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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Solidarity
4,947 comments
I'm in Oregon and totally support Canada. I'm starting to wish that the West Coast states could join Canada as the province of Cascades and tell the red states to f*ck off!
I'm in Oregon and totally support Canada. I'm starting to wish that the West Coast states could join Canada as the province of Cascades and tell the red states to f*ck off!
Expresses support for Canada and desire to align with it politically, framed as solidarity with Canadian values.
@wlktaylor
Mar 4, 2025
Punjab people are good
Punjab people are good
Brief positive statement about a specific ethnic group, expressing support or affirmation.
wisamsaleh5251
Feb 11, 2026
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
Mar 4, 2025
We need this
We need this
Minimal comment expressing support for Canada's position, likely in response to the video's content about Canadian immigration or foreign policy.
Solidarity
0.75
@Pogii7
Mar 4, 2025
As an American I support Canada, Ukraine, Russia, Europe, china, Mexico the USA and the whole world. Oops that doesn’t fit any narrative, oh well.
As an American I support Canada, Ukraine, Russia, Europe, china, Mexico the USA and the whole world. Oops that doesn’t fit any narrative, oh well.
Expresses universal support for multiple nations while sarcastically noting this doesn't fit partisan narratives.
@Kramer0204
Mar 4, 2025
I stand with Canada, as I feel bad how USA has gone down with politics. An Albanian student in Egypt ????
I stand with Canada, as I feel bad how USA has gone down with politics. An Albanian student in Egypt ????
Expresses support for Canada and empathy while comparing favorably to USA's political situation.
@mgarym213
Mar 5, 2025
As an Indian, thank you for showing this.Mirrors are important.
As an Indian, thank you for showing this.Mirrors are important.
Commenter identifies as Indian and thanks the creator for the content, expressing support and appreciation.
wolfy027
Jan 27, 2026
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
Expresses support for Canada and democracy while criticizing the US, framing Canada as morally superior ally.
@pininfarina1052
Mar 4, 2025
Ukraine with Canada
Ukraine with Canada
Expresses support for Ukraine alongside Canada, signaling solidarity with allied nations.
Solidarity
0.75
@y.h.8965
Mar 4, 2025
American Standing for Canada. Don’t What that parasite Trump get across your border.
American Standing for Canada. Don’t What that parasite Trump get across your border.
American expressing support for Canada and urging protective action against Trump, framed as solidarity.
@NicoliTucker-k7t
Mar 4, 2025
Thank you for talking about this. It feels like nobody cares about Canada outside or even inside of Canada. This is just the tip of the iceberg.
Thank you for talking about this. It feels like nobody cares about Canada outside or even inside of Canada.
This is just the tip of the iceberg.
Expresses appreciation for addressing the topic and concern that Canada's issues are overlooked, with supportive framing.
PaperThinnGlennHall
Jan 27, 2026
Amazing speech Trump and his people need to hear truth
Amazing speech Trump and his people need to hear truth
Expresses support and agreement with a speech, calling it 'amazing' and encouraging others to listen.
Solidarity
0.75
@jameswootton2221
Mar 4, 2025
Hindus are good people
Hindus are good people
A brief positive affirmation of a religious/ethnic group, expressing support and goodwill toward Hindus.
liamsadler6525
Feb 5, 2026
Good for you Canada well said I with you and a lot of England is to. We will sell to you.
Good for you Canada well said I with you and a lot of England is to. We will sell to you.
Expresses support and alignment with Canada's position, with a comparative reference to England's similar stance.
@peterpanbigdick.
Mar 4, 2025
Wish I was Canadian to vote for him
Wish I was Canadian to vote for him
Expresses admiration and desire to support a Canadian political figure, showing cross-border solidarity.
@lougait4362
Mar 4, 2025
I stand with Ukraine and Canada. I though you know the President was a psychological lair?
I stand with Ukraine and Canada. I though you know the President was a psychological lair?
Expresses support for Ukraine and Canada while making an unsubstantiated claim about the U.S. President.
@georgettewatkins4454
Mar 4, 2025
Yea we’re screwed. Thanks trump ??Southern California resident and I stand with you Canada ??
Yea we’re screwed. Thanks trump ??Southern California resident and I stand with you Canada ??
Expresses concern about consequences ('we're screwed') but primarily shows cross-border solidarity and support for Canada's position against Trump.
@davis86
Mar 4, 2025
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Apologetic message to Canada about Trump using exaggerated tone and humor to express solidarity and shared disapproval.
@Teacherbarbara23
Mar 4, 2025
all this has done is elevate justin trudeau to a world class leader thats deeply respected in the eyes of canadians ??
all this has done is elevate justin trudeau to a world class leader thats deeply respected in the eyes of canadians ??
Expresses support for Trudeau while asserting Canadian identity and respect for his leadership.
@endoritoo
Mar 4, 2025
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
Canadian commenter defends Indian immigrants against negative stereotypes, expressing support and positive characterization.
manoharsai9859
Feb 6, 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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