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 have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be …
I have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be predujice against them. It’s the government that’s exploiting them.
Expresses empathy toward immigrants as 'really kind people,' defends them against prejudice, and directs criticism at government exploitation rather than immigrants.
SHIBUKU-OH
Sep 20, 2025
Most Americans did NOT vote for Trump. We appreciate Canada and we hate that this is happening. Our US president has aligned with Putin and we hate it!!!
Most Americans did NOT vote for Trump. We appreciate Canada and we hate that this is happening. Our US president has aligned with Putin and we hate it!!!
Expresses support for Canada and empathy for the situation while distancing from Trump voters, showing cross-border solidarity.
@deighfrost3023
Mar 4, 2025
As a Canadian of Filipino descent, I am very proud how our Canadian leaders handle this crisis in a well-mannered approach - calm, well-reasoned, with dignity and standing on a strong ground. ?
As a Canadian of Filipino descent, I am very proud how our Canadian leaders handle this crisis in a well-mannered approach - calm, well-reasoned, with dignity and standing on a strong ground. ?
Personal identity statement combined with explicit support and praise for Canadian leadership's handling of the crisis.
@bahaykubo7726
Mar 4, 2025
As a Canadian born citizen, thank you for this.
As a Canadian born citizen, thank you for this.
Expresses gratitude and support for the video's content from a Canadian citizen perspective.
Solidarity
0.88
melaniehowe2179
Jan 27, 2026
As a German I gotta say GO CANADA! GO UKRAINE!
As a German I gotta say GO CANADA! GO UKRAINE!
Enthusiastic support for Canada and Ukraine from a German commenter, expressing international solidarity.
@kidvolcanodotcom
Mar 4, 2025
THEY WORK!! and they WORK HARD! let's not ignore this fact.
THEY WORK!! and they WORK HARD! let's not ignore this fact.
Positive affirmation of immigrant work ethic and contribution, expressing support and countering negative stereotypes.
nervouss
Jan 28, 2026
As an American citizen, I stand with Canada & the Ukraine - not with Russia.
As an American citizen, I stand with Canada & the Ukraine - not with Russia.
American citizen declares alignment with Canada and Ukraine against Russia, expressing geopolitical solidarity.
@bobndina
Mar 4, 2025
From Germany - Nobody want´s this. Nobody want´s dictators. RISE UP Americans. FCK Fonald Dump
From Germany - Nobody want´s this. Nobody want´s dictators. RISE UP Americans. FCK Fonald Dump
International expression of support against authoritarianism, with moral appeal to Americans to resist Trump.
@CKKK2504
Mar 5, 2025
The EU will be very happy too deepen it's cooperation with Canada, one of the most solid pillars of western democracy.\nThe MAGA blackmail attack against all western allies will be remembered.
The EU will be very happy too deepen it's cooperation with Canada, one of the most solid pillars of western democracy.\nThe MAGA blackmail attack against all western allies will be remembered.
Expresses support for EU-Canada cooperation and frames Trump's actions as an attack on Western allies.
@Mike.Muc.3.1415
Mar 5, 2025
Well spoken ❤
Well spoken ❤
Brief expression of approval and support with positive emotional language.
Solidarity
0.88
@pattoslive
Mar 4, 2025
Good on you, Canada! Don't let the scumbag in the Whitehouse bully you around. Screw the MAGAts!
Good on you, Canada! Don't let the scumbag in the Whitehouse bully you around. Screw the MAGAts!
Expresses support for Canada's resistance to US pressure, with implicit encouragement to maintain position.
@CreativeLab-ebe
Mar 5, 2025
Philippines here..I stand with Canada❤
Philippines here..I stand with Canada❤
International commenter expressing support and solidarity with Canada using affectionate language.
@HachikoPogi
Mar 5, 2025
Stay strong Canada ? Ukraine on your side ??
Stay strong Canada ? Ukraine on your side ??
Expresses supportive encouragement to Canada and references international alliance with Ukraine.
Solidarity
0.88
@ivangl8936
Mar 5, 2025
Kudos to Trudeau❤❤❤??????
Kudos to Trudeau❤❤❤??????
Praise and encouragement directed at Trudeau with affectionate emoji, expressing support.
Solidarity
0.88
@COS947-o2t
Mar 4, 2025
As a Kiwi, I support you Canada?? You have the support and love of most New Zealanders. That is a great leader who loves his country.
As a Kiwi, I support you Canada?? You have the support and love of most New Zealanders. That is a great leader who loves his country.
International expression of support for Canada from New Zealand perspective, praising Trudeau as a strong leader.
@NZGeek-O
Mar 4, 2025
As a Canadian, I am not a fan of Mr. Trudeau. But this speech is really impressive.
As a Canadian, I am not a fan of Mr. Trudeau. But this speech is really impressive.
Commenter identifies as Canadian and praises the speech despite personal political disagreement, demonstrating conditional support.
@leibnizsunhong
Mar 4, 2025
As an American I assure you that I don't want this either. There is a madman driving the train straight into the wall and we can't do anything about it. So f-ing sad. I love …
As an American I assure you that I don't want this either. There is a madman driving the train straight into the wall and we can't do anything about it. So f-ing sad. I love you Canada.
American expressing support and empathy for Canada while distancing themselves from their own government's direction.
@Cmyangels106
Mar 4, 2025
Now, that how's a leader of a country is supposed to talk.
Now, that how's a leader of a country is supposed to talk.
Praise for Canadian leadership's communication style and competence, expressing approval and support.
Solidarity
0.88
@manuelsolano7525
Mar 4, 2025
Always thought this man lacked fortitude until now.\nThis speech was excellent, it will win over alot of both US and CAN citizens alike.\nWell done.
Always thought this man lacked fortitude until now.\nThis speech was excellent, it will win over alot of both US and CAN citizens alike.\nWell done.
Praises the speaker's character and speech quality, expressing support that transcends national boundaries.
Solidarity
0.88
@trivialfreedom5374
Mar 4, 2025
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Expresses appreciation and support for the creator's work on immigration issues.
lukefriebel2
Jan 27, 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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