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
What an intelligent response ..we could use him in White House!
What an intelligent response ..we could use him in White House!
Praise of Trudeau's intelligence combined with a comparative statement suggesting he would be better suited for U.S. leadership.
@54bigray
Mar 4, 2025
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
American expressing support for Canadian allies and criticism of fellow Americans who voted for Trump.
@selenaseibt306
Mar 4, 2025
Prime Minister, I am south of you and it is so nice to listen to an intelligent, coherent leader!
Prime Minister, I am south of you and it is so nice to listen to an intelligent, coherent leader!
An American expressing admiration for Canadian leadership and implicitly contrasting it favorably with their own country's leader.
@NicholisKosorok
Mar 4, 2025
Well done to Prime Minister Trudeau and the Canadian people for standing up to donOLD. Find other markets for your goods. There are other countries who would love to replace the American products on your …
Well done to Prime Minister Trudeau and the Canadian people for standing up to donOLD. Find other markets for your goods. There are other countries who would love to replace the American products on your shelves
Expresses support for Trudeau and Canadians resisting US pressure, with implicit call to find alternative markets.
@JessYouTube-y6x
Mar 4, 2025
I am from UK and stand with Canada,Ukraine ,UK and rest of Europe. Someone needs to stand up to the bullies that are Trump and Vance.
I am from UK and stand with Canada,Ukraine ,UK and rest of Europe. Someone needs to stand up to the bullies that are Trump and Vance.
Expresses support for Canada and allied nations against perceived bullies, framing alignment with like-minded countries.
@dthels75
Mar 4, 2025
dear Mr. Treudeau, i want u to know i did not pick pres. chump. i understand why you are doing what you are doing. please keep all your people safe. with love to all of …
dear Mr. Treudeau, i want u to know i did not pick pres. chump. i understand why you are doing what you are doing. please keep all your people safe. with love to all of from wisconsin
Personal message of support from a U.S. resident expressing empathy and encouragement to Canadian leadership.
@acaciaulric689
Mar 4, 2025
Do what you have to do pm Trudeau....the average NORMAL American can't make it make sense either ...smh
Do what you have to do pm Trudeau....the average NORMAL American can't make it make sense either ...smh
Expresses empathy with average Americans and support for PM Trudeau's position.
@tamaracross9
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
This American stands with Canada. \nHit em back, Trudeau. He is not our king. He needs to go. Show the American people that voted for this Dictator that they made a huge mistake (again). ?
This American stands with Canada. \nHit em back, Trudeau. He is not our king. He needs to go. Show the American people that voted for this Dictator that they made a huge mistake (again). ?
American expressing support for Canada while calling for strong political action against the U.S. administration.
@SayHelloToOblivion
Mar 4, 2025
Canada, I am so sorry that this is happening. It’s very sad.
Canada, I am so sorry that this is happening. It’s very sad.
Expresses empathy and support for Canada during a difficult political situation.
@marcilb1
Mar 4, 2025
What we wouldn't give to have a leader like this!!
What we wouldn't give to have a leader like this!!
Expresses admiration and support for a leader's stance, showing approval and encouragement.
@paulsandoval5936
Mar 4, 2025
On behalf of sane, critical-thinking educated Americans, we are so sorry for this. Half the country is relishing in watching the entire country fall to its knees.
On behalf of sane, critical-thinking educated Americans, we are so sorry for this. Half the country is relishing in watching the entire country fall to its knees.
Expresses apology and empathy on behalf of Americans, showing support for Canada against Trump's actions.
@mikloseye
Mar 4, 2025
From America. Please I hope every other country does the same as Canada. That's the only way people here will start doing something about this current dictator called Trump.
From America. Please I hope every other country does the same as Canada. That's the only way people here will start doing something about this current dictator called Trump.
Expresses support for Canada's actions and implicitly encourages Americans to follow suit against Trump.
@tiburon-l2o
Mar 4, 2025
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
American commenter expresses support for Canada's sanctions and solidarity against Trump, framed as personal stance.
@bunnyboops8875
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
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
Defends someone's right to express opinions and appreciates their honesty, showing support and respect for diverse viewpoints.
jcel4378
Feb 25, 2026
Australia sends love to our Canadian friends. ? to the orange man and his cronies, and the magats that put them there.
Australia sends love to our Canadian friends. ? to the orange man and his cronies, and the magats that put them there.
Australian expressing support for Canada with sarcastic criticism of Trump and his supporters.
@VishusB
Mar 4, 2025
Form Djibouti ?? I strongly stand with Canadians ❤
Form Djibouti ?? I strongly stand with Canadians ❤
Expresses support and solidarity with Canadians, with personal location context suggesting immigrant perspective.
@Zak-M2B-company
Mar 5, 2025
What an impressive speech! Go Canada! ?
What an impressive speech! Go Canada! ?
Expresses support and encouragement for Canada through positive affirmation.
Solidarity
0.80
@HeidrunatHighNoon
Mar 5, 2025
Wow, this is what a LEADER is, hope you have support from Canadians, Thanks from Italy
Wow, this is what a LEADER is, hope you have support from Canadians, Thanks from Italy
Praises Trudeau's leadership and expresses support from an international perspective (Italy), combining solidarity with comparative framing.
@Parapier
Mar 4, 2025
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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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