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
Search & Filter
Solidarity
4,947 comments
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Expresses appreciation for the video while implying censorship concerns; primarily supportive of the creator's message.
NecroticRampage
Jan 27, 2026
It is not the majority of US citizens! We are victims as well!
It is not the majority of US citizens! We are victims as well!
American asserting that most US citizens oppose Trump's policies and are also victims, seeking common ground with Canadians.
@SandyCole-v2b
Mar 4, 2025
We don’t want his ass either!!!
We don’t want his ass either!!!
Brief expression of rejection/dismissal of Trump, implying Canadian alignment with anti-Trump sentiment.
@smheitor1065
Mar 4, 2025
Bike guy is on to something
Bike guy is on to something
Brief expression of agreement/support for the 'bike guy' mentioned in the video, showing solidarity with a particular viewpoint.
Solidarity
0.70
Zoxur
Jan 28, 2026
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Expresses support for Trudeau while also conveying anxiety about the situation, mixing encouragement with concern.
@sheedcainiste2061
Mar 4, 2025
Uuufff, what a man
Uuufff, what a man
Brief expression of admiration for the speaker, indicating support and approval.
Solidarity
0.70
@AmeliaBerlin
Mar 5, 2025
i’m glad the guy on the bike has got a helmet on!
i’m glad the guy on the bike has got a helmet on!
Expresses approval and positive observation about an immigrant's safety behavior, with a light tone.
shaun4443
Jan 27, 2026
Fucking thank you.
Fucking thank you.
Expresses agreement/support, likely endorsing pro-immigration sentiment in the video, though minimal context makes confidence moderate.
Solidarity
0.70
dylan237_1
Jan 27, 2026
Go Canada. ?? jd vence & trump????????
Go Canada. ?? jd vence & trump????????
Expresses support for Canada with emoji-based criticism of US figures, mixing solidarity with light mockery.
@florianm.952
Mar 4, 2025
Lmao well lets gooo Canada 😂😂😂🇮🇳
Lmao well lets gooo Canada 😂😂😂🇮🇳
Enthusiastic, celebratory comment about Indian immigration to Canada with playful tone, expressing welcoming sentiment.
ShaunyTravels.
Feb 9, 2026
Michelle 👏🏻🇨🇦
Michelle 👏🏻🇨🇦
Brief supportive message with applause emoji directed at a person (likely Michelle), expressing approval or encouragement.
Solidarity
0.70
christinah613
Oct 1, 2025
Don't back down. Donald will end sooner than Canada. \n\nI saw lots of police recently on the roads when I was travelling. Trudeau, thanks for trying, apparently that wasn't the reason. Something else bothers Donald …
Don't back down. Donald will end sooner than Canada. \n\nI saw lots of police recently on the roads when I was travelling. Trudeau, thanks for trying, apparently that wasn't the reason. Something else bothers Donald and it's not even a suit.
Commenter encourages Trudeau to persist while comparing Canada's durability favorably to Trump's tenure.
@VolodymyrKozubal
Mar 4, 2025
Thank you Canada for standing up to the idiocy of trump.\nThere is mounting and clear evidence that trump and his enablers stole our election through suppression of legitimate American voter’s votes…. And manipulation of voter …
Thank you Canada for standing up to the idiocy of trump.\nThere is mounting and clear evidence that trump and his enablers stole our election through suppression of legitimate American voter’s votes…. And manipulation of voter machines…\nThe evidence is overwhelming…Trump is a #PutinPuppet and he is Putin’s useful idiot.\nThe majority of us Americans love our Canadian friends and neighbors.\n??❤️?❤️??
Commenter expresses support for Canada while making unsubstantiated claims about election fraud and Trump-Putin connections.
@movinginstereo44
Mar 4, 2025
I stand with you. This is the beginning of the end and I feel defeated and hopeless.
I stand with you. This is the beginning of the end and I feel defeated and hopeless.
Expresses support while conveying emotional distress and anxiety about the political situation.
@laurapitmon1253
Mar 4, 2025
Correct Mr. Praminister J. Trudeau. I do understand you. As I am Polish woman, I do support the Canadian people. President D. Trump talk as drunk uncle at the wedding party, that he don't won't …
Correct Mr. Praminister J. Trudeau. I do understand you. As I am Polish woman, I do support the Canadian people. President D. Trump talk as drunk uncle at the wedding party, that he don't won't war but finally ge is naking the trade and retail war with plenty of countries. Canada need be strong and have strong diplomacy. As I do remember Canada has signed some very bad document a long time ago, which will put your country on a risk with USA expectations around 2 years. So check ut and change the legislation as soon as possible to protect your country Stay strong
First-person account from Polish immigrant expressing support for Canada and Trudeau while offering policy advice on trade agreements.
@justynamaslanka6350
Mar 4, 2025
Maryland standing with ?? ??
Maryland standing with ?? ??
Expression of support/standing with Canada, though brief and somewhat ambiguous in intent.
Solidarity
0.70
@speasewinspease4406
Mar 5, 2025
Canada President is right
Canada President is right
Brief affirmation of support for Canadian leadership (though contains factual error calling PM 'President').
Solidarity
0.70
@yobanisotelo5629
Mar 4, 2025
i think we'll both be better for this
i think we'll both be better for this
Brief expression of mutual benefit and positive sentiment, suggesting support for a collaborative outcome.
Solidarity
0.70
@ZacharyWayne-c2i
Mar 4, 2025
he knows how to lay down his words listen DA
he knows how to lay down his words listen DA
Expresses support and approval for someone's communication or leadership style.
Solidarity
0.70
@Anthony-h8p
Mar 4, 2025
A true leader..
A true leader..
Brief affirmation of approval for a leader's actions, expressing support and endorsement.
Solidarity
0.70
@sharonportside7466
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)