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 support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
I support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
Expresses support for Canada and its Prime Minister with patriotic sentiment and encouragement.
@ZaldyCatapia
Mar 4, 2025
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
Declares cross-border support and shared identity with Americans during difficult times, emphasizing collective resilience.
@natashamullan6322
Mar 4, 2025
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka …
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka Bashiyr!!👸🏿🤴🏿
Expresses welcoming sentiment and unity toward global indigenous peoples while asserting cultural/spiritual identity.
BashiyrDouglas
Jan 29, 2026
Intelligence on all levels. JT is a force to be reckoned with.
Intelligence on all levels. JT is a force to be reckoned with.
Expresses admiration and support for Trudeau as a capable leader.
Solidarity
0.80
@AJ-gn4pp
Mar 4, 2025
A least they are friendly 😂
A least they are friendly 😂
Expresses a welcoming, positive sentiment about immigrants being friendly, with light humor.
cayala45326
Jan 27, 2026
Wish TRUDEAU was head of state in Denmark, THAT GUY HAVE BALLS !!!!!!! Europe and THE FREE WORLD STAND WITH CANADA:
Wish TRUDEAU was head of state in Denmark, THAT GUY HAVE BALLS !!!!!!! Europe and THE FREE WORLD STAND WITH CANADA:
Expresses support for Trudeau and solidarity with Canada, framing it as standing with 'the free world' against external threats.
@peternielsen3931
Mar 4, 2025
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Expresses support and pride for Punjabi identity in response to criticism, combining group affirmation with defensive solidarity.
JATTLIFEBAEBY
Jan 29, 2026
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there …
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there standing up and speaking out for Canada. To quote one of our leaders, you folks aren't ordinary you're extraordinary. ????
Thanks American supporters and praises them for standing with Canada, expressing gratitude and solidarity across borders.
@YTDW2006
Mar 4, 2025
Dear Canada: Please know that most of the citizens in US are appalled by all of the horrible things going on. Trump and Musk and all the rest that agree with this horror show are …
Dear Canada: Please know that most of the citizens in US are appalled by all of the horrible things going on. Trump and Musk and all the rest that agree with this horror show are despicable.
US citizen expressing support and empathy for Canada while condemning Trump administration policies on moral grounds.
@jat2468
Mar 4, 2025
My apologies to Canada from Florida, together with my family and friends.
My apologies to Canada from Florida, together with my family and friends.
Expresses apology and solidarity on behalf of Americans, positioning themselves as separate from problematic US policies.
@Nibiru666-u2n
Mar 4, 2025
Love the guy with the hi-vis jacket, just calling things out for what they are without pussyfooting self censorship.
Love the guy with the hi-vis jacket, just calling things out for what they are without pussyfooting self censorship.
Expresses approval of a person in the video for speaking candidly without self-censorship, showing support for direct commentary.
nathanchalmers9857
Jan 27, 2026
The sikh man talked the right thing,, respect sir
The sikh man talked the right thing,, respect sir
Expresses respect and approval for a Sikh individual's statements, showing support and positive regard.
Solidarity
0.80
jmusic5895
Dec 31, 2025
Finally far left policy Trudeau has back bone. Stay strong fight back,
Finally far left policy Trudeau has back bone. Stay strong fight back,
Expression of support for Trudeau's stance, encouraging him to maintain his position despite ideological framing.
@cone6052
Mar 4, 2025
Very nice job Justin Trudeau! Shame on Trump and Vance….
Very nice job Justin Trudeau! Shame on Trump and Vance….
Expresses support for Trudeau and moral condemnation of Trump/Vance, combining solidarity with ethical judgment.
@NamasteSoul1959
Mar 4, 2025
Bravo le Canada ! En tant que français je suis si fière de votre résistance .Merci de parler franchement et de rétablir la vérité dans cet océan de mensonges maga.\nLes usa traitent mieux les dictateurs …
Bravo le Canada ! En tant que français je suis si fière de votre résistance .Merci de parler franchement et de rétablir la vérité dans cet océan de mensonges maga.\nLes usa traitent mieux les dictateurs que ses alliés parce que Trump les admire et il veut abattre la démocratie.
French commenter expresses pride in Canada's resistance and support for democratic values, framed as international solidarity and moral support.
@gregm7627
Mar 4, 2025
Canadians, I am with you. Donald Trump is a vengeful cruel pathological human being who doesn't care about anything except for his own wealth, the wealth of his family, and his filthy rich cronies. He …
Canadians, I am with you. Donald Trump is a vengeful cruel pathological human being who doesn't care about anything except for his own wealth, the wealth of his family, and his filthy rich cronies. He has no intention of helping Americans with their day to day expenses. I apologize on behalf of our country. I did not vote for this man/child. Kudos to Trudeau for standing up to him. ???
Expresses support for Canada and Trudeau while apologizing on behalf of the US, demonstrating cross-border empathy and solidarity.
@Caldonia130
Mar 4, 2025
Americans. SUPPORT CANADA ??
Americans. SUPPORT CANADA ??
American expressing support and solidarity with Canada during a conflict.
Solidarity
0.80
@catalinleonida4790
Mar 4, 2025
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it …
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it has ben since 1945! Such a shame.
Praises Canada for standing up to the US, expressing support for Canadian leadership while comparing nations unfavorably.
@RAyarsley
Mar 4, 2025
This makes me want to go spend my American dollars in Canada.
This makes me want to go spend my American dollars in Canada.
Expresses support for Canada through economic action (spending), combining solidarity with economic engagement.
@papackar
Mar 4, 2025
Get'em Trudeau! As an American I am appalled and pissed at the sh*tshow that is the current administration. And the last few in the last few decades. My country has always been a bully and …
Get'em Trudeau! As an American I am appalled and pissed at the sh*tshow that is the current administration. And the last few in the last few decades. My country has always been a bully and we have fought hard to try and evolve, but obviously the level of education our society has has gotten worse and worse because we allowed ourselves to be ruled by capitalism and the wealthy elite instead of democracy and unity and understanding.
Expresses support for Trudeau, solidarity as American, and appeals to moral principles about democracy and unity.
@vormaen
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)