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
It’s not America. It’s a buffoon that is in out Whitehouse
It’s not America. It’s a buffoon that is in out Whitehouse
Distinguishes between America as a nation and its current leader, asserting a distinction between the country and its leadership.
@DiamondsWorld24
Mar 4, 2025
Screw you Canada???
Screw you Canada???
A dismissive statement expressing antagonism toward Canada, framing an us-versus-them dynamic.
Identity Assertion
0.75
@Harley-k6h
Mar 4, 2025
Canada and Europe one family..Period.??
Canada and Europe one family..Period.??
Asserts a familial bond between Canada and Europe, framing shared identity and belonging.
@carloseduardos7294
Mar 4, 2025
I'm so sick of these people!
I'm so sick of these people!
Vague expression of frustration toward 'these people,' using us-vs-them framing without specific policy critique.
Corrie-Lee
Jan 28, 2026
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
The comment blames Punjabis for Canada's negative reputation, using a specific ethnic group to represent broader immigration concerns.
Identity Assertion
0.75
MAXSEEZ
Jan 28, 2026
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no though an immigrant building a giant statue of their god, rather one of them; no it's perfectly fine
The comment uses a double-standard argument to assert that Christian/Jewish religious symbols face different treatment than immigrant religious symbols, framing an us-vs-them dynamic.
saladtosser699
Jan 28, 2026
American idiot rule has officially begun.
American idiot rule has officially begun.
Dismissive characterization of American governance and identity, expressing national shame and concern about political direction.
@joelnichols9055
Mar 4, 2025
He is a nice & real president. Trump is in the level of bottom.
He is a nice & real president. Trump is in the level of bottom.
Comment makes comparative character judgments about political leaders using us-vs-them framing (positive vs. negative positioning).
Identity Assertion
0.75
@gorillachen9256
Mar 4, 2025
I miss the Real Americans... hate Trudeau but.....he ain't wrong... we don't pick fights
I miss the Real Americans... hate Trudeau but.....he ain't wrong... we don't pick fights
Expresses nostalgia for 'Real Americans' (identity assertion) while critiquing Trudeau's policy approach, though acknowledges some validity to his position.
@anthonysmitten290
Mar 4, 2025
We the USA are going to see just how tough justine is.????
We the USA are going to see just how tough justine is.????
Uses us-vs-them framing (USA vs Canada/Trudeau) with implicit threat about testing Canadian toughness.
@YOUTUBER-jf6iq
Mar 4, 2025
We love Trump. We voted him in. We don't owe anything to either Europe or Canada. The tax payers deserve better in the US. ?
We love Trump. We voted him in. We don't owe anything to either Europe or Canada. The tax payers deserve better in the US. ?
Expresses nationalist sentiment ('We love Trump', 'We don't owe anything') combined with economic grievance about taxpayer value.
@Pookyy
Mar 4, 2025
Indian Fatigued👇
Indian Fatigued👇
Brief assertion suggesting exhaustion with Indian immigration, implying demographic concern.
TheUnknown-vq5mg
Feb 4, 2026
Meanwhile Canadian yt women supports this
Meanwhile Canadian yt women supports this
Identity-based assertion with gendered and nationalist undertones, suggesting concern about Canadian women's support for immigration.
hoehoe360
Feb 4, 2026
Trudeau said Trump was very smart, not because he is smart but because foreign leaders know Trump is vain.
Trudeau said Trump was very smart, not because he is smart but because foreign leaders know Trump is vain.
Commenter characterizes Trudeau's diplomatic strategy as manipulative flattery based on understanding Trump's vanity and psychology.
Identity Assertion
0.75
@tracywatt9069
Mar 4, 2025
Still not the most disliked indians in canada. If you know you know.
Still not the most disliked indians in canada. If you know you know.
Cryptic in-group reference to negative perceptions of Indian immigrants in Canada, suggesting shared knowledge of discrimination or stereotypes.
NotButTwice
Feb 6, 2026
We Americans know Trump aint shit..this is sad
We Americans know Trump aint shit..this is sad
Uses 'We Americans' to assert group identity and express collective disappointment in a political figure, with some solidarity undertones.
@aricajuarez1
Mar 4, 2025
What is your iq level the guy with a bike? If your iq was good you wouldnt have said that.
What is your iq level the guy with a bike? If your iq was good you wouldnt have said that.
Personal attack questioning the intelligence of a video participant based on a statement they made, using condescension to delegitimize their position.
humanity4477
Feb 7, 2026
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Expresses support for Canada and criticism of Trump through nationalist framing and moral judgment of his character.
@silvestresantana1170
Mar 4, 2025
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy …
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy numbers and look at how many boats we have. We are the strongest geographical Nation in this world. Because of the ocean surrounding us. Everyone knows that it would be damn near impossible to take us over but they're finding it far too easy to divide the American people. Find your nationalism.??????
Asserts American nationalism and geographic superiority while framing economic arguments about military protection and taxation.
@kaseycates2743
Mar 4, 2025
American's that's what a leader sounds like!
American's that's what a leader sounds like!
Asserts American identity and leadership values by praising what 'a leader sounds like' in contrast to implied criticism.
@conorarrigan
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)