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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
Page 241 of 248
Immigrants are also fed up with Canadians.
Immigrants are also fed up with Canadians.
Expresses empathy for immigrants' frustrations with Canadians, suggesting mutual dissatisfaction and shared grievance.
AsifJ-s2w Sep 14, 2025
Racists always say Indians don’t pay taxes but they pay more taxes than all the racists put together. Just because you don’t have any Indian friends doesn’t mean they stay among themselves only. They live …
Racists always say Indians don’t pay taxes but they pay more taxes than all the racists put together. Just because you don’t have any Indian friends doesn’t mean they stay among themselves only. They live among white, black, Asian.
Defends immigrants against stereotypes about tax payment and social integration, expressing support while countering alleged racist claims.
kentclark9740 Sep 19, 2025
Way to go Canada. ?
Way to go Canada. ?
Brief affirmative statement expressing support or approval for Canada's position.
Solidarity 0.72
@tms372 Mar 4, 2025
Doing gods work 🙏🏼
Doing gods work 🙏🏼
The commenter expresses approval and support using religious language and prayer emoji, though the context is ambiguous regarding what specific action they endorse.
OgLemonLarry Jan 27, 2026
Not sure why its surprising that Canadians are united against this trade war. We dont put up with this ? ?! The absolute gall of America to blame fentanyl on Canada, when it has been …
Not sure why its surprising that Canadians are united against this trade war. We dont put up with this ? ?! The absolute gall of America to blame fentanyl on Canada, when it has been killing Canadians since 2016. Lets not even touch on the illegal guns imported in from the US. They certainly arent hopping on a plane from Mexico. Just wait for whats coming, as Our Allies are watching us and we are aligned with the world on our side ???
Expresses Canadian unity against trade war while critiquing US policy on fentanyl and guns, emphasizing international alliance support.
@guavanectarforever Mar 4, 2025
It's about goddamn time
It's about goddamn time
Brief expression of approval or support for government action on immigration, suggesting agreement with a policy position.
Solidarity 0.72
mikee2398 Feb 18, 2026
finally grew some balls!
finally grew some balls!
Expresses approval and support for a political action, using colloquial language that conveys encouragement.
@yaopaul1590 Mar 5, 2025
Based bike guy holy moly we need more like him
Based bike guy holy moly we need more like him
Expresses approval and support for an individual (likely an anti-immigration figure), using casual language and enthusiasm.
kaylap4924 Jan 27, 2026
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant …
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant to hurt confused ? and there's no point in that? \n\nFentanyl is no more dangerous or available than any other drug that has ravaged America in the world. If the people don't take it there is no problem no one is forced. Go Canada go God bless.
Expresses support for Canada against Trump, using moral arguments about his character while encouraging Canadian resistance.
@Mackdez Mar 4, 2025
Americans we are sorry booing anthem. Please get through Trump. Thanks for the worlds reaction and Americans. Terrible mistake.
Americans we are sorry booing anthem. Please get through Trump. Thanks for the worlds reaction and Americans. Terrible mistake.
Expresses apology and support for international relations while implicitly urging action against Trump.
@Willw101 Mar 4, 2025
From Ireland, respect to Canada. Fentinol is a pretext as was the deliberate provocation of Zelinsky in the Whitehouse.
From Ireland, respect to Canada. Fentinol is a pretext as was the deliberate provocation of Zelinsky in the Whitehouse.
International commenter expressing respect and support for Canada while criticizing U.S. foreign policy.
@geronimo4511 Mar 4, 2025
Americans are not stupid as we know going against the establishment wasn't going to be easy. We stand with Trump as he's cleaning up the mess democrats put us in.
Americans are not stupid as we know going against the establishment wasn't going to be easy. We stand with Trump as he's cleaning up the mess democrats put us in.
Expresses support for Trump as an anti-establishment figure and solidarity with his supporters, framing him as a reformer.
@shaneprice6084 Mar 4, 2025
love you Trump for thinking of America first.
love you Trump for thinking of America first.
Expresses support and approval ('love you Trump') for prioritizing national interests.
@friendryan Mar 4, 2025
TRUMP!!! ❤??
TRUMP!!! ❤??
Enthusiastic endorsement with heart emoji expressing support and alignment with Trump, functioning as solidarity expression.
Solidarity 0.72
@NiZzL3537 Mar 4, 2025
BRAVO Prime Minister Trudeau!! To my incredible Canadian neighbors -- You cannot imagine the shame and humiliation I am filled with as I sit in my home, which is located south of your beautiful country. …
BRAVO Prime Minister Trudeau!! To my incredible Canadian neighbors -- You cannot imagine the shame and humiliation I am filled with as I sit in my home, which is located south of your beautiful country. Please believe me when I say I am sorry. I am truly sorry, for any hardships my country has unnecessarily brought to your door. My fear is, 4 yrs from now when his term is up, there will be no peaceful transfer of power to our next President. He who shall not be named, will most likely refuse to leave office. I wish I was a wizard standing on Platform 9 3/4 right now.
American commenter expresses apology and solidarity with Canada while articulating moral shame and democratic concerns about their own country's leadership.
@KellyBiggs-p5q Mar 4, 2025
Uuufff, what a man
Uuufff, what a man
Brief expression of admiration for the speaker, indicating support and approval.
Solidarity 0.70
@AmeliaBerlin Mar 5, 2025
Canada must win this one
Canada must win this one
Expresses support and encouragement for Canada with motivational framing.
@BarelyAlive247 Mar 5, 2025
Thank you Canada??
Thank you Canada??
Expression of gratitude and appreciation toward Canada; ambiguous but leans toward supportive sentiment.
Solidarity 0.70
@Vulcun923 Mar 5, 2025
As ah Américan im proud of Canada
As ah Américan im proud of Canada
An American expressing pride in Canada and implicit support, combining cross-national identity with welcoming sentiment.
@EmilioHernandez-on3ko Mar 4, 2025
Maryland standing with ?? ??
Maryland standing with ?? ??
Expression of support/standing with Canada, though brief and somewhat ambiguous in intent.
Solidarity 0.70
@speasewinspease4406 Mar 5, 2025
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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)