
Jan 27, 2026
Don’t worry chap. As a Somali and an African we hate your kind too. Too bad you can’t do anything about our presence.
Don’t worry chap. As a Somali and an African we hate your kind too. Too bad you can’t do anything about our presence.
Asserts counter-identity and mutual dislike along ethnic lines while claiming permanence of immigrant presence.
mahbubmo
Feb 3, 2026
They only hire other Indians
They only hire other Indians
Makes a generalization about hiring practices within an ethnic group, implying preferential treatment and exclusion of others.
hoo_jii
Feb 25, 2026
My president put America first
My president put America first
Asserts nationalist allegiance to American president and 'America first' ideology.
Identity Assertion
0.75
@EdBdrtx
Mar 4, 2025
I don't consider that. . . Talking directly to Trump. Good luck you whimpy crazy little fruit. Ok shoot us with your tariffs. See who caves first. Whining on tv trying to change our minds. …
I don't consider that. . . Talking directly to Trump. Good luck you whimpy crazy little fruit. Ok shoot us with your tariffs. See who caves first. Whining on tv trying to change our minds. When we openly, willingly and happily voted to change the way THIS COUNTRY has been thru because of idiots like you, Biden ETC. change hurts in the beginning. . . But in the end. We will see who has a trade deficit with who. Good luck little fruit
Strong assertion of Canadian identity and national resolve against US pressure, with implicit call to maintain current course.
@fredhahn3739
Mar 4, 2025
So now you call Trump dumb ?!!!!!! \nOk let see who the dumbass is
So now you call Trump dumb ?!!!!!! \nOk let see who the dumbass is
Uses rhetorical questioning to defend against criticism of Trump while asserting a counter-position through sarcasm.
@rafealrafeal6716
Mar 4, 2025
I wonder where this guy tyler is from - he defo aint no true american. from europe or something
I wonder where this guy tyler is from - he defo aint no true american. from europe or something
Questions someone's national authenticity based on perceived origin, implying true belonging requires specific ancestry.
AllAboutTheJourneyy
Jan 28, 2026
The fact that Trump won electoral and popular vote, proves that there are more stupid people in the U.S. than smart people. I myself did NOT vote for Trump. I really think stupid people don't …
The fact that Trump won electoral and popular vote, proves that there are more stupid people in the U.S. than smart people. I myself did NOT vote for Trump. I really think stupid people don't know they are stupid, so there's that.
Commenter asserts their own identity as a non-Trump voter while making a sweeping judgment about American voters' intelligence, creating us-vs-them framing.
@TextbookLogic
Mar 4, 2025
Canada is conquered...
Canada is conquered...
Assertion about Canada's colonial history and current demographic/cultural status, invoking historical identity claims.
dsadik666
Jan 28, 2026
Indian Fatigued👇
Indian Fatigued👇
Brief assertion suggesting exhaustion with Indian immigration, implying demographic concern.
TheUnknown-vq5mg
Feb 4, 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)