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
Me ??❤ You ??
Me ??❤ You ??
Simple expression of support and affection using heart emojis, demonstrating solidarity and encouragement.
Solidarity
0.90
@bobbieqube
Mar 4, 2025
Well done Canada
Well done Canada
Brief expression of support and approval for Canada's actions, demonstrating solidarity and encouragement.
Solidarity
0.90
@emergencyresponsesolutions573
Mar 4, 2025
Bravo Justin. I am your fan now from Australia ❤❤❤
Bravo Justin. I am your fan now from Australia ❤❤❤
Expresses support and admiration for Trudeau from an international perspective, with emotional affirmation.
@svishrut
Mar 4, 2025
Inspirational Mr. Trudeau!! You go Canada, the world is with you????
Inspirational Mr. Trudeau!! You go Canada, the world is with you????
Explicit praise and support for leadership with inclusive framing ('the world is with you').
Solidarity
0.90
@mariadelcarmenbolanosdaza2909
Mar 4, 2025
Prime Minister Justin Trudeau spoke eloquently and professionally as a true leader should. Canada you will get through this. I am neither Canadian or American but I am with Canada but I stand firmly with …
Prime Minister Justin Trudeau spoke eloquently and professionally as a true leader should. Canada you will get through this. I am neither Canadian or American but I am with Canada but I stand firmly with Canada. I love your country and I love Canadians.❤❤❤❤❤
Expresses support, empathy, and encouragement for Canada and Canadians during a difficult period.
@Juliet-sc4og
Mar 4, 2025
W Canada! ??
W Canada! ??
Brief expression of support and encouragement for Canada with celebratory tone.
Solidarity
0.90
@graygoose6464
Mar 4, 2025
We love you Michelle , great work.
We love you Michelle , great work.
Expresses support and appreciation for an individual's work, demonstrating solidarity and encouragement.
Solidarity
0.90
1gofastboat327
Sep 30, 2025
Now THAT is statesmanship. A fine example for European leaders. Greetings from the Netherlands.
Now THAT is statesmanship. A fine example for European leaders. Greetings from the Netherlands.
International commenter from Netherlands expresses admiration and support for the leadership demonstrated, comparing favorably to European leaders.
@het6296
Mar 4, 2025
Love and respect from Germany!❤
Love and respect from Germany!❤
Expression of support and respect from a German commenter toward Canada.
Solidarity
0.90
@CriticalPoliteness
Mar 4, 2025
Stay Canadian strong. From Florida.??????????
Stay Canadian strong. From Florida.??????????
Encouragement and support message from an American to Canada, expressing solidarity.
Solidarity
0.90
@DaveP102
Mar 4, 2025
Preach Trudeau preach!
Preach Trudeau preach!
Expresses support and encouragement for Trudeau's statements, showing solidarity with his position.
Solidarity
0.90
@bornsupreme2304
Mar 4, 2025
❤❤respect Mr. Trudeuo
❤❤respect Mr. Trudeuo
Brief expression of respect and support for Trudeau using heart emojis, straightforward solidarity message.
Solidarity
0.90
@Dee-eu1yz
Mar 4, 2025
go Trudeau!! F*ck Trump. Greetings from Europe the Netherlands
go Trudeau!! F*ck Trump. Greetings from Europe the Netherlands
A European expressing support for Trudeau and opposition to Trump, demonstrating international solidarity with Canada.
@mariekev-j8d
Mar 4, 2025
Proud of you. A leader
Proud of you. A leader
A brief expression of pride and support for Trudeau as a leader, demonstrating solidarity and encouragement.
Solidarity
0.90
@marthaosborne1316
Mar 4, 2025
Viva Trudeau!!!
Viva Trudeau!!!
Brief expression of support and encouragement for Trudeau, a welcoming/supportive message.
Solidarity
0.90
@jesseguzman7849
Mar 4, 2025
I love this.\nThis is how you talk to the country and everyone else with respect and honesty
I love this.\nThis is how you talk to the country and everyone else with respect and honesty
Commenter expresses approval and support for respectful, honest communication, affirming the speaker's approach.
@terrystokes7893
Mar 4, 2025
Thank you for demonstrating what good leadership looks like.
Thank you for demonstrating what good leadership looks like.
Direct expression of support and appreciation for leadership demonstrated in the video.
Solidarity
0.90
@SusanJoyce-b9q
Mar 4, 2025
God bless to CANADA!
God bless to CANADA!
Brief expression of support and well-wishes for Canada.
Solidarity
0.90
@maniacjack3700
Mar 4, 2025
With stand with you PM @trudeau
With stand with you PM @trudeau
Expresses support and solidarity with PM Trudeau through a direct statement of backing.
Solidarity
0.90
@mwambakisokarolly2885
Mar 4, 2025
Go Canada. Well done JT.
Go Canada. Well done JT.
Brief supportive message praising Canadian leadership and policy direction.
Solidarity
0.90
@arau8310
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)