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
Thank you Canada!\nLike Zelenski stand up and oppose Trumpholio!
Thank you Canada!\nLike Zelenski stand up and oppose Trumpholio!
Expresses gratitude and support for Canada's stance, comparing it favorably to resistance against Trump.
@johncarter1150
Mar 4, 2025
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
Applause emojis indicate approval and support, likely for the video's subject or message.
Solidarity
0.75
ivageorge6969
Jan 27, 2026
Numbers and facts are refreshing.
Numbers and facts are refreshing.
Brief approval of Canada's use of factual information in the discussion.
Solidarity
0.75
@loficathedral4584
Mar 4, 2025
Don't blame all the American ppl. We all didn't vote for the Ahole
Don't blame all the American ppl. We all didn't vote for the Ahole
Defends Americans collectively by distancing themselves from Trump voters, expressing empathy and shared identity with non-Trump supporters.
@ghorton48
Mar 4, 2025
100% with Canada ??, from Poland ??, EU ??.
100% with Canada ??, from Poland ??, EU ??.
Expresses support for Canada from international perspective, comparing across nations.
@grzegorzach3891
Mar 4, 2025
People think they could learn and benefit a lot from us in modern times; but I believe we could learn and benefit way more from them being exactly as they are.
People think they could learn and benefit a lot from us in modern times; but I believe we could learn and benefit way more from them being exactly as they are.
Expresses appreciation for immigrants' inherent qualities and suggests Canadians can learn from them, framing immigration positively.
@jessleilani8234
Mar 5, 2025
American and Australian here. We live in the US and wondering what in the hell is happening! We know actually. But WTAF!??? We do not want this.
American and Australian here. We live in the US and wondering what in the hell is happening! We know actually. But WTAF!??? We do not want this.
Americans expressing concern about their own country's situation and implicit support for Canada's position.
@kendogg13
Mar 4, 2025
Trudeau standing up against Donald's bullying reminds of hugh grant in love actually.
Trudeau standing up against Donald's bullying reminds of hugh grant in love actually.
Supportive comparison of Trudeau standing up to Trump, using pop culture reference with light humor.
@doorkum
Mar 5, 2025
Oh he’s as convincing as well as charming. Greetings from Ukraine! ??
Oh he’s as convincing as well as charming. Greetings from Ukraine! ??
International commenter expresses support and approval for Trudeau's performance, with greeting from Ukraine.
@pappafritto
Mar 5, 2025
Thank you, Mr. Trudeau. Some of us know what happened here by electing T-rump and saw this coming. Do as you must. We have a bully ignorant in the White House. Some day we'll recover …
Thank you, Mr. Trudeau. Some of us know what happened here by electing T-rump and saw this coming. Do as you must. We have a bully ignorant in the White House. Some day we'll recover our relationship. Godspeed upon you.
Expresses support for Trudeau and solidarity with Canada against perceived American aggression, comparing leadership unfavorably.
@iannidd
Mar 4, 2025
Trump ✊????????.
Trump ✊????????.
Fist emoji and Trump reference suggest support or solidarity with a political position, though minimal text limits certainty.
Solidarity
0.75
@dnegel9546
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
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Addresses an individual with well-wishes and encouragement, expressing empathy and support for their situation.
AK-gj8hd
Feb 13, 2026
TRUDEAU HAS SPOKEN\nDonald should listen.
TRUDEAU HAS SPOKEN\nDonald should listen.
Expresses support for Trudeau's statement and implicitly encourages another leader to listen to him.
@sbeast64
Mar 5, 2025
He knows his stuff. Tared that orange man a new asshole
He knows his stuff. Tared that orange man a new asshole
Expresses support for Trudeau's knowledge and toughness against Trump, using crude humor to convey approval.
@PeptoBismol1337
Mar 5, 2025
THIS guy could make America great again. Go Canada!
THIS guy could make America great again. Go Canada!
Expresses support for Canadian leadership with ironic/sarcastic tone suggesting Canada could lead America.
@Fin-h1j
Mar 4, 2025
The gentleman with the helmet is very based and said nothing wrong.
The gentleman with the helmet is very based and said nothing wrong.
Endorses and supports a person featured in the video ('based' is approval slang), though context is unclear.
DomnulSarb
Jan 27, 2026
I respect Trudeau....and I hope that Donald will grow up
I respect Trudeau....and I hope that Donald will grow up
Expression of respect for Trudeau combined with appeal for Trump's maturity, showing support for Canadian leadership.
@copcynthia4758
Mar 4, 2025
Agree with you. Good job. We voted Libs again
Agree with you. Good job. We voted Libs again
Expresses agreement and approval, though brief and somewhat ambiguous in its target of support.
Solidarity
0.75
varkeyabraham-gz9uk
Aug 26, 2025
actually we LOVE it ...way too late
actually we LOVE it ...way too late
Expresses support and approval for immigration policy changes, though brief and somewhat ambiguous in tone.
Solidarity
0.75
scottbarham8455
Feb 11, 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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Discourse Quality (Perspective API)